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Important

ray.run – from idea to a production-grade MCP server in under a minute! 🦜

A curated list of awesome Model Context Protocol (MCP) servers.

What is MCP?
Clients
Remote Servers
Tutorials
Community
Legend
Server Implementations
Frameworks
Tips & Tricks

What is MCP?

MCP is an open protocol that enables AI models to securely interact with local and remote resources through standardized server implementations. This list focuses on production-ready and experimental MCP servers that extend AI capabilities through file access, database connections, API integrations, and other contextual services.

Clients

Checkout awesome-mcp-clients and glama.ai/mcp/clients.

Remote Servers

This list is for servers with a GitHub repo you install and run yourself. Looking for a hosted server you just connect to over a URL? See awesome-remote-mcp-servers.

Tutorials

Community

Legend

🎖️ – official implementation
programming language
- 🐍 – Python codebase
- 📇 – TypeScript (or JavaScript) codebase
- 🏎️ – Go codebase
- 🦀 – Rust codebase
- #️⃣ - C# Codebase
- ☕ - Java codebase
- 🌊 – C/C++ codebase
- 💎 - Ruby codebase
scope
- ☁️ - Cloud Service
- 🏠 - Local Service
- 📟 - Embedded Systems
operating system
- 🍎 – For macOS
- 🪟 – For Windows
- 🐧 - For Linux

Note

Confused about Local 🏠 vs Cloud ☁️?

Use local when MCP server is talking to a locally installed software, e.g. taking control over Chrome browser.

Use cloud when MCP server is talking to remote APIs, e.g. weather API.

Server Implementations

Note

We now have a web-based directory that is synced with the repository.

🔗 Aggregators

Servers for accessing many apps and tools through a single MCP server.

402signalhq/402signal 🐍 ☁️ - Checks and validates live x402 payment routes across Base, Solana and Algorand.
GarphenGate/moltline-mcp 🐍 ☁️ 🍎 🪟 🐧 - Bridge to Moltline Studio's hosted MCP servers: code review, agent governance, business math, regulatory deadlines, crypto tax lots, routing and optimization.
team886/findagent-mcp 📇 ☁️ - Marketplace of vetted agents with automated security scans plus human review, credential-to-host binding and sandboxed hosted code with default-deny egress.
BotHireAgent/BotHireMCPServer 📇 🏠 - BotHire agent-to-agent hiring marketplace: search agents and skills by capability and trust score, read live demand, and settle in USDT or USDC across chains.
@neoninnovationlab/neon-mcp-gateway 📇 ☁️ 🏠 - Edge firewall for exposing internal PostgreSQL databases and APIs to AI agents with strict validation.
daedalusdevelopmentgroup/ddg-agent-payable-services 🐍 ☁️ - Pay-per-call x402 tools (utilities, DNS/WHOIS, blockchain RPC, market and DEX data, prediction markets, security audits) plus an OpenAI-compatible LLM gateway.
forgemeshlabs/coinopai-mcp 📇 - Paid crypto intelligence via x402 on Base: preflight checks, trade decisions audited against real prices, risk state, signal history and automation search.
forgemeshlabs/anomaly-mcp 📇 ☁️ - Real-time anomaly detection with NASA-derived sequence mining across blockchain, mempool, stablecoin depeg, aviation and GitHub signals, paid via x402 on Base.
1mcp/agent 📇 ☁️ 🏠 🍎 🪟 🐧 - Aggregates multiple MCP servers into one unified server.
2s-io/sdk 📇 ☁️ 🍎 🪟 🐧 - Pay-per-call x402 API: geocoding, weather, earthquakes, patents, US case law, Federal Register, scientific papers, DNS/WHOIS, OFAC screening and Census data.
8randonpickart5/alderpost-mcp 📇 ☁️ - Intelligence endpoints for security, company, threat, compliance, sales, sports, property and health data, paid via x402 micropayments on Base.
forgemeshlabs/utility-grid-mcp 📇 ☁️ - Search and call utility APIs for OCR, image, audio, web, math, conversion and geodata, paid per call with x402 USDC on Base.
GTCC777/pulsenetwork-mcp 📇 - Pay-per-call x402 intelligence APIs on Base and Solana: finance, crypto, legal, immigration, healthcare costs, real estate, tax, climate, sports and science.
mcpqueen/mcpqueen 🎖️ 📇 ☁️ - Graded MCP registry: live-probes remote servers from the MCP Registry (initialization, tool listing, schema quality, latency, provenance) and publishes grades.
minia2auk/minia2a-mcp 📇 ☁️ - Pay-per-call x402 gateway for agent tools: crypto and DeFi data, web scraping, AI inference, CAPTCHA solving, token security, DNS/WHOIS and gas monitoring.
szp2005/llm-prices-cn 🐍 ☁️ - Daily-verified dataset of LLM API prices for Chinese and global models, with live price queries and token cost estimation.
tadas-github/a2asearch-mcp 📇 ☁️ - Search a directory of MCP servers, AI agents, CLI tools and agent skills.
Aganium/agenium 📇 ☁️ 🍎 🪟 🐧 - Bridge MCP servers to the agent:// network so other agents can discover and call their tools, with DNS-like identity, mTLS, trust scores and capability search.
agentbodegastore/agentbodega 📇 ☁️ - Live catalog of x402-payable HTTP tools from AgentBodega: search, public data, social media, status checks, media conversion and agent-readiness checks.
elisymlabs/elisym 📇 ☁️ 🍎 🪟 🐧 - AI agent discovery and marketplace on Nostr with Solana payments (SOL, USDC): NIP-89 discovery, NIP-90 jobs, NIP-44 encryption and on-chain micropayments.
PHONGUIT22/nostrpulse-full 📇 🏠 🍎 🪟 🐧 - Agent-to-agent (A2A) commerce framework using Nostr NIP-90 and Cashu eCash micro-settlements.
espadaw/Agent47 📇 ☁️ - Job aggregator for AI agents across platforms such as x402, RentAHuman and Virtuals.
gzchenhao/openhire 🐍 🏠 🍎 🪟 🐧 - Job search over employer ATS APIs (Greenhouse, Lever, Ashby, Beisen) with freshness verification, ghost-job scoring and apply links; matching runs client-side.
doggychip/agentforge 📇 ☁️ - Self-hostable API gateway and marketplace for AI agents with one API key, REST and streaming access, and health monitoring.
AgentHotspot 🐍 ☁️ 🏠 🍎 🪟 🐧 - Search, integrate and monetize MCP connectors on the AgentHotspot marketplace.
aidevelopers2/remoteopenclaw-mcp 📇 🏠 - Search the Remote OpenClaw directory of MCP servers, agent skills and plugins for names, links and install commands; also available as a CLI.
garasegae/aiskillstore ☁️ - Skill marketplace where AI agents discover, purchase and integrate skills.
getanyapi-com/mcp 🎖️ 📇 ☁️ 🏠 - AnyAPI: scraping and data APIs for social media, search results, Google Maps, e-commerce and web data, with normalized JSON and automatic provider failover.
alexanderclapp/clirank-mcp-server 📇 ☁️ 🍎 🪟 🐧 - CLIRank API intelligence for coding agents: discover, compare and get recommendations for APIs scored on agent-friendliness.
Work90210/APIFold 📇 ☁️ - Turn any REST API into a hosted MCP server, with ready-made public servers for GitHub, Stripe, Slack, OpenAI, Notion and more.
alexar76/aimarket-plugins 📇 ☁️ 🏠 🍎 🪟 🐧 - AIMarket Hub plugin that packages AIMarket capabilities as self-hosted MCP servers with a Docker image, manifest and client config.
Alepha188838884/context-firewall 📇 🏠 🍎 🪟 🐧 - Local MCP proxy that merges downstream servers behind a few meta-tools with progressive discovery and compresses large tool outputs, with full output on demand.
AIsa-public/AIsa-mcp-server 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Search, inspect and run data APIs for SEO and AI visibility, finance, social, web search, sales and agent mail through a few meta-tools, with spending caps.
api7/aisix 🦀 🏠 - Self-hosted MCP gateway fronting upstream servers with per-tool access control, guardrails, rate limits and usage logs; also proxies LLM and A2A agent traffic.
reefapi/reefapi-mcp 🐍 ☁️ - Live web data as clean JSON: search engines, social media, e-commerce (Amazon, eBay, Etsy), real estate, jobs, travel, news, finance and company intel.
RightOnPar-LLC/mesh-connector 📇 ☁️ - MeshMarket agent-to-agent capability exchange: agents browse, self-onboard, rent memory, reasoning and safety per call, and publish their own tools.
rhein1/agoragentic-integrations 📇 ☁️ - Agent-to-agent marketplace where AI agents discover, invoke and pay for other agents' services using USDC on Base.
arikusi/deepseek-mcp-server 📇 ☁️ 🍎 🪟 🐧 - DeepSeek AI chat and reasoning with multi-turn sessions, function calling, thinking mode and cost tracking.
ariekogan/ateam-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Build, validate and deploy multi-agent AI solutions on the ADAS platform: design skills with tools and manage the solution lifecycle.
askbudi/roundtable 📇 ☁️ 🏠 🍎 🪟 🐧 - Meta-MCP server that unifies AI coding assistants (Codex, Claude Code, Cursor, Gemini) behind one interface with automatic discovery and zero configuration.
adw0rd/awesome-mcp-tools-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Search the awesome-mcp.tools catalog of MCP servers from an MCP client or the terminal.
avotsai/avots-mcp 📇 ☁️ - Multi-model AI media generation (image, video, audio, face swap, talking avatars) plus chat with models such as Claude, GPT, Gemini and DeepSeek.
blockrunai/blockrun-mcp 📇 ☁️ 🍎 🪟 🐧 - Access AI models such as GPT-5, Claude, Gemini, Grok and DeepSeek, paid per use via x402 micropayments in USDC on Base.
bridgenode-ai/bridgenode-mcp 📇 ☁️ - Pay-per-request AI chat completions across supported models via x402, with automatic Solana USDC payments and fail-closed spending caps.
cgrtml/reasongate 🐍 🏠 🍎 🪟 🐧 - Provenance gateway for stdio MCP servers that blocks tool calls whose destination or content came from an untrusted tool result, with schema-derived policies.
cinderwright-ai/cinderwright-api 📇 ☁️ - x402 discovery hub: search engine for agent services, paid with USDC on Base via x402.
Continuum-AI-Corp/orcarouter-mcp-server 📇 ☁️ 🏠 🍎 🪟 🐧 - Browse LLMs from OpenAI, Anthropic, Google, Qwen, DeepSeek and others with live prices, and route chat completions through the OrcaRouter gateway with fallback.
Data-Everything/mcp-server-templates 📇 🏠 🍎 🪟 🐧 - Unified MCP platform that connects many apps, tools and services behind one interface.
depwire/depwire 📇 🐍 🏎️ 🦀 🌊 🏠 - Dependency graphs for TypeScript, JavaScript, Python, Go, Rust and C, with arc diagram visualization, health scoring, dead code detection and a temporal graph.
duaraghav8/MCPJungle 🏎️ 🏠 - Self-hosted MCP server registry for enterprise AI agents.
Proofpane/releases 🎖️ 🏠 🍎 🪟 🐧 - MCP governance proxy: allow, deny or human-approval policy gates, DLP redaction and cost caps, with tool calls recorded to a hash-chained, signed audit log.
entire-vc/evc-spark-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Search a curated catalog of AI agents, skills, prompts, bundles and MCP connectors.
gamaze-labs/hicortex 📇 🏠 - Shared memory for fleets of AI agents: nightly self-correction rewrites stale facts and merges duplicates, and recall is injected into coding agents' prompts.
glenngillen/mcpmcp-server ☁️ 📇 🍎 🪟 🐧 - Lists MCP servers so you can ask your client which ones could improve your daily workflow.
Gliana-Labs/gliana-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Pay-per-call AI models (chat, image, video, music, speech) plus web scraping, screenshots, OCR, face matching and crypto/FX rates, paid via HTTP 402 in USDC.
gpu-bridge/mcp-server 📇 ☁️ 🍎 🪟 🐧 - GPU inference API for LLMs, image and video generation, TTS, Whisper, embeddings, reranking and OCR, paid per use via x402 or an API key.
gzoonet/cortex 📇 🏠 - Local-first developer knowledge graph: watches project files, extracts entities and relationships with LLMs, and offers queries, a web dashboard and a CLI.
hamflx/imagen3-mcp 📇 🏠 🪟 🍎 🐧 - Generate images from text prompts with Google's Imagen 3 API, with photography, artistic and photorealistic controls.
hashgraph-online/hashnet-mcp-js 📇 ☁️ 🍎 🪟 🐧 - Discover, register and chat with AI agents on the Hashgraph network via the Registry Broker.
hedging8563/tokenlab-mcp-server 📇 ☁️ - TokenLab AI gateway: model and price discovery plus OpenAI-compatible Chat Completions, Responses, Anthropic Messages and Gemini inference.
HelpCode-ai/anythingmcp 📇 🏠 ☁️ 🍎 🪟 🐧 - Self-hosted MCP gateway turning REST, SOAP and GraphQL APIs and SQL/NoSQL databases into MCP tools without code, with spec import, pre-built adapters and RBAC.
isaac-levine/forage 📇 🏠 🍎 🪟 🐧 - Self-improving tool discovery: searches registries, installs MCP servers as subprocesses without restarts, and persists tool knowledge across sessions.
jabbawocky/proposalcraft 📇 🏠 🍎 🪟 🐧 - Draft client proposals in your own voice from a new brief, based on your saved past proposals, with local storage only.
Jackalope-Dev/allmcps-server 📇 ☁️ 🍎 🪟 🐧 - Search and browse the AllMCPs.com registry of MCP servers, get install configs, and submit or claim listings.
jaspertvdm/mcp-server-gemini-bridge 🐍 ☁️ - Bridge to the Google Gemini API for accessing Gemini Pro and Flash models.
jaspertvdm/mcp-server-ollama-bridge 🐍 🏠 - Bridge to a local Ollama server for running Llama, Mistral, Qwen and other local models.
jaspertvdm/mcp-server-openai-bridge 🐍 ☁️ - Bridge to the OpenAI API for accessing GPT-4, GPT-4o and other OpenAI models.
Jovancoding/Network-AI 📇 🏠 🍎 🪟 🐧 - Multi-agent orchestration with a race-condition-safe shared blackboard, agent spawning, FSM transitions, budget and token tracking, and audit logs.
julien040/anyquery 🏎️ 🏠 ☁️ - Query apps with SQL from a single local-first binary; also connects to PostgreSQL, MySQL and SQLite-compatible databases.
juspay/neurolink 📇 ☁️ 🏠 🍎 🪟 🐧 - Edge-first AI platform unifying many providers and models, with multi-agent orchestration, human-in-the-loop workflows, guardrails and context summarization.
K-Dense-AI/claude-skills-mcp 🐍 ☁️ 🏠 🍎 🪟 🐧 - Search and use Claude Agent Skills from any model or client as if natively supported.
kansei-link/kansei-mcp-server 📇 🏠 🍎 🪟 🐧 - Local-first navigator with verified data on SaaS services and workflow recipes.
kevmoz/macaroonnetwork-mcp 🐍 ☁️ 🏠 🍎 🪟 🐧 - Search and buy from a predicate-gated scientific and data marketplace: browse the catalogue and metadata, then pay via x402 (USDC on Base) or Lightning L402.
khalidsaidi/ragmap 📇 ☁️ 🏠 🍎 🪟 🐧 - MapRag: RAG-focused MCP subregistry for discovering and routing to retrieval-capable MCP servers with structured constraints and explainable ranking.
mambalabsdev/mcp-gtm-suite 📇 ☁️ - Go-to-market signals via Apify actors: hiring signals, tech stack detection, job board scanning, LinkedIn URL resolution, ICP scoring and signal aggregation.
Markgatcha/universal-mcp-toolkit 📇 ☁️ 🏠 🍎 🪟 🐧 - MCP aggregator that connects agents to multiple MCP servers through one configuration, with ready-made templates and cross-repo prompt workflows.
MastadoonPrime/sylex-search 🐍 📇 ☁️ 🍎 🪟 🐧 - Search engine for AI agents to discover products, services and businesses across categories, without LLM calls.
mediiiiium/mcp-jp 🐍 ☁️ - MCP servers for Japanese SMB SaaS without their own MCP support, such as KING OF TIME, SmartHR, kaonavi, Smaregi, LINE Lstep and CloudSign.
merterbak/Grok-MCP 🐍 ☁️ 🍎 🪟 🐧 - Access xAI's Grok API with agentic tool calling, image generation, vision and file support.
metatool-ai/metatool-app 📇 ☁️ 🏠 🍎 🪟 🐧 - MetaMCP: unified middleware MCP server that manages your MCP connections through a GUI.
MikeyPetrillo/Agent402 📇 ☁️ 🏠 - Pay-per-call x402 tools and skill packs (headless browser, web search, OCR, wallet-keyed memory), plus a router that finds the cheapest healthy tool.
MikkoParkkola/mcp-gateway 🏎️ 🏠 🍎 🪟 🐧 - MCP gateway with single-port multiplexing and meta-tools that replace individual tool registrations, plus hot-reloadable capabilities and OpenAPI import.
mirastacklabs-ai/mirastack-redfish-mcp 🎖️ 🐍 ☁️ 📟 - Governed access to DMTF Redfish BMCs (iDRAC, iLO, XCC, OpenBMC) for power, thermal, firmware and BIOS management; read-only by default with tiered write modes.
mroops0111/openapi-mcp-gateway 🐍 ☁️ 🏠 🍎 🪟 🐧 - Mount multiple OpenAPI specs or a FastAPI app as MCP servers in one process, exposing GET endpoints as resources and large specs through meta-tools.
nimbus-agent/Nimbus 🎖️ 📇 🏠 🍎 🪟 🐧 - Read-only search over a local index of your engineering stack (GitHub, Jira, Slack, PagerDuty, Datadog and more): incidents, PRs, deployments and DORA metrics.
ni-c/mcp-hub 📇 🏠 🍎 🪟 🐧 - Serve many stdio MCP servers from one container over HTTPS, with path-based routing, an aggregate endpoint using meta-tools, built-in OAuth 2.1 and hot reload.
Octodamus/octodamus-core 🐍 - Crypto market oracle: BUY/SELL/HOLD consensus from RSI, MACD, funding rates and on-chain flow, plus Polymarket edges with EV scoring and X crowd sentiment.
opentabs-dev/opentabs 📇 🏠 🍎 🪟 🐧 - Plugin-based server and Chrome extension that gives AI agents access to web apps through your authenticated browser session, with a plugin SDK.
oxgeneral/agentnet 🐍 ☁️ 🍎 🪟 🐧 - Agent-to-agent referral network where AI agents discover, recommend and refer users to each other, with a bilateral trust model and referral tracking.
particlefuture/MCPDiscovery 🐍 ☁️ 🏠 🍎 🪟 - Automatically discover and configure MCP servers on your local machine.
portel-dev/ncp 📇 ☁️ 🏠 🍎 🪟 🐧 - Orchestrates all your MCP servers through tool discovery, reducing token overhead.
profullstack/mcp-server 📇 ☁️ 🏠 🍎 🪟 🐧 - Developer utilities: SEO optimization, document conversion, domain lookup, email validation, QR codes, weather data, social media posting and security scanning.
robhunter/agentdeals 📇 ☁️ - Search developer infrastructure deals, free tiers and startup programs, compare vendors, plan stacks and track pricing changes.
doteyeso-ops/mcp-server-vibes-coded 🐍 ☁️ - Tools for agent supply-chain security, scanner consensus and x402 reliability, plus access to Vibes-Coded's commerce catalog.
rupinder2/mcp-orchestrator 🐍 🏠 🍎 🪟 🐧 - Hub that aggregates tools from multiple MCP servers with unified BM25 and regex search and deferred loading.
Rendeverance/toolfunnel 📇 🏠 🍎 🪟 🐧 - Gateway that funnels multiple MCP servers through one endpoint, with live attach and detach, tool filtering and hiding, hot config reload and optional OAuth.
sF1nX/x402station 📇 ☁️ - Preflight checks for x402 payments: detect decoys, zombie endpoints, dead services and price traps before an agent pays, plus forensics and alternatives.
supertrained/rhumb 📇 ☁️ 🍎 🪟 🐧 - Tool intelligence over scored services: discover and compare providers, check AN Scores, execute with managed or own credentials, and track costs and failures.
sitbon/magg 🍎 🪟 🐧 ☁️ 🏠 🐍 - Meta-MCP server that lets LLMs discover, install and orchestrate multiple MCP servers to extend their own capabilities on demand.
smart-mcp-proxy/mcpproxy-go 🏎️ 🏠 🍎 🪟 🐧 - Local MCP proxy that routes multiple servers through one endpoint, with BM25 tool filtering, quarantine security, activity logging and a web UI.
sonnyflylock/voxie-ai-directory-mcp 📇 ☁️ - AI phone number directory: query Voxie AI personas and third-party AI services such as ChatGPT and get webchat links.
SureScaleAI/openai-gpt-image-mcp 📇 ☁️ - Image generation and editing with OpenAI's GPT image models.
sxhxliang/mcp-access-point 📇 ☁️ 🏠 🍎 🪟 🐧 - Turn a web service into an MCP server without code changes.
thebrierfox/the-stall 📇 ☁️ - Pay-per-call x402 data: equities, crypto/DeFi analytics, options chains, dealer GEX, macro data, congressional trades, prediction markets and SEC filings.
swaltersjrtest/microtap-mcp 📇 ☁️ - Pay-per-call x402 APIs: Polymarket and Kalshi prediction markets, DeFi and crypto data, on-chain reads across EVM chains, live weather and web search.
TheLunarCompany/lunar#mcpx 📇 🏠 ☁️ 🍎 🪟 🐧 - MCPX: open-source gateway for managing MCP servers at scale, centralizing tool discovery, access controls, call prioritization and usage tracking.
thinkchainai/mcpbundles - Create custom tool bundles, connect providers with OAuth or API keys, and use one MCP server across many integrations, with a UI for bundles and credentials.
mrfelfel/taghvim 📇 ☁️ - Deterministic date and time reasoning: arithmetic, DST-aware time zones, business days, public holidays, RFC 5545 recurrence and Gregorian/Persian conversion.
toadlyBroodle/satring 🐍 ☁️ 🍎 🪟 🐧 - Discover and compare L402 and x402 paid API services from satring.com, a curated Lightning and USDC API directory.
VeriTeknik/pluggedin-mcp-proxy 📇 🏠 - Proxy combining multiple MCP servers into one interface, with discovery and management of tools, prompts, resources and templates plus a debugging playground.
ViperJuice/mcp-gateway 🐍 🏠 🍎 🪟 🐧 - Meta-server that reduces Claude Code tool bloat via progressive disclosure, auto-starting Playwright and Context7 and provisioning MCP servers on demand.
WayStation-ai/mcp ☁️ 🍎 🪟 - Connect MCP hosts to apps such as Notion, Slack, Monday and Airtable.
wegotdocs/open-mcp 📇 🏠 🍎 🪟 🐧 - Turn a web API into an MCP server and add it to the open-source open-mcp.org registry.
whiteknightonhorse/APIbase 📇 ☁️ - API hub covering travel (Amadeus, Sabre), Polymarket prediction markets, crypto and weather, paid per call via x402 in USDC.
withoneai/mcp 🎖️ 📇 ☁️ - Search, document and execute authenticated API calls across apps such as Gmail, Slack, Stripe, Notion and GitHub through a few tools with constant context size.
Wolido/OpenAaaS 🐍 🏠 ☁️ 🍎 🪟 🐧 - Adapter to the OpenAaaS scientific agent network: submit tasks such as literature analysis or materials database queries to remote research agents.
rplryan/x402-discovery-mcp 🐍 ☁️ - Runtime discovery for x402-payable APIs: find and route to pay-per-call endpoints by capability, ranked by quality and trust score, plus a Python SDK and CLI.
x402-index/x402search-mcp 📇 ☁️ 🍎 🪟 🐧 - Search x402-enabled HTTP APIs by keyword, paid per search via x402 micropayments on Base.
ikoskela/wisepanel-mcp 📇 ☁️ 🍎 🪟 🐧 - Multi-agent deliberation across ChatGPT, Claude, Gemini and Perplexity, with dynamically generated roles that explore the question from divergent angles.
YangLiangwei/PersonalizationMCP 🐍 ☁️ 🏠 🍎 🪟 🐧 - Aggregate personal data from Steam, YouTube, Bilibili, Spotify, Reddit and other gaming, music, video and social platforms, with OAuth2 and token management.
Swarmwage/swarmwage 🎖️ 📇 ☁️ - Agent hiring protocol on x402: discover specialized agents, hire them in one call and settle in USDC on Base, with reputation and on-chain EIP-3009 receipts.
ertad-family/liquid 🐍 ☁️ 🏠 - Connect agents to any REST API on the fly: maps the API once, then fetches typed data deterministically without per-call LLM use. Self-hosted.
tsouth89/toolport 🦀 🏠 🍎 🪟 🐧 - Local gateway and manager for MCP servers shared across AI coding tools: set up and authenticate each server once, with lazy discovery and OS keychain storage.
skillselion/skillselion-mcp 📇 ☁️ - Search the Skillselion catalog of community-vetted Claude Code skills, MCP servers and marketplaces, ranked by installs and GitHub stars; load skills mid-task.
singhpratech/crimson-crab-mcp-template 🦀 🏠 🍎 🪟 🐧 - Rust template for an MCP server that queries Anthropic's Claude API via the crimson-crab SDK.
forcedreamai/forcedream-mcp 🎖️ 📇 ☁️ - Discover, invoke and verify agents on a paid marketplace: code generation, security scanning (OSV.dev, GitGuardian) and lead scoring, with signed results.
mcccsm/x402-list-mcp 📇 ☁️ - Find and vet x402 payment APIs in the x402-list directory: search and rank services, check uptime, health, per-endpoint prices and on-chain settlement volume.
activeing123/mcptoon 🐍 🏠 🍎 🪟 🐧 - Connect AI agents to MCP servers from one config synced across coding tools, served through one process with compact tool discovery and spec validation.
kaxiyu/aiagentmarket 📇 ☁️ - Labor marketplace protocol for AI agents with atomic escrow and weighted anti-Sybil reputation.

🚀 Aerospace & Astrodynamics

gregario/astronomy-oracle 📇 🏠 🍎 🪟 🐧 - Astronomical catalog data and observing session planning: OpenNGC deep-sky objects with visibility, rise/transit/set and alt/az calculations.
viventine-space/orbit-sentinel-mcp 🎖️ 🏎️ ☁️ 🍎 🪟 🐧 - Search FCC, ITU, UNOOSA and FAA space regulatory filings via Orbit Sentinel: semantic search, entity dossiers, spectrum holdings, launch licenses and alerts.

🤝 Agreements & Coordination

MCP servers for creating, coordinating, and executing agreements: commitments, escrow, and multi-party decision workflows across humans, agents, and organizations.

BrightbeamAI/chap 🎖️ 📇 🏠 🍎 🪟 🐧 - CHAP Coordinator for auditable human-agent collaboration: approvals, overrides, handoffs, escalations and hash-linked evidence.
CNSLabs/agreements-api-sdk 📇 ☁️ 🏠 - Define, validate, deploy and operate machine-readable agreements, with EIP-712 permit preparation, signed participant inputs, state reads and input history.
cogdepot/mcp-server 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Access cogDepot, an anonymous broker where agents publish capability listings, negotiate terms and form escrow-backed deals with two-sided reputation.
decision-anchor/mcp-server 📇 ☁️ - External anchoring layer that records AI agent accountability boundaries on both sides, without inspecting content or passing judgment.
elicitly/elicitly 🎖️ 📇 🏠 🍎 🪟 🐧 - Human-in-the-loop via MCP elicitation: native confirmation dialogs and typed forms from JSON schemas in the host, plus a check of supported features.
ianewsfr-a11y/ergonia 🎖️ 📇 ☁️ - Marketplace of verifiable tasks for AI agents: publish independently checkable tasks, submit work and build reputation, with actions in a hash-chained register.
Vladimir-Human/humanizer-ru 🏠 🪟 🍎 🐧 - Detect and normalize traces of machine generation in Russian text, without authorship verdicts.
humanforai/humanforai-mcp 🎖️ 📇 ☁️ - Hire human operators for tasks needing physical presence, perception or judgment: real-world verification, product testing, AI output review and errands.
gofrantic/frantic-mcp 📇 ☁️ - Public bounty board where AI agents claim funded bounties, deliver work and get paid in USDC on Base on acceptance, with a public receipt ledger.
lanekingsbery/open-task-relay-public 📇 ☁️ - Open Task Relay: bounded public-good tasks that AI agents can discover, complete, submit and independently verify.
TheRealDalaiLama/glyphdna-mcp 🐍 🏠 - Agent identity with self-held Ed25519 keys, verifiable multi-party meeting rooms with co-signed transcript receipts, and script provenance chains.
tribeunal/mcp-server 📇 ☁️ 🏠 - Community jury platform where humans and AI agents open cases, weigh evidence and vote together, with arbitration mode, verdict waiting and signed webhooks.
sttruji/mundane-mcp 🎖️ 🐍 ☁️ - Hire ID-verified people for errands, on-site photos, queue-sitting and in-person bookings, with escrow-backed offers, chat and proof-of-completion review.

♿ Accessibility

kinti/a11y-toolkit 🐍 🏠 - WCAG 2.2 accessibility tools: color contrast checks including text over images, EU accessibility declaration generation and an aria-live announcement monitor.
vince-gonzalez/opticquiz-mcp 📇 🏠 🍎 🪟 🐧 - Color-vision accessibility: check palettes and images for colorblind safety, generate safe palettes, simulate color blindness and create Ishihara-style plates.

🎨 Art & Culture

Access and explore art collections, cultural heritage, and museum databases. Enables AI models to search and analyze artistic and cultural content.

AceDataCloud/MCPFlux 🐍 ☁️ - Flux image generation and editing from Black Forest Labs via the Ace Data Cloud API.
musajala/musajala-mcp 📇 ☁️ - Collaborative Arabic poetry arena and Poetic Equity protocol connecting AI agents with human poets.
AceDataCloud/MCPNanoBanana 🐍 ☁️ - Nano Banana image generation and editing, including virtual try-on and product placement in realistic scenes.
AceDataCloud/MCPSeedream 🐍 ☁️ - ByteDance Seedream image generation and editing via the Ace Data Cloud API.
AIDataNordic/alexandria-mcp 🐍 ☁️ - Semantic search over classical philosophy and humanities works.
8enSmith/mcp-open-library 📇 ☁️ - Search for book information via the Open Library API.
fgbytes/sansfiction-mcp 📇 ☁️ - Search the SansFiction book catalog by title, author, series or ISBN and manage a personal reading library: status, progress, ratings, reviews and collections.
abhiemj/manim-mcp-server 🐍 🏠 🪟 🐧 - Generate animations locally using Manim.
austenstone/myinstants-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Soundboard with meme sounds from myinstants.com: search, play and browse categories.
ahujasid/blender-mcp 🐍 - Connect AI assistants to Blender.
albertnahas/icogenie-mcp 📇 ☁️ - Generate SVG icons from text descriptions with customizable styles.
alexzavialov/travel-art-mcp 📇 ☁️ - Art-tourism data: biennales (Venice, Whitney), art fairs (Art Basel, Frieze), major museum visitor guides and art trip recommendations.
aliafsahnoudeh/shahnameh-mcp-server 🐍 🏠 🍎 🪟 🐧 - Access the Shahnameh (Book of Kings), Ferdowsi's Persian epic poem, including sections, verses and explanations.
arikusi/nakkas 📇 🏠 🍎 🪟 🐧 - SVG art engine controlled through JSON config: CSS keyframe and SMIL animations, parametric curves, filters, gradients and PNG preview.
ArturLys/ao3-mcp 🐍 🏠 - Search Archive of Our Own (AO3) and delegate full-fic reading to Gemini, so recommendations draw on the actual text rather than the blurb.
asmith26/jupytercad-mcp 🐍 🏠 🍎 🪟 🐧 - Control JupyterCAD using natural language.
attalla1/photopea-mcp-server 📇 🏠 🍎 🪟 🐧 - Image editing through Photopea: documents, layers, text, shapes, filters, effects and export.
krupalghori44-dev/infyicon-mcp 📇 ☁️ - Search hand-drawn Infyicon icons in four matching styles and fetch SVG markup or PNG URLs.
quokkapix/quokkapix-mcp 📇 🏠 🍎 🪟 🐧 - Resize, compress, convert, remove backgrounds, strip metadata, watermark and export images locally through QuokkaPix, without uploading source images.
BluesPrince/thiri-mcp 📇 ☁️ 🏠 - Deterministic music theory: chord and Roman numeral analysis, voicing and reharmonization.
burningion/video-editing-mcp 🐍 - Add, analyze, search and generate video edits from your Video Jungle collection.
cantian-ai/bazi-mcp 📇 🏠 ☁️ 🍎 🪟 - Bazi (Chinese astrology) charting and analysis.
cfpramod/open-museum-mcp 📇 ☁️ 🍎 🪟 🐧 - License-verified search across The Met, Cleveland, AIC, Wikimedia Commons and Europeana, limited to CC0 and public-domain works, with citations.
forgemeshlabs/imagegen-mcp 📇 ☁️ - Image generation, background removal and 4x upscaling, paid per image via x402 in USDC on Base.
Cifero74/mcp-apple-music 🐍 🏠 🍎 - Apple Music integration: search the catalog, browse your library, manage playlists and get personalized recommendations.
codex-curator/studiomcphub 🐍 ☁️ - Creative AI tools: image generation, upscaling, background removal, product mockups, CMYK conversion, print-ready PDFs, SVG vectorization and watermarking.
ConstantineB6/comfy-pilot 🐍 🏠 - View, edit and run ComfyUI node-based image generation workflows, with an embedded terminal.
CreativeClawCo/creative-claw-marketplace ☁️ - Access media models such as Flux 2 Pro, Nano Banana Pro, GPT Image 2, Veo 3.1, Sora 2, Kling and ElevenLabs for image, video, speech, 3D and branded graphics.
cswkim/discogs-mcp-server 📇 ☁️ - Interact with the Discogs API.
clanker-records/crompton-network 📇 ☁️ 🍎 🪟 🐧 - Machine-native listening platform for C.W.A.'s album Straight Outta Crompton, letting AI agents listen to it.
DataCraftsmanAU/vineverse-mcp 📇 ☁️ 🍎 🪟 🐧 - The Bible as a knowledge graph of verses, people, places, topics and Hebrew lexemes: scripture search, interlinear lookup, cross references and genealogy.
delmas41/gradusnotation 📇 ☁️ 🍎 🪟 🐧 - Render music notation as SVG, MusicXML and MIDI from a JSON score, analyze MusicXML harmonically and search a music-theory knowledge base.
diivi/aseprite-mcp 🐍 🏠 - Create pixel art using the Aseprite API.
djalal/quran-mcp-server 📇 ☁️ - Interact with the Quran.com corpus via its REST API.
drakonkat/wizzy-mcp-tmdb 📇 ☁️ - Search and retrieve movie, TV show and person information from The Movie Database (TMDB) API.
fatenava/fatenava-mcp 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - Destiny charting: BaZi, Zi Wei Dou Shu and Western astrology natal charts, with true solar time correction and Chinese, English, Japanese and Korean input.
flamexnreal/davinci-resolve-ai-bridge-mcp 🐍 🏠 🍎 - Local bridge for DaVinci Resolve (Free and Studio): timeline inspection, zoom animation, color adjustments and duplicate-timeline review.
gavxm/ani-mcp 📇 🏠 - AniList integration with taste-aware recommendations, watch analytics, social tools and list management.
gchen19/AnkusDrive 🐍 🏠 🍎 🪟 🐧 - Drive a local FreeCAD from an agent: parametric CAD, TechDraw drawings with GD&T, CalculiX FEM, and CFD, thermal, EM and multiphysics simulation.
GenWaveLLC/svgmaker-mcp 📇 ☁️ - Generate and edit SVGs via natural language, with real-time updates and secure file handling.
gokimedia/tarot-mcp-server 📇 🏠 🍎 🪟 🐧 - Tarot meanings for all 78 cards, upright and reversed interpretations, love and career readings, yes-or-no answers, random draws and three-card spreads.
gupta-kush/spotify-mcp 🐍 ☁️ 🍎 🪟 🐧 - Spotify tools: smart shuffle, natural-language song search, vibe analysis, artist network mapping, taste evolution and playlist management.
hanshs474/kavel-mcp 📇 🏠 🍎 🪟 🐧 - Discover Kavel's AI photo and video generators (hairstyles, figurines, pet portraits, yearbook photos, dance videos, HD restoration) and get tuned prompts.
jau123/MeiGen-AI-Design-MCP 📇 ☁️ 🏠 - Image generation and editing with a curated prompt library, prompt enhancement and routing across local ComfyUI, MeiGen Cloud and OpenAI-compatible APIs.
j-east/pixel-surgeon-mcp 📇 🏠 🍎 🪟 🐧 - Image and video generation, editing and region repair via Gemini 3.1 Flash Image, GPT Image 2, Grok Imagine and Veo 3, with style presets.
khglynn/spotify-bulk-actions-mcp 🐍 ☁️ - Bulk Spotify operations: confidence-scored song matching, batch playlist creation from CSV or podcast lists, and exports of your most-saved artists and albums.
labelgrid/labelgrid-mcp 🎖️ 📇 ☁️ - Manage your LabelGrid music distribution catalog, releases, analytics and royalties.
leonardoca1/aesthetics-wiki-mcp 🐍 🏠 🍎 🪟 🐧 - Search, read and discover visual aesthetics such as cottagecore, dark academia, Y2K and goblincore from the Aesthetics Wiki.
memebo-at/memeboat-mcp 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Create memes from memebo.at templates: search the catalog, caption a template and get a shareable meme link.
mikechao/metmuseum-mcp 📇 ☁️ - Search and display artworks via the Metropolitan Museum of Art Collection API.
mikan-atomoki/text-to-model 🐍 🏠 🪟 🍎 - Turn natural language into 3D models in Fusion 360, with CAD tools for sketches, extrudes, fillets and JIS standard parts.
molanojustin/smithsonian-mcp 🐍 ☁️ - Access the Smithsonian Institution's Open Access collections.
noteboxd/mcp 📇 ☁️ 🏠 - Query the Noteboxd fragrance encyclopedia for perfumes, notes, accords, brands, perfumers, reviews and charts.
joshseane/-nmlp-mcp 📇 ☁️ - First-edition book identification using points of issue, number-line decoding and publisher rules, plus New Mexico book-donation logistics.
ni-c/calibreweb-mcp 📇 🏠 - Read-only access to a self-hosted Calibre-Web or Calibre-Web Automated ebook library via OPDS: search, shelves, covers and per-format download links.
OctoEverywhere/mcp #️⃣ ☁️ - 3D printer access: live printer state, webcam snapshots and printer control.
omni-mcp/isaac-sim-mcp 📇 ☁️ - Natural-language control of NVIDIA Isaac Sim, Isaac Lab, OpenUSD and more, via a server and an extension.
Pantani/ableton-mind 📇 🏠 🍎 🪟 - Control Ableton Live through a local Remote Script bridge: inspect sets, create tracks, scenes and clips, load devices, apply music recipes and verify changes.
Pantani/tdmcp 📇 🏠 🍎 🪟 - Describe a visual to build a playable TouchDesigner network: audio-reactive, generative, particle, 3D and feedback systems with live knobs and MIDI/OSC/DMX.
PatrickPalmer/MayaMCP 🐍 🏠 - Connect AI assistants to Autodesk Maya.
pzfreo/build123d-mcp 🐍 🏠 🍎 🪟 🐧 - Create, inspect and iterate on 3D geometry with build123d parametric CAD: render PNG/SVG views, measure geometry and export STEP/STL.
Psalmustrack/lambdacad-mcp 🐍 🏠 🐧 - Drive BricsCAD on Linux via an AutoLISP bridge: 2D drafting with dimensions and hatches, 3D solids with booleans, generated drawing views and PDF export.
doctorm333/promptpilot-mcp-server 📇 ☁️ - Generate images, video and audio with models such as Flux, GPT-Image-1, Imagen 4, Grok, Seedance and ElevenLabs, with prompt presets and batch generation.
r-huijts/oorlogsbronnen-mcp 📇 ☁️ - Access historical WWII records, photographs and documents from the Netherlands (1940-1945) via the Oorlogsbronnen (War Sources) API.
r-huijts/rijksmuseum-mcp 📇 ☁️ - Search artworks and get details and collections via the Rijksmuseum API.
raveenb/fal-mcp-server 🐍 ☁️ - Generate images, videos and music with Fal.ai models such as FLUX, Stable Diffusion and MusicGen.
rekordcloud/sonovault-mcp 📇 ☁️ 🍎 🪟 🐧 - Music metadata search over tracks, artists, labels and releases: genres, release dates, ISRC/ISWC codes and IDs for Spotify, Apple Music, Discogs and more.
rosasynthesiz/flstudio-mcp 🐍 🏠 🪟 - Control FL Studio: in-DAW mixing (gain staging, EQ, compression, reverb, reference matching), routing and composition.
runcomfy-com/runcomfy-mcp 🎖️ 🐍 ☁️ - Manage RunComfy ComfyUI serverless deployments, hosted model inference and LoRA training jobs.
samuelgursky/davinci-resolve-mcp 🐍 - DaVinci Resolve integration for video editing, color grading, media management and project control.
sharafutdinovdi/revit-model-mcp 🐍 #️⃣ 🏠 🪟 - Read a live Autodesk Revit model (elements, parameters, views, warnings, PNG exports); model changes are opt-in, with dry runs and post-commit verification.
shunshi-ai/bazi-reader-mcp 📇 🏠 🍎 🪟 🐧 - Bazi (Four Pillars) charting with true solar time correction and output in Chinese, English, Japanese and Korean.
smeet666/mcp-lrclib 📇 ☁️ 🍎 🪟 🐧 - Search tracks on LRCLIB and read their lyrics, including time-synced LRC lines, with compact search results.
smeet666/mcp-imslp 📇 ☁️ - Read IMSLP, the Petrucci Music Library: search works and composers, view catalogue numbers, key and instrumentation, and browse editions with copyright status.
slshults/shakespeare-monologues-mcp 📇 ☁️ - Search Shakespeare monologues by character, play or first line, and fetch full text, modern-English paraphrases and scene or play summaries.
smeet666/mcp-books 📇 ☁️ - Search the Internet Archive, the Library of Congress and the Bibliothèque nationale de France at once, across catalogues and inside scanned text.
speedwarnsf/scenef-mcp 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Read-only showtimes for California and Hawaii theaters, from repertory houses and 35mm/70mm screenings to chains, verified against each theater's calendar.
tasopen/mcp-alphabanana 📇 🏠 🍎 🪟 🐧 - Generate image assets with Google Gemini (Nano Banana 2 and Pro): transparent PNG/WebP, exact resizing and cropping, reference images and Search grounding.
TOBYCAI/image-mcp 🐍 🏠 🍎 🪟 🐧 - Offline image processing: resize, crop, convert, compress, rotate, flip, thumbnails, watermarks, effects, placeholders and overlays.
TwelveTake-Studios/reaper-mcp 🐍 🏠 🍎 🪟 🐧 - Control the REAPER DAW for mixing, mastering, MIDI composition and music production.
UModeler/picoberry-mcp 🎖️ 📇 ☁️ - Generate 3D models and images from text or reference images, then remesh, retexture, auto-rig, animate and export GLB/FBX/OBJ via the PicoBerry API.
vicseeai/vicsee-mcp-server 📇 ☁️ - Generate, edit and upscale AI video and images (Seedance, Veo, Kling, FLUX, Nano Banana) via VicSee.
wretcher207/reaper-daemon 🐍 🏠 🍎 🪟 🐧 - Drive the REAPER DAW over a local file bridge: read plugins and parameters, set FX values, write automation and measure mix changes, all inside undo blocks.
XavierFabregat/spotify-mcp 📇 🏠 🍎 🪟 🐧 - Conversational Spotify control: play by description and manage the queue, devices, playlists and library, with a guided setup wizard.
yonlandwu/chinese-almanac-mcp 📇 🏠 🍎 🪟 🐧 - Chinese almanac (Tung Shing): daily readings, hour-pillar luck ratings, NASA JPL-based solar terms, auspicious dates, zodiac horoscopes and lucky hours.
yuluo688/gen-image-mcp 📇 🏠 🍎 🪟 🐧 - Generate and edit images via your own OpenAI-compatible or Gemini image APIs and save them into the project directory, with optional model fallback.
yuna0x0/anilist-mcp 📇 ☁️ - Anime and manga information from the AniList API.
smeet666/mcp-bideetmusique 📇 ☁️ 🍎 🪟 🐧 - Search Bide & Musique's hand-catalogued collection of forgotten French songs by performer, title, writer, lyrics, label or year, and read full records.

📐 Architecture & Design

Design and visualize software architecture, system diagrams, and technical documentation. Enables AI models to generate professional diagrams and architectural documentation.

aidc2026ai-melon/aidc-ai-mcp 🎖️ 📇 ☁️ - Deterministic AI data-center design for Korea (NVIDIA Rubin era, 22.9 kV intake): rack count, PUE, total MVA, cooling split, CDU planning, cost and timeline.
ant-dev-lab/nightmarquee-mcp 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Art-directed website prompts as slash commands for hero sections, landing pages, SaaS, portfolios, e-commerce and 3D/WebGL scenes, each with a live demo.
awdr74100/figwright 📇 🏠 🍎 🪟 🐧 - Bidirectional Figma bridge: turn selections into framework-aware code reusing your components and tokens, or create frames, text, styles, variables and screens.
bobaba99/motionlint 📇 🏠 🍎 🪟 🐧 - Lint web animations with deterministic checks on the live page (duration, easing, stagger, exits, reduced motion, hover) plus optional vision-LLM UX review.
builditwithgk/repo-cartographer 📇 🏠 🍎 🪟 🐧 - Turn a repo into Mermaid or Graphviz architecture diagrams from its file tree, import graph and entry points; also enforces architecture rules in CI.
BV-Venky/excalidraw-architect-mcp 🐍 🏠 🍎 🪟 🐧 - Generate Excalidraw architecture diagrams with auto-layout, technology-aware component styling (databases, queues, caches) and stateful editing.
cisco-open/network-sketcher 🐍 🏠 🍎 🪟 🐧 - Local-first network design: create Cisco-style network master files, L1/L2/L3 topology diagrams, HTML viewers, device tables and AI context files.
Daksh-create349/Contradiction-MCP 📇 🏠 ☁️ 🍎 🪟 🐧 - Detect contradictions and architectural drift in Kubernetes manifests, READMEs, OpenAPI specs and Word docs, with deterministic scoring and resolution advice.
ejwhite7/brandkit-mcp 📇 🏠 🍎 🪟 🐧 - Expose a company's design system (colors, typography, logos, components, guidelines, CSS tokens) to AI tools, parsed from CSS, Markdown, PDF, SVG and fonts.
erajasekar/ai-diagram-maker-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - AI Diagram Maker: generate flowcharts, sequence diagrams, ERDs, architecture, UML and mind maps from text, code, ASCII, images or Mermaid, rendered inline.
flowzap-xyz/flowzap-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Create workflow, sequence and architecture diagrams with the FlowZap Code DSL, with validation, playground links, syntax docs, export, diffing and patching.
GittyBurstein/mermaid-mcp-server 🐍 ☁️ - Turn local projects or GitHub repositories into Mermaid diagrams rendered via Kroki.
HalidSaglam/saglitzdesign-mcp 📇 🏠 🍎 🪟 🐧 - Offline UI/UX design and marketing guidance for web, iOS, Android and macOS, plus generators for design tokens, color systems, type scales and WCAG checks.
imgly/codesign 📇 🏠 🍎 🐧 - Local design engine: create, edit and export branded social posts, flyers, decks and business cards, with print-ready PDFs and InDesign, PSD and PDF import.
jgsystemsconsulting/jgs-magic-sysmlv1-mcp 🐍 🏠 🍎 🪟 🐧 - Bridge to live SysML v1 models in CATIA Magic: query, audit, trace and edit blocks, requirements, allocations and diagrams over a local, air-gapped connection.
karyaboyraz/mockit-mcp 📇 🏠 🍎 🪟 🐧 - Generate iOS UI mockups as PNG and HTML from a text prompt, using Claude and a headless Playwright renderer.
KasayoDotCom/identityforge-mcp 📇 🏠 🍎 🪟 🐧 - Design kits and brand workflows: browse and apply design systems, create shareable brand projects, and research names, domains and EUIPO trademarks.
Kentucky-ai/opentakeoff 📇 🏠 🍎 🪟 🐧 - Construction plan takeoff: load plan PDFs, read title blocks, set drawing scale, trace rooms and export quantities like square footage and linear feet.
Narasimhaponnada/mermaid-mcp 📇 ☁️ 🍎 🪟 🐧 - Mermaid diagram generation (flowcharts, sequence, class, ER, architecture and state diagrams) with templates, layout engines and SVG/PNG/PDF export.
ng-galien/maket 📇 🏠 🍎 🪟 🐧 - Local-first design workspace: compose wireframes and branded multi-page HTML/CSS docs with live preview, brand and asset libraries, validation and PDF export.
odd-Innocent/den_archi_mcp 🎖️ 🐍 ☁️ - Korean architecture, engineering and construction knowledge: KDS, KCS and KS standards, statutes and expertise in one graph, with answers citing clauses.
posecode-dev/posecode 📇 🏠 🍎 🪟 🐧 - Text language for human movement that LLMs can write, rendered as an anatomically constrained 3D human figure in the browser.
rdanieli/tentra-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Describe systems in natural language to get interactive architecture diagrams, export to frameworks like Spring Boot, FastAPI and Terraform, and detect drift.
RedHold/diagrams-mcp-app-core 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Generate and edit draw.io cloud architecture diagrams from prompts, Terraform or Kubernetes manifests, fix Well-Architected warnings and export to SVG.
RNVizion/rnv-color-mcp 🐍 ☁️ - Mix colors (including Kubelka-Munk paint physics), convert formats, generate harmonies and save named palettes, resolving hex, CSS and brand color names.
Roberton003/mcp-server-decisions 🐍 🏠 🍎 🪟 🐧 - Architectural decision tracking with testable predictions and outcome gates, stored in append-only JSONL.
tomyangod/architecture_viewer 📇 🏠 🍎 🪟 🐧 - Local architecture gate and CLI that diffs AI edits against git HEAD to detect new cross-layer dependencies and structural changes.
uxloom-dev/uxloom 📇 🏠 🍎 🪟 🐧 - UI/UX validation: model user journeys as state machines, find missing states, contrast and touch-target issues, and verify code against the design contract.
yenchieh/diagramzu-mcp 📇 ☁️ - Create Mermaid diagrams in a shared workspace, with version history, comments, embedding, presentation decks and diagram linting.

Biology, Medicine and Bioinformatics

ajibadedapo/flowproof-mcp 🐍 🏠 ☁️ - Run reproducible Nextflow bioinformatics pipelines with verifiable Workflow Run RO-Crate provenance: container digests, tool versions and checksums.
ammawla/encode-toolkit 🐧 - Search, download, track and analyze functional genomics experiments from the ENCODE Project.
cafferychen777/ChatSpatial 🐍 🏠 - Spatial transcriptomics analysis: cell annotation, deconvolution, spatial statistics and visualization.
Crindo2/gph-mcp-server 📇 ☁️ - Match US medical practices with healthcare service vendors for billing, credentialing, EHR, compliance and legal.
davidmosiah/google-health-mcp 📇 🏠 ☁️ 🍎 🪟 🐧 - Local-first access to the Google Health API for Fitbit and Pixel Watch activity, sleep, heart, nutrition and reconciled health data.
davidmosiah/wellness-cgm-mcp 📇 🏠 ☁️ 🍎 🪟 🐧 - Local-first continuous glucose monitor data from the Dexcom Developer API and FreeStyle Libre via LibreLink Up.
davidmosiah/wellness-nourish 📇 🏠 🍎 🪟 🐧 - Nutrition and hydration tracking: food search, barcode lookup, meal estimation, intake logs and daily summaries.
dnaerys/onekgpd-mcp ☕ ☁️ 🍎 🪟 🐧 - Real-time access to the 1000 Genomes Project dataset.
ericblair1903/nutrients-mcp 📇 ☁️ 🍎 🪟 🐧 - Nutrition analysis from a food photo or text description: calories, macros, vitamins, minerals, allergens and dietary flags.
forever-healthy/evipedia-mcp 📇 ☁️ 🍎 🪟 🐧 - Search Evipedia's evidence-based reviews of health and longevity interventions, fetch conclusions and metadata with PMIDs, and suggest new interventions.
fulcradynamics/fulcra-context-mcp 🐍 ☁️ - Access personal health and biometric data (sleep stages, heart rate, HRV, glucose, workouts), calendar and location via the Fulcra Life API.
genomoncology/biomcp 🐍 ☁️ - Access biomedical research data from PubMed, ClinicalTrials.gov and MyVariant.info.
healthchainai/HealthChain 🐍 🏠 - Typed FHIR tools: build, read, validate and code FHIR resources from a patient bundle, with terminology lookup and machine-readable validation reports.
helena-bioinformatics/noodle-mcp 🐍 ☁️ - Read-only biomedical literature search over a PubMed-derived corpus by natural language or PMID/DOI/PMCID, with citation and semantic graph traversal.
hlydecker/ucsc-genome-mcp 🐍 ☁️ - Interact with the UCSC Genome Browser API to find genomes, chromosomes and more.
JamesANZ/medical-mcp 📇 🏠 - Query medical information, drug databases, drug interactions and clinical guidelines.
JaviMaligno/vitamind-mcp 📇 ☁️ - Estimate solar vitamin D synthesis: whether it happens now, minutes needed by Fitzpatrick skin type and viable months by latitude, using Open-Meteo UV data.
kushaim/practice-fusion-mcp 📇 🏠 - Read-only FHIR access to the Practice Fusion EHR: search patients and review appointments, conditions, medications and lab results.
mgnirck/lecka-mcp 📇 ☁️ - Race nutrition planning for endurance athletes: carb, sodium and fluid targets plus Lecka product recommendations by race type, conditions and weight.
MyMedi-AI/mymedi-ai-mcp-server 📇 ☁️ - Healthcare billing: ICD-10, CPT and HCPCS code lookup, prior authorization prediction, claims validation, denial-risk scoring and HIPAA compliance auditing.
SEOSiri-Official/biorobotics 🐍 🏠 🍎 🪟 🐧 - Bio-robotics engine that converts biological data from the UniProt API into Cartesian G-code coordinates.
salwks/mcp-techTrend 🐍 🏠 - Academic, code and medical-regulatory trend monitoring across arXiv, PubMed, GitHub, Hugging Face and openFDA, with newspaper-style briefings.
NyxToolsDev/dicom-hl7-mcp-server 🐍 🏠 - Bridge DICOM, HL7v2 and FHIR: cross-standard mapping, Mirth Connect channel generation, vendor private tag decoding and integration patterns.
longevity-genie/biothings-mcp 🐍 🏠 ☁️ - Query the BioThings API for genes, genetic variants, drugs and taxonomic information.
longevity-genie/gget-mcp 🐍 🏠 ☁️ - Bioinformatics toolkit for genomics queries and analysis, wrapping the gget library.
longevity-genie/opengenes-mcp 🎖️ 🐍 🏠 ☁️ - Query the OpenGenes database for aging and longevity research.
longevity-genie/synergy-age-mcp 🎖️ 🐍 🏠 ☁️ - Query the SynergyAge database of synergistic and antagonistic genetic interactions in longevity.
musharna/plant-genomics-mcp 🐍 🏠 🍎 🪟 🐧 - Plant genomics locus lookup across Ensembl Plants, Phytozome, UniProtKB, KEGG, STRING-DB, NCBI BLAST and more, with batch and cross-source queries.
neptun2000/heor-agent-mcp 📇 ☁️ - Health economics and outcomes research: literature search across PubMed, NICE, CADTH, ICER and more, cost-effectiveness modeling and HTA dossier preparation.
OHNLP/omop_mcp 🐍 🏠 ☁️ - Map clinical terminology to OMOP concepts using LLMs for healthcare data standardization and interoperability.
PantelisGeorgiadis/dicomweb-mcp-server 📇 ☁️ 🏠 - Access a DICOMweb archive: search studies, series and instances, inspect metadata, read structured reports, extract PDF text and render frames.
tatsuju/opdstar-nhi-mcp 📇 ☁️ - Taiwan National Health Insurance (NHI) data: rejection codes, ICD-10 to procedure mappings, audit indicators and semantic search over NHI documentation.
pkotecha-eng/aria-mcp-server 🐍 - Clinical research tools for trial coordinators and life sciences teams: real-time access to PubMed and ClinicalTrials.gov.
pubspro/pubmed-search 📇 ☁️ - Search PubMed and summarize biomedical literature.
Rajskij/oura-mcp 📇 ☁️ 🏠 - Read-only, self-hosted access to Oura Ring sleep, readiness, activity, stress and heart rate data.
SidneyBissoli/medical-terminologies-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Look up medical terminologies: ICD-11, LOINC, RxNorm, MeSH, ATC, Brazil's CID-10 (DataSUS) and optionally SNOMED CT.
sikcapri/superglookoquery 📇 🏠 ☁️ 🍎 🪟 - Clinical audit of Glooko diabetes data from any pump or CGM: time in range, GMI, trends and bolus/basal analysis, adapting to the data your devices report.
smaniches/alphafold-sovereign-mcp 🐍 🏠 ☁️ 🍎 🪟 🐧 - AlphaFold DB and other public biomedical sources in a local SQLite knowledge graph for structure confidence, variants, diseases, drug targets and orthology.
smaniches/uniprot-mcp 🐍 🏠 ☁️ 🍎 🪟 🐧 - Query the UniProt knowledgebase (entries, features, variants, PTMs, GO terms, cross-references) with per-query SHA-256 provenance and offline replay.
the-momentum/apple-health-mcp-server 🐍 🏠 🍎 🪟 🐧 - Access and analyze exported Apple Health data.
the-momentum/fhir-mcp-server 🐍 🏠 ☁️ - Connect to FHIR servers, for example to query patient history in natural language.
thehealthai/clarity-mcp 📇 ☁️ - Condition-aware safety checks for ingredients, products and supplements, with cited evidence verdicts, claim fact-checking and FDA recall lookup.
thehealthai/fda-risk-radar-mcp 📇 ☁️ - FDA and NHTSA regulatory risk data: device compliance risk, 510(k) evidence, predicate chains, postmarket signals, reimbursement pathways and vehicle safety.
thelongevityvault/decoder-3am-mcp 📇 ☁️ - Classify the likely biological cause of 3am wakeups from symptom descriptions using The Longevity Vault's five-cause framework.
wso2/fhir-mcp-server 🐍 🏠 ☁️ - Search, retrieve, create, update and analyze clinical data via FHIR APIs, with SMART-on-FHIR authentication.
wjgoarxiv/pymol-mcp 🐍 🏠 🍎 🪟 🐧 - Headless PyMOL for molecular visualization, GROMACS/LAMMPS trajectories and clathrate-hydrate cage analysis, including H-bond networks and order parameters.

📂 Browser Automation

Web content access and automation capabilities. Enables searching, scraping, and processing web content in AI-friendly formats.

34892002/bilibili-mcp-js 📇 🏠 - Search Bilibili content, with LangChain integration examples.
achiya-automation/safari-mcp 📇 🏠 🍎 - Native Safari browser automation without a Chrome dependency.
acunningham-ship-it/veilbrowser 📇 🐍 🏠 - Stealth automation of unmodified Chrome over raw CDP, using accessibility-tree element refs; can attach to a running Chrome to reuse logged-in sessions.
aethynio/aethyn-browser-mcp 📇 🏠 - Drive a local Playwright browser through residential proxies with a chosen exit country or city and a sticky identity per task.
agent-infra/mcp-server-browser 📇 🏠 - Browser automation using Puppeteer, supporting local and remote browser connections.
Agent360dk/browser-mcp 📇 🏠 - Control your real, logged-in Chrome browser via an extension, with multiple concurrent color-coded sessions.
AishwaryShrivastav/vibe-testing 📇 🏠 🍎 🪟 🐧 - Code-aware browser testing that reads routes, forms and existing tests, runs Playwright scenarios, and keeps regression history and screenshot reports.
alex-on-ai/WebReaper #️⃣ 🏠 🍎 🪟 🐧 - Web scraper that returns clean Markdown, distributed as a single binary.
parastejpal987-cmyk/opticparse-public 🐍 🏠 ☁️ 🍎 🪟 🐧 - Visual, multimodal web scraping without CSS selectors, plus phishing and crypto drainer detection.
ami-guru/x402-scraper-engine 📇 ☁️ - Web scraping, Llama 3 digests and Twitter intelligence, paid per call in USDC via x402 on Base.
andresolbach/nodriver-mcp-server 🐍 🏠 🍎 🪟 🐧 - Undetected Chrome automation via nodriver for anti-bot protected sites: accessibility snapshots, input automation, network inspection and persistent sessions.
aparajithn/agent-scraper-mcp 🐍 ☁️ - Web scraping: clean content extraction, CSS-selector scraping, Playwright screenshots, link and metadata extraction, and Google search.
apireno/DOMShell 📇 🏠 - Browse the web with filesystem commands (ls, cd, grep, click) by mapping Chrome's accessibility tree to a virtual filesystem via an extension.
auspy/supasidebar-mcp 📇 🏠 🍎 - Access and organize open tabs, bookmarks and recent links across macOS browsers via the SupaSidebar app.
automatalabs/mcp-server-playwright 🐍 - Browser automation using Playwright.
BB-fat/browser-use-rs 🦀 - Lightweight browser automation with zero dependencies.
bch1212/agentfetch-mcp 🐍 ☁️ 🏠 🍎 🪟 🐧 - Token-budgeted web fetching that routes between Trafilatura, Jina Reader, Firecrawl and pypdf by URL, with token estimates, caching and truncation.
bgaze/snapstack-server 📇 🏠 🍎 🪟 🐧 - One-click browser-tab screenshots, captured by a companion extension and served locally to the model on demand.
bighippoman/intercept-mcp 📇 🏠 - Fetch web content as clean Markdown through a multi-tier fallback chain, handling tweets, YouTube, arXiv, PDFs and regular pages.
autokeren/ghostfox 🦀 🏠 🍎 🪟 🐧 - Self-hosted stealth browser built on a Firefox fork with fingerprint spoofing, shadow-DOM-aware page reading, login state detection and evidence recording.
blackwhite084/playwright-plus-python-mcp 🐍 - Browser automation using Playwright, tailored for LLMs.
browserless/browserless-mcp 🎖️ ☁️ - Headless browser automation and web scraping via the Browserless smart scraper API.
browsermcp/mcp 📇 🏠 - Automate your local Chrome browser.
brutalzinn/simple-mcp-selenium 📇 🏠 - Control browsers with Selenium using natural language, for testing, automation and multi-user scenarios.
co-browser/browser-use-mcp-server 🐍 - Browser automation with browser-use, including a Dockerfile to run Chromium in Docker with a VNC server.
corbinvachal48/agentrender-mcp 🐍 ☁️ - Convert URLs into screenshots, PDFs or structured extracts.
corralimited/snapdiff-mcp 📇 ☁️ 🏠 - Intent-aware visual verification: declare what a UI change should affect, then diff the page against a baseline and flag changes outside that scope.
Ceki-me/mcp-server 📇 ☁️ - Rent residential Chrome browsers run by real people, with real fingerprints and residential IPs.
Cubenest/rrweb-stack 📇 🏠 - Record your authenticated browser session (rrweb DOM, console, network) to local SQLite with PII masking, so coding agents can query it or drive the browser.
Custodia-Admin/pagebolt-mcp 📇 ☁️ - Generate screenshots, PDFs, OG images and narrated video recordings.
dashi96/chromium-bridge 📇 🏠 🍎 🪟 🐧 - Control Chromium-based browsers such as Arc, Vivaldi and Brave via an extension: navigate, click, read pages, run JavaScript and record GIFs.
dmytrome/groundhog 🐍 🏠 🍎 🪟 🐧 - Web search, reading and research through stealth-patched Chrome: strips hidden text, ranks passages across sources and returns SHA-256 provenance receipts.
eat-pray-ai/yutu 🏎️ 🏠 🍎 🐧 🪟 - Automate YouTube operations, also available as a CLI.
executeautomation/playwright-mcp-server 📇 - Browser automation and web scraping using Playwright.
eyalzh/browser-control-mcp 📇 🏠 - Control the user's Firefox browser via a companion extension.
feedthrough/feedthrough 📇 🏠 🍎 🪟 🐧 - In-page debug bridge for web apps: read the DOM, console logs and network requests and interact with the page, in any browser or Cypress/Playwright run.
firecrawl/firecrawl-mcp-server 🎖️ 📇 ☁️ 🏠 - Firecrawl web scraping: search, scrape, crawl, map and extract structured data, with live browser interaction and website change monitoring.
fradser/mcp-server-apple-reminders 📇 🏠 🍎 - Interact with Apple Reminders on macOS.
freema/firefox-devtools-mcp 📇 🏠 - Firefox automation via WebDriver BiDi: snapshot-based interactions, network monitoring, console capture and screenshots for testing and scraping.
frsorrentino/chrome-bridge 📇 🏠 🍎 🪟 🐧 - Drive your logged-in Chrome via an extension: compact element refs, visual regression, accessibility, SEO and security audits, and network mocking.
mi60dev/visionaire-engine 📇 🏠 🍎 🪟 🐧 - Design debugging in Chrome: which CSS rule wins (with file and line), its blast radius, scoped fix selectors, live fix trials and WCAG contrast audits.
SanggonBoy/PyreCrawl 🐍 🏠 🍎 🪟 🐧 - Self-hosted web scraping: scrape, extract, crawl, map, search, academic papers, research and monitoring, with a tiered fallback including Cloudflare bypass.
segentic-lab/periscope-mcp 🐍 🏠 - Website testing with Playwright: assertions, auto form-fill, persistent logins, network mocking, and accessibility, SEO, GEO and Lighthouse audits.
sh6drack/zen-mcp 📇 🏠 - Zen Browser automation via WebDriver BiDi: navigation, form filling, screenshots and JavaScript evaluation.
hanzili/comet-mcp 📇 🏠 🍎 - Connect to the Perplexity Comet browser for agentic browsing, deep research and real-time task monitoring.
hshintelligence/agent-scrape 📇 ☁️ - Pay-per-call web scraping via x402 on Base, with structured extraction, screenshots, metadata, browser sessions and workflows.
hunglp97/tabpilot-mcp 🐍 🏠 🍎 🪟 🐧 - Drive your open, logged-in Chrome with token-budgeted page reading, complex SPA form and survey handling, and headless Ubuntu support.
LarryWalkerDEV/mcp-immostage 📇 ☁️ - Virtual staging for real estate: stage empty rooms, turn floor plans into 3D renders, classify room images, write property descriptions and suggest styles.
LeonTing1010/tap 📇 🏠 🍎 🪟 🐧 - Compile browser automation into deterministic plans that run in your logged-in Chrome without runtime LLM calls, detecting drift when sites change.
lespaceman/agent-web-interface 📇 🏠 🍎 🪟 🐧 - Token-efficient browser automation: semantic page snapshots and stable element IDs instead of raw DOM or screenshots, driving Chrome over CDP.
markmircea/Selenix-MCP-Server 📇 🏠 🍎 🪟 🐧 - Create, run, debug and manage Selenix browser automation tests through natural language.
ilien-dev/svipall 🦀 🏠 🍎 🪟 🐧 - Local-first web reading escalating from HTTP to a real browser when blocked: clean Markdown, site crawls, search, row extraction and local CAPTCHA handling.
imprvhub/mcp-browser-agent 📇 🏠 - Autonomous browser automation.
kimtaeyoon83/mcp-server-youtube-transcript 📇 ☁️ - Fetch YouTube subtitles and transcripts for AI analysis.
samson-art/transcriptor-mcp 📇 ☁️ - Get transcripts and metadata for summarization and content analysis.
kimtth/mcp-aoai-web-browsing 🐍 🏠 - Minimal MCP server and client implementation using Azure OpenAI and Playwright.
junipr-labs/mcp-server 📇 ☁️ - Web intelligence API: screenshots, PDF generation, page metadata and specialized extractors for news, social media, search results, prices and more.
lightpanda-io/browser 🏠 🍎 🐧 - Headless browser for AI and web automation with a built-in MCP server.
LvcidPsyche/auto-browser 🐍 🏠 🐧 🍎 🪟 - Browser agent with human takeover via noVNC, reusable auth profiles, approval and audit controls, and isolated Docker sessions.
Lyosis/claudeForSafari 📇 🏠 🍎 - Control Safari via a web extension: navigate, read pages, click elements, fill forms and manage tabs, without Playwright or WebDriver.
lyrenth/lyrenth-mcp 📇 🏠 - Read any URL as a clean AIDocument (Markdown plus structure) through Lyrenth's cached index.
maccydee/cute-web-scraper 🐍 🏠 🍎 🪟 🐧 - Web scraping with escalating fetch tiers on detected blocks, returning clean Markdown or saving large scrapes to SQLite for read-only SQL queries.
MathiasPaulenko/wavexis-mcp 🐍 🏠 🍎 🪟 🐧 - Browser automation for your existing Chrome or Firefox via CDP and BiDi, with stealth mode, Lighthouse audits, YAML action batching and raw protocol access.
microsoft/playwright-mcp - Playwright browser automation: interact with web pages through structured accessibility snapshots.
Mingye-Lu/AgenticCrawler 🦀 🏠 🍎 🪟 🐧 - Autonomous, goal-driven LLM web crawler with stealth browsing, distributed as a single binary.
ndthanhdev/mcp-browser-kit 📇 🏠 - Interact with your local browsers.
nnemirovsky/iwdp-mcp 🏎️ 🏠 🍎 🐧 - iOS Safari debugging via ios-webkit-debug-proxy with WebKit Inspector Protocol support: DOM, CSS, network, storage, debugger and more.
olostep/olostep-mcp-server 📇 ☁️ - Web scraping, crawling and search API: extract content as Markdown or JSON, batch-process URLs and get answers with citations.
ofershap/real-browser-mcp 📇 🏠 - Control the user's real Chrome browser via an extension, reusing existing sessions, logins and cookies.
Pantheon-Security/chrome-mcp-secure 📇 🏠 🍎 🪟 🐧 - Security-hardened Chrome automation and logins with post-quantum encryption, a credential vault, memory scrubbing and audit logging.
PhungXuanAnh/selenium-mcp-server 🐍 🏠 🍎 🪟 🐧 - Web automation through Selenium WebDriver.
paipaipai666/nexus-browser-mcp 🐍 🏠 🪟 🍎 🐧 - Accessibility-tree browser automation with deterministic snapshots, human approval gates, redacted audit logs and console, network and Web Vitals monitoring.
pskill9/web-search 📇 🏠 - Web search using Google search results.
protostatis/unbrowser 🦀 🏠 🍎 🪟 🐧 - Lightweight native browser that runs JavaScript, follows links, fills forms, manages cookies and returns low-token BlockMaps, without Chrome.
prufa-dev/prufa-mcp 🐍 ☁️ - Real-browser QA audits of a URL: broken signup, login and checkout flows, console errors, missing analytics, security headers, tap targets and accessibility.
KuvopLLC/purroxy2 📇 🏠 🍎 🪟 🐧 - Record actions on any website and replay them in headless Playwright, with encrypted credentials and AI-based selector healing.
RapierCraft/alterlab-mcp-server 📇 ☁️ - Web scraping, structured data extraction and screenshots with JavaScript rendering, residential proxy rotation and automatic retries.
realwigu/mcp-doctor 📇 🏠 🍎 🪟 🐧 - Diagnostics for MCP servers: discover client configs, test connections, audit security issues and benchmark latency.
reeinharddd/snapmcp 📇 🏠 🍎 🪟 🐧 - Render terminal output, syntax-highlighted code, web pages, Markdown, HTML and git diffs as PNG, JPEG, PDF or GIF locally via Playwright.
recursechat/mcp-server-apple-shortcuts 📇 🏠 🍎 - Integration with Apple Shortcuts.
Retio-ai/pagemap 🐍 🏠 - Compress web page HTML into compact structured maps that preserve actionable elements, so agents can read and interact with pages using fewer tokens.
ScrapeUnblocker/scrapeunblocker-mcp 📇 🏠 🍎 🪟 🐧 - Fetch web page HTML, AI-parsed JSON or Google results through the ScrapeUnblocker anti-bot API.
screenshotscout/screenshotscout-mcp 📇 ☁️ - Capture web pages as images or PDFs with element targeting, device and viewport controls, location selection, page interactions and blocking options.
seleniumbase/SeleniumBase 🐍 🏠 🍎 🪟 🐧 - Browser automation, testing and bot-detection bypass using SeleniumBase CDP Mode with Chromium, including click-based CAPTCHA solving.
seleniumboot/selenium-mcp 🐍 🏠 🍎 🪟 🐧 - Selenium WebDriver automation with assertions and self-healing locators, plus code generation for Java, Python and C# test frameworks and CI pipelines.
Silbercue/public-browser 📇 🐍 🏠 🍎 🪟 🐧 - Chrome automation over raw CDP with multiple tabs, cached accessibility-tree refs, server-side multi-step flow execution and a Python scripting API.
site-shot/site-shot-mcp 📇 ☁️ - Website screenshots via Chromium with full-page capture, country-specific proxies and automatic ad and cookie-banner removal.
snapshot-site/snapshot-site-mcp 📇 ☁️ - Capture any URL as PNG, JPEG, WebP, PDF or HTML, diff page versions to catch visual regressions, and get AI page summaries.
SolveGate/solvegate-mcp 🎖️ 📇 ☁️ - Detect and solve Cloudflare Turnstile challenges: inspect whether a page uses Turnstile or another CAPTCHA and get a solved token when needed.
swimmwatch/cloakbrowser-mcp 📇 🏠 🍎 🪟 🐧 - Playwright MCP-compatible browser automation using CloakBrowser Chromium.
sylin-org/ghostlight 🦀 🏠 🪟 🐧 - Visible local browser automation in your signed-in Chromium profile, with recovery and optional policy and audit controls.
trueoriginlabs/vibatchium 🐍 🏠 🐧 - Self-hosted stealth Chrome automation via Patchright: parallel persistent profiles, encrypted credential vault with 2FA, and prompt-injection scanning.
User0856/snaprender-mcp 📇 ☁️ - Capture websites as PNG, JPEG, WebP or PDF with device emulation, dark mode, ad blocking and cookie banner removal.
copperline-labs/rendex-mcp 📇 ☁️ - Render any URL or raw HTML as PNG, JPEG, WebP or PDF, with batch processing, geo-targeting and async webhooks.
vincentvella/devloop 📇 🏠 🍎 🪟 🐧 - Drive a browser or Expo/React Native app alongside your dev server on one correlated timeline, lining up frontend errors with backend stack traces.
webdriverio/mcp 📇 🏠 - Browser and mobile app automation with WebdriverIO: control browsers and automate native Android and iOS apps via WebDriver and Appium.
xspadex/bilibili-mcp 📇 🏠 - Fetch trending videos from Bilibili.
yinnho/aginxbrowser 🦀 🏠 🍎 🪟 🐧 - Chromium-free agent browser with built-in V8: tiered fetching, multi-engine search, screenshots, persistent login sessions and CDP access.
ymw0407/auth-fetch-mcp 📇 🏠 🍎 🪟 🐧 - Fetch content from login-protected pages such as Notion, Google Docs, Jira and Confluence via a real browser login with persistent session caching.
PrinceGabriel-lgtm/freshcontext-mcp ☁️ 🏠 - Real-time data from GitHub, Hacker News, Scholar, arXiv, YC, jobs, finance and package trends, with every result timestamped for freshness.
zumerlab/snapsurf 📇 🏠 🍎 🪟 🐧 - Browser navigation and verification: compact semantic page digests, ranked text search, and typed diffs after each action with assertions.
zzzjy765/ottersnap-mcp 📇 ☁️ - Glint Render web rendering and evidence API: screenshots, PDFs, OG images, monitoring, extraction and tamper-evident evidence capture.
CapMonsterCloud/capmonster-mcp-captcha-solver 🐍 📇 ☁️ - Identify CAPTCHA types and parameters, create solving tasks and retrieve results via the CapMonster Cloud API, with access to its docs.

☁️ Cloud Platforms

Cloud platform service integration. Enables management and interaction with cloud infrastructure and services.

dockndevai/mcp-kubernetes 📇 🏠 🍎 🪟 🐧 - Multi-cluster Kubernetes monitoring and operations with safe access modes, namespace allowlists, gated delete/apply/exec, dry-run and audit logging.
AIops-tools/K8s-AIops 🐍 🏠 - Governed Kubernetes operations for k3s, EKS, GKE and AKS: workloads, jobs, config, storage, networking and rollouts, with audit logging, dry-run and rollback.
dockndevai/mcp-oci 📇 🏠 🍎 🪟 🐧 - Read-only Oracle Cloud (OCI) resource discovery, dependency mapping and reproducible Terraform generation, with secret redaction.
dockndevai/mcp-azure 📇 🏠 🍎 🪟 🐧 - Azure Resource Manager inventory, tags and VM lifecycle management, with resource-group allowlists, delete gating and typed confirmation.
dockndevai/mcp-openshift 📇 🏠 🍎 🪟 🐧 - OpenShift and Kubernetes operations on pods, deployments, routes and builds, with access modes, namespace allowlists, dry-run and Secret redaction.
4everland/4everland-hosting-mcp 🎖️ 📇 🏠 🍎 🐧 - Deploy AI-generated code to decentralized storage networks such as Greenfield, IPFS and Arweave via 4EVERLAND Hosting.
adiosdotdev/mcp 📇 ☁️ - Manage Adios workspaces, previews, builds, logs, services and production deployments.
AIops-tools/Nutanix-AIops 🐍 🏠 - Governed Nutanix Prism Central operations: clusters, VMs, storage, networking, snapshots/DR, alerts and LCM, with audit logging, dry-run and rollback.
AkaciaNL/basicdeploy-mcp 📇 ☁️ 🍎 🪟 🐧 - Manage BasicDeploy containers, each with PostgreSQL, S3-compatible storage and a public URL: deploy apps, run commands, read logs and toggle always-on.
Focus-GTS/eds-mcp-server 📇 ☁️ 🍎 🪟 🐧 - Manage Adobe Edge Delivery Services (AEM EDS): preview, publish, bulk operations, content, Core Web Vitals, 404 tracking, A/B experiments and redirects.
aashari/mcp-server-aws-sso 📇 ☁️ 🏠 - AWS SSO integration: log in, list accounts and roles, and run AWS CLI commands with temporary credentials.
agentmetal/mcp 🎖️ 📇 ☁️ - Provision, SSH into, run commands on and manage Linux VPSes, paying with USDC over x402 or by card.
anythink-cloud/anythink-cli #️⃣ ☁️ 🍎 🪟 🐧 - Build and run a backend on the Anythink platform: relational data with row-level security, search, RBAC, workflows, growth and retention tools, and payments.
alexbakers/mcp-ipfs 📇 ☁️ - Upload to and manipulate IPFS storage.
aparajithn/agent-deploy-dashboard-mcp 🐍 ☁️ - Unified deployment dashboard for Vercel, Render, Railway and Fly.io: deploy status, logs, environment variables, rollbacks and health checks.
arnstarn/mcp-server-spotinst 🐍 ☁️ - Manage Spot.io (Spotinst) Ocean clusters, VNGs, Elastigroups, costs, right-sizing and logs across AWS and Azure accounts.
antonio-mello-ai/mcp-pfsense 🐍 🏠 - Manage pfSense firewalls: rules, DHCP leases, DNS overrides, gateway monitoring, ARP table and services, with two-step confirmation for destructive actions.
antonio-mello-ai/mcp-proxmox 🐍 🏠 - Manage Proxmox VE clusters: VMs, containers, snapshots, templates, cloud-init, firewall and migrations, with two-step confirmation for destructive actions.
alexpota/cloudscope-mcp 📇 ☁️ - Azure cost management: spending analysis, forecasts, anomaly detection, budgets, optimization tips, idle resource detection and tag-based cost allocation.
Albaker-Group/cloudprice-mcp 🐍 ☁️ 🍎 🪟 🐧 - Compare compute, storage, managed Postgres, egress and GPU prices across AWS, Azure, GCP and OCI, plus FinOps tools for break-even, TCO and migration analysis.
AliKarami/MikroMCP 📇 🏠 🍎 🪟 🐧 - Manage MikroTik RouterOS devices: interfaces, firewall, DHCP, DNS, routes, WireGuard, WiFi, BGP/OSPF and VLANs, with dry-run previews, RBAC and rollback.
aliyun/alibaba-cloud-ops-mcp-server 🎖️ 🐍 ☁️ - Operate Alibaba Cloud resources, including ECS, Cloud Monitor, OOS and other widely used cloud products.
awslabs/mcp 🎖️ ☁️ - Suite of servers for integrating with AWS services and resources.
backblaze-labs/b2-mcp 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Manage Backblaze B2 buckets, files, keys, Object Lock and S3-compatible storage.
BlazingCDN/BlazingCDN-MCP 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Manage BlazingCDN zones, cache purge and warm-up, traffic metrics, custom domains, cloud storage and Video CDN; read-only by default.
bright8192/esxi-mcp-server 🐍 ☁️ - VMware ESXi and vCenter virtual machine management via a REST API.
chaandannn/finopsmcp 🐍 🏠 🍎 🪟 🐧 - Local-first, read-only FinOps assistant: analyze AWS, Azure, GCP, Kubernetes, SaaS and AI bills, find waste and get fixes as pull requests.
cloudflare/mcp-server-cloudflare 🎖️ 📇 ☁️ - Integration with Cloudflare services including Workers, KV, R2 and D1.
davidlandais/ovh-api-mcp 🦀 ☁️ - Access the entire OVH API through search and execute tools that run sandboxed JavaScript (Code Mode).
cyclops-ui/mcp-cyclops 🎖️ 🏎️ ☁️ - Manage Kubernetes resources through the Cyclops abstraction.
Drop-to-run/drop2run-cli 📇 ☁️ - Publish pages written in chat or a local folder to a live HTTPS URL, with static hosting on Cloudflare's edge.
elevy99927/devops-mcp-webui 🐍 ☁️/🏠 - Kubernetes operations via kubectl and helm through natural language, integrated with Open WebUI.
erikhoward/adls-mcp-server 🐍 ☁️/🏠 - Azure Data Lake Storage: manage containers and file metadata, and read, write, upload and download files.
espressif/esp-rainmaker-mcp 🎖️ 🐍 🏠 ☁️ 📟 - Manage and control ESP RainMaker devices.
flux159/mcp-server-kubernetes 📇 ☁️/🏠 - Kubernetes cluster operations for pods, deployments and services.
friendlygeorge/docker-mcp-server 📇 🏠 - Docker container management: health checks, auto-restart, Compose lifecycle and log streaming.
frndchagas/coolify-mcp 📇 🏠 - Manage self-hosted Coolify PaaS: deployments with verified builds, app diagnostics, database backups, offline docs search and confirmed destructive actions.
ganakailabs/cloudeval-cli 📇 ☁️ - Access Cloudeval project context and reports for cloud evaluations of Azure and AWS CloudFormation, with a read-only toolset.
garlicKim21/ratatosk-mcp 🏎️ 🏠 🍎 🪟 🐧 - CNCF release intelligence: security fixes, breaking changes and deprecations from graduated and incubating project release notes, with local version checks.
GeiserX/spinnaker-mcp 🏎️ ☁️ - Manage Spinnaker applications, pipelines, executions and cloud infrastructure via the Gate API.
hardik-id/azure-resource-graph-mcp-server 📇 ☁️/🏠 - Query, analyze and monitor Azure resources at scale using Azure Resource Graph.
hashicorp/terraform-mcp-server 🎖️ 🏎️ ☁️ - Terraform ecosystem integration: provider discovery, module analysis and Terraform Registry API access for infrastructure-as-code workflows.
helbertparanhos/cloudflare-mcp-pro 📇 🏠 🍎 🪟 🐧 - Manage Cloudflare DNS, zones, Workers, KV, R2, D1, Pages, WAF, SSL, Email Routing and more via the REST API, with human approval for every change.
helbertparanhos/easypanel-mcp-server 📇 🏠 🍎 🪟 🐧 - Control Easypanel deployments, services, environment variables, logs, domains, databases and monitoring, with confirmation for destructive actions.
hostodo/hostodo-mcp 📇 ☁️ - Hostodo VPS management: VM details, power control, renaming, OS reinstalls, guest-agent commands and artifact uploads, with scoped tokens and audit logs.
huangdun/tempmd-mcp 📇 ☁️ - Publish HTML, Markdown, CSV or Mermaid artifacts to temp.md under a stable public link that updates in place, with activity-based expiry.
Ilmar7786/marzban-sdk 📇 ☁️/🏠 - Manage the Marzban proxy/VPN panel: users, subscriptions, nodes, hosts, config and system stats, with confirmation for destructive calls.
Infrawise/mcp-server 📇 ☁️ 🍎 🪟 🐧 - Azure FinOps cost optimization: idle resources, rightsizing and Reserved Instance recommendations.
ionos-cloud/ionoscloud-mcp 🏎️ ☁️ - Inspect and manage IONOS Cloud infrastructure.
jasonwilbur/cloud-cost-mcp 📇 ☁️ 🍎 🪟 🐧 - Compare real-time cloud instance prices across AWS, Azure, GCP and OCI, with workload calculators and migration savings estimates.
jasonwilbur/oci-pricing-mcp 📇 ☁️ - Oracle Cloud Infrastructure price data with cost calculators and cross-provider comparisons.
john-broadway/proximo 🐍 🏠 - Manage Proxmox VE, Backup Server, Mail Gateway and Datacenter Manager with dry-run plans, snapshots and a tamper-evident audit log; read-only by default.
johnneerdael/netskope-mcp ☁️ - Access Netskope Private Access components within an NPA environment, with setup details and usage examples.
kaka-milan-22/kops 🐍 🏠 - Read-only kubectl with structured JSON output, hardcoded safe verbs, withheld Secret and ConfigMap values, and one-shot cluster triage and inventory.
krovacloud/krova-node 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Provision and manage Krova Cloud Cubes (Firecracker microVMs with root access), plus custom domains, TCP port mappings and snapshots.
shiped-app/shiped-mcp ☁️ - Deploy AI-generated HTML, CSS and JavaScript to a public HTTPS URL.
L337-org/docker-mcp 🐍 🏠 ☁️ 🍎 🪟 🐧 - Manage local or remote Docker daemons: containers, images, Compose, Swarm, Buildx, Scout and OCI registries, with read-only hosts for safe monitoring.
Labs64/NetLicensing-MCP 🎖️ 🐍 ☁️ - Manage the software licensing lifecycle in Labs64 NetLicensing through natural language.
joachimBrindeau/domain-mcp 📇 ☁️ 🍎 🪟 🐧 - Manage Dynadot domains, DNS, WHOIS, nameservers, transfers and aftermarket listings.
liveblocks/liveblocks-mcp-server 🎖️ 📇 ☁️ - Create, modify and delete Liveblocks rooms, threads, comments, notifications and more, with read access to Storage and Yjs.
lizard-build/lizard-mcp 🎖️ 📇 ☁️ - Deploy services on Lizard with managed Postgres, Redis and S3, logs and metrics, secrets, scaling and custom domains.
localstack/localstack-mcp-server 🎖️ 📇 🏠 - Manage LocalStack local AWS environments: lifecycle operations, infrastructure deployments, log analysis, fault injection and state management.
luno-cms/mcp 🎖️ 📇 ☁️ - LUNO hosted backend platform: CMS, forms, auth and storage. Unrelated to the Luno cryptocurrency exchange.
manusa/Kubernetes MCP Server 🏎️ 🏠 - Kubernetes and OpenShift management: CRUD operations on any resource plus specialized cluster tools.
mikusnuz/dynadot-mcp 📇 ☁️ - Dynadot domain registrar API: domain search, registration, DNS, contacts, transfers and marketplace.
mctlhq/mctl-mcp ☁️ - Kubernetes management and automated GitOps.
Mogacode-ma/infomaniak-mcp-agent 📇 ☁️ - Unofficial Infomaniak integration: web hosting, mail, kDrive, domains, DNS, FTP/SSH users and more, with two-phase commits and undo for destructive actions.
mrostamii/rancher-mcp-server 🏎️ ☁️/🏠 - Rancher ecosystem tools: multi-cluster Kubernetes operations, Harvester HCI management (VMs, storage, networks) and Fleet GitOps.
Nebula-Block-Data/nebulablock-mcp-server 📇 🏠 - Access the full NebulaBlock API.
ni-c/hetzner-dns-mcp 📇 ☁️ 🍎 🪟 🐧 - Manage Hetzner DNS zones and records via the Hetzner Cloud API: RRSet CRUD, zonefile import/export, TTL and protection changes, and nameservers.
nitin27may/ms-graph-mcp 🐍 ☁️ - Microsoft Graph access to Outlook mail and calendar, Teams, OneDrive, SharePoint, OneNote, Planner and Entra ID.
Novence-ai/mcp 📇 ☁️ - Create, check, deploy and host static sites.
ni-c/wg-easy-mcp 📇 🏠 🍎 🪟 🐧 - Administer a self-hosted wg-easy (WireGuard Easy) instance: manage VPN clients, fetch configs and QR codes, create one-time links and check server status.
nwiizo/tfmcp 🦀 🏠 - Manage Terraform environments: read configurations, analyze plans, apply configurations and manage state.
openpouch/openpouch 🎖️ 📇 ☁️ - App hosting for agents: deploy to a live URL, verify, view logs, inspect, roll back and delete, with human approval for production.
openstack-kr/python-openstackmcp-server 🐍 ☁️ - OpenStack cloud infrastructure management based on openstacksdk.
ofershap/mcp-server-cloudflare 📇 ☁️ - Manage Cloudflare Workers, KV, R2, Pages, DNS and cache.
ofershap/mcp-server-s3 📇 ☁️ - AWS S3 operations: list buckets, browse objects, upload and download files, and generate presigned URLs.
pibblokto/cert-manager-mcp-server 🐍 🍎/🐧 ☁️ - Manage and troubleshoot cert-manager.
plopino/plopino-mcp 📇 ☁️ 🍎 🪟 🐧 - Publish HTML written in chat or local files and folders to a public URL, preserving folder structure.
Poiuyhje/eqvps-mcp 📇 ☁️ - Rent and operate VPSes paid in USDC or USDT: register, provision and control power, hostname, root password, reinstalls, metrics and cancellation.
portainer/portainer-mcp 🏎️ ☁️/🏠 - Interact with Portainer instances: container management, deployment operations and infrastructure monitoring.
nikhilnt1234/TokenBurnRate 📇 🏠 - Track LLM token costs across Claude, GPT and Gemini, with optimization hints and savings estimates.
CodesWhat/portkey-admin-mcp 📇 ☁️ - Portkey Admin API control plane: prompts, configs, keys, analytics, guardrails, integrations and deployments.
publee-dev/mcp 🎖️ 📇 ☁️ - Publish AI-generated HTML or static files to a shareable URL, with optional permanent hosting, in-place updates and password or members-only access.
pythonanywhere/pythonanywhere-mcp-server 🐍 🏠 - Integration with the PythonAnywhere cloud platform.
RajeevSirohi/mcp-server-terraform 📇 🏠 🍎 🪟 🐧 - Terraform operations with two-step confirmation for plan/apply/destroy, plan risk and cost analysis, drift detection, import/taint/refresh and audit logging.
qiniu/qiniu-mcp-server 🐍 ☁️ - Access Qiniu Cloud products such as Cloud Storage and media processing services.
redis/mcp-redis-cloud 📇 ☁️ - Manage Redis Cloud resources in natural language: create databases, monitor subscriptions and configure cloud deployments.
reza-gholizade/k8s-mcp-server 🏎️ ☁️/🏠 - Interact with Kubernetes clusters: API resource discovery, resource management, pod logs, metrics and events.
rohitg00/kubectl-mcp-server 🐍 ☁️/🏠 - Interact with Kubernetes clusters through natural language.
rosenvladimirov/odoo-claude-mcp 🐍 🏠 🐧 🍎 🪟 - Self-hosted server suite for Odoo ERP 15-19, plus GitHub, Portainer, OCA and Teams, with a browser terminal, Qdrant/Ollama memory and Bulgarian localization.
rrmistry/tilt-mcp 🐍 🏠 🍎 🪟 🐧 - Access Tilt resources, logs and management operations for Kubernetes development environments.
sevalla-hosting/mcp 📇 ☁️ - Manage Sevalla cloud infrastructure.
shdomi8599/vibie-mcp 📇 ☁️ 🍎 🪟 🐧 - Deploy static HTML folders to permanent Vibie URLs, with folder markers for easy redeploys.
shipstatic/mcp 📇 ☁️ - Deploy and manage static sites: upload files, get a URL and connect custom domains.
Sidd27/infrawise 📇 ☁️ 🏠 - Cloud infrastructure analysis: detect IaC drift, missing indexes, security gaps and performance anti-patterns across AWS services and databases.
silenceper/mcp-k8s 🏎️ ☁️/🏠 - Manage any Kubernetes resource, including native resources and CRDs, through natural language.
trackerfitness729-jpg/sitelauncher-mcp-server 📇 ☁️ - Deploy live HTTPS websites on subdomains or custom .xyz domains, paid in USDC on Base, with templates for crypto tokens and AI agent profiles.
Spaceship MCP 📇 ☁️ - Manage domains, DNS records, contacts and marketplace listings via the Spaceship API.
spre-sre/lumino-mcp-server 🐍 ☁️ - SRE observability for Kubernetes and OpenShift: Tekton pipeline debugging, log analysis, root cause analysis and predictive monitoring.
StacklokLabs/mkp 🏎️ ☁️ - Interact with Kubernetes clusters: list and apply Kubernetes resources.
StacklokLabs/ocireg-mcp 🏎️ ☁️ - Interact with OCI registries: retrieve container image information, list tags and more.
stevejford/shiply-mcp 📇 ☁️ - Publish a static site or edge function to the web in one call, then manage updates, custom domains, SSL, env vars, databases and email.
stevysmith/stacktree-mcp 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Publish agent-made HTML to private, unguessable URLs with passcode or email-domain gating, expiry, burn-after-read and in-place updates.
strowk/mcp-k8s-go 🏎️ ☁️/🏠 - Kubernetes cluster operations.
TencentCloudBase/CloudBase-AI-ToolKit 📇 ☁️ 🏠 🍎 🪟 🐧 - Backend services for WeChat Mini Programs and full-stack apps: serverless cloud functions, databases and one-click deployment.
thunderboltsid/mcp-nutanix 🏎️ 🏠/☁️ - Interface with Nutanix Prism Central resources.
trilogy-group/aws-pricing-mcp 🏎️ ☁️/🏠 - Get up-to-date EC2 prices in one call from a pre-parsed AWS price catalogue.
txn2/kubefwd 🏎️ 🏠 - Kubernetes bulk port forwarding with service discovery, /etc/hosts management, traffic monitoring and pod log streaming.
vishalsg42/munim 🐍 🏠 🍎 - Multi-client MCP proxy: read across every client's accounts, write only to the named one, via providers' own MCP tools (Cloudflare, Vercel, Notion and more).
VmLia/books-mcp-server 📇 ☁️ - Query book information.
weibaohui/k8m 🏎️ ☁️/🏠 - Multi-cluster Kubernetes management and operations with a management UI and logging, covering common DevOps tasks for standard and CRD resources.
weibaohui/kom 🏎️ ☁️/🏠 - Multi-cluster Kubernetes management and operations, embeddable as an SDK, covering common DevOps tasks for standard and CRD resources.
wenhuwang/mcp-k8s-eye 🏎️ ☁️/🏠 - Kubernetes management plus cluster and application health analysis.
akkireddy-challa/k8s-mcp-server 🐍 ☁️ 🏠 - Kubernetes cluster operations: inspect pods, deployments, services and logs.
Woobox/hatchable-mcp 🎖️ ☁️ - Build and host full-stack web apps and sites on Hatchable, with per-project database, auth, storage, domains and cron.
x7even/cloudcostsmcp 🏎️ ☁️ 🍎 🪟 🐧 - Live AWS, GCP and Azure prices for FinOps: public list prices and enterprise negotiated rates (Reserved Instances, Savings Plans, CUDs, EDPs).
xmpuspus/cloudwright 🐍 ☁️ - Cloud architecture design for AWS, GCP, Azure and Databricks: cost estimates, compliance checks, Terraform/CloudFormation export and blast-radius analysis.
xns-cloud/relayer-mcp 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Install and manage a self-hosted XNS Relayer, S3-compatible object storage on a decentralized provider network: setup, health, configuration and backups.
zw008/VMware-AIops 🐍 ☁️ - VMware vSphere/vCenter management: VM lifecycle, deployment, guest operations, snapshots and clusters, with confirmation gates, dry-run mode and audit logging.
zw008/VMware-AVI 🐍 ☁️ - VMware Avi Load Balancer (NSX ALB) management with AKO Kubernetes integration: virtual services, pools, analytics metrics and AKO lifecycle.
zw008/VMware-Monitor 🐍 ☁️ - Read-only VMware vSphere/vCenter monitoring: inventory, alarms, events, host health, VM info and snapshot listing.
zw008/VMware-NSX 🐍 ☁️ - VMware NSX network management: segments, Tier-0/Tier-1 gateways, NAT rules, static/BGP routing and IPAM pools, with dry-run previews and delete confirmation.
zw008/VMware-NSX-Security 🐍 ☁️ - VMware NSX security: Distributed Firewall policies and rules, security groups, Traceflow troubleshooting and IDS/IPS profiles, with checks before deletion.
zw008/VMware-Storage 🐍 ☁️ - VMware vSphere storage management: NFS/VMFS datastores, iSCSI software adapters and dynamic targets, and vSAN cluster operations, with dry-run previews.
zw008/VMware-VKS 🐍 ☁️ - VMware Tanzu / vSphere Kubernetes Service: Supervisor cluster, namespace and Tanzu Kubernetes Cluster lifecycle, with dry-run mode and kubeconfig export.
zyli5313/dochost-mcp 📇 ☁️ - Publish Markdown or HTML to a public shareable link, served script-free from a separate cookieless origin.

👨‍💻 Code Execution

Code execution servers. Allow LLMs to execute code in a secure environment, e.g. for coding agents.

alfonsograziano/node-code-sandbox-mcp 📇 🏠 - Run JavaScript snippets in isolated Docker sandboxes with on-the-fly npm dependency installation and clean teardown.
alvii147/piston-mcp 🐍 ☁️ 🐧 🍎 🪟 - Execute code through the Piston remote code execution engine.
asif-nvc/e2b-sandbox-mcp 📇 ☁️ 🍎 🪟 🐧 - E2B cloud sandboxes: create isolated Linux VMs, clone repos, run commands, manage files and perform git operations without touching the local machine.
ckanthony/openapi-mcp 🏎️ ☁️ - Access any API through its existing OpenAPI documentation.
dagger/container-use 🏎️ 🏠 🐧 🍎 🪟 - Containerized environments for coding agents: each agent works in its own fresh container and git branch, with execution history and terminal access.
fstandhartinger/sandbox-as-a-service-mcp 🎖️ 📇 ☁️ - Dedicated Linux VM sandboxes for untrusted, model-generated code: run commands, move files, expose a preview URL and destroy the VM.
gwbischof/outsource-mcp 🐍 ☁️ - Delegate tasks to other AI providers' models, e.g. ask OpenAI to generate an image.
hileamlakB/PRIMS 🐍 🏠 - Python runtime interpreter that executes submitted code in an isolated environment.
ksterx/srunx 🐍 🏠 🐧 🍎 - Submit SLURM jobs, run YAML workflows, monitor GPU resources, manage SSH profiles and sync files with local or SSH-remote HPC clusters.
mavdol/capsule/mcp-server 🦀 🏠 🍎 🪟 🐧 - Run untrusted Python/JavaScript code in WebAssembly sandboxes.
musharna/jobd 🐍 🏠 🍎 🪟 🐧 - Self-hostable GPU-aware job broker: dispatch long-running or GPU jobs that outlive the session, route them by VRAM tier and monitor them across sessions.
HanSur94/matlab-mcp-server-python 🐍 🏠 🍎 🪟 🐧 - MATLAB integration: execute code, run async jobs with progress reporting, get interactive Plotly plots and expose custom .m functions as tools.
ouvreboite/openapi-to-mcp #️⃣ ☁️ - Access any API via its OpenAPI specification, with full JSON Schema support for parameters and request bodies.
r33drichards/mcp-js 🦀 🏠 🐧 🍎 - JavaScript sandbox that uses V8 isolation to run AI-generated code locally, with heap snapshotting for persistent sessions.
Reachpad/reachpad-mcp 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Persistent cloud dev environments for coding agents: create, run commands, checkpoint and fork, with files, services and terminal state kept between calls.
rikarazome/prolog-reasoner 🐍 🏠 🍎 🪟 🐧 - SWI-Prolog execution for LLMs with CLP(FD), negation as failure and recursion.
SebastianGilPinzon/colab-mcp 🐍 🏠 🍎 🪟 🐧 - Control Google Colab notebooks and assign GPUs (T4/L4/A100). Fork of Google's colab-mcp with all tools visible at startup and Windows support.
Sowiedu/Edict 📇 🏠 - Agent-oriented programming language: agents emit a JSON AST that the compiler validates, type- and effect-checks, verifies with Z3/SMT and compiles to WASM.
telleroutlook/agentkit-js/mcp-server 📇 ☁️ 🏠 🐧 🍎 🪟 - Code-mode MCP server: collapses user-defined tools into code execution plus docs search, sandboxed in node:vm, WASM or remote microVMs.
The-40-Thieves/codecalc 🐍 🏠 🍎 🪟 🐧 - Code and logic calculator with an offline core: run code, exact symbolic math, SMT/logic and complexity analysis, with optional gVisor/AppContainer sandboxing.
yepcode/mcp-server-js 🎖️ 📇 ☁️ - Run LLM-generated code in a YepCode sandbox and create custom MCP tools in JavaScript or Python with npm and PyPI packages.

🤖 Coding Agents

Full coding agents that enable LLMs to read, edit, and execute code and solve general programming tasks completely autonomously.

abnegate/magents 🦀 🏠 🍎 🐧 - Shared session bus for coding agents such as Claude Code, Codex and Grok: list, read, hand off, message and spawn live agent sessions via MCP or CLI.
5dive-ai/5dive-mcp 📇 🏠 🍎 🪟 🐧 - Manage a 5dive agent fleet: file tasks, message and inspect agents, and read the fleet digest.
agent-blueprint/mcp-server 📇 ☁️ - Explore and download AI agent blueprints: list them, get summaries and download full Agent Skills directories for coding agents to implement.
dugubuyan/agent-nexus 🐍 🏠 ☁️ - Document exchange for coding agents across services: versioned Markdown store, pub-sub notifications with structured diffs and lifecycle stage tracking.
agentic-mcp-tools/owlex 🐍 🏠 🍎 🪟 🐧 - AI council: query CLI agents (Claude Code, Codex, Gemini and OpenCode) in parallel with deliberation rounds.
sshahzaiib/agy-bridge 📇 🏠 🍎 🪟 🐧 - Delegate tasks to the Antigravity CLI (Gemini): file analysis, repo archaeology, web lookups and second-opinion code reviews, with quota-aware model failover.
alpadalar/netops-mcp 🐍 🏠 - DevOps and networking tools: network monitoring, system diagnostics, automation workflows and infrastructure management.
aresyn/codex-control-plane-mcp 🐍 🏠 🪟 - Control plane for long-running Codex Desktop tasks: submit asynchronously, poll state, approve Plan Mode, recover retries and search SQLite-backed history.
automateyournetwork/pyATS_MCP - Structured, model-driven interaction with network devices via Cisco pyATS.
avansaber/tailtest-cline 🐍 🏠 🍎 🪟 🐧 - Adversarial test generation in Cline: detects the stack, writes and runs tests, and classifies failures as real bugs, environment problems or test bugs.
aybelatchane/mcp-server-terminal 🦀 🏠 🍎 🪟 🐧 - Interact with TUI/CLI applications through a structured terminal state tree with element detection, like Playwright for terminals.
aymericzip/intlayer 📇 ☁️ 🏠 - IDE assistance for the Intlayer i18n/CMS tool: CLI access and documentation.
lawrencehui/Citio 📇 ☁️ - Self-hosted Slack bot: mention it and Claude Code or Codex investigates CloudWatch logs, runs tests and opens PRs, with credentials held by an MCP server.
claimidx/claimidx 🐍 🏠 🍎 🪟 🐧 - Shared, signed index of failures other coding agents already solved: check it before retrying and ingest fixes so the next agent does not repeat the work.
spyrae/claude-concilium 📇 🏠 🍎 🪟 🐧 - Multi-agent consultation for Claude Code: MCP servers wrapping Codex, Gemini and Qwen CLIs for parallel code review and problem-solving with fallback chains.
blakerouse/ssh-mcp 🏎️ 🏠 🍎 🪟 🐧 - SSH control for Linux and Windows servers, with long-running commands and execution on multiple hosts at once.
bshea-1/Routed 📇 🏠 🍎 🪟 🐧 - Local router for Agent Skills across coding agents and MCP clients, with hybrid matching on the local CPU that spends no tokens.
sipyourdrink-ltd/bernstein 🐍 🏠 ☁️ 🍎 🪟 🐧 - Deterministic orchestrator for CLI coding agents such as Claude Code, Codex and Aider, with per-agent git worktrees, an audit trail and cost-aware routing.
andreilungeanu/cursor-delegate-mcp 📇 🏠 🍎 🪟 🐧 - Delegate multi-file implementation to Cursor's CLI agent over ACP and get typed results: final message, changed files, session ID and plan.
danieldoderlein/llm-bus 📇 ☁️ 🏠 - Coordination bus for multiple coding agents: atomic claims, advisory file leases, a shared event ledger, presence, handoffs and a task graph. Self-hostable.
polymatx/dibs 🏎️ 🏠 🍎 🪟 🐧 - Coordinate parallel coding agents: TTL file claims across git worktrees, hooks blocking colliding edits, presence, handoff notes and searchable lessons.
doggybee/mcp-server-leetcode 📇 ☁️ - Search, retrieve and solve LeetCode problems, with metadata filtering and access to user profiles, submissions and contest data.
eirikb/any-cli-mcp-server 📇 🏠 - Turn any CLI tool with --help output into an MCP server, with caching.
ejentum/ejentum-mcp 📇 🏠 - Reasoning, code, anti-deception and memory tools for AI agents.
ezyang/codemcp 🐍 🏠 - Coding agent with basic read, write and command line tools.
elhamid/llm-council 🐍 🏠 - Multi-LLM deliberation with anonymized peer review: parallel responses, anonymous ranking and synthesis, based on Andrej Karpathy's LLM Council concept.
freema/openclaw-mcp 📇 ☁️ 🏠 - Delegate tasks to OpenClaw AI assistant agents with sync and async tools.
Get-Concord-AI/concord-mcp 📇 🏠 🍎 🪟 🐧 - Communication and shared work state across coding agent harnesses: live messages, scope claims before editing, preserved decisions and evidence handoffs.
ferrislucas/iterm-mcp - Access iTerm: run commands and ask questions about what is shown in the terminal.
foldwork-dev/mcp-injector 🏎️ 🏠 🍎 🪟 🐧 - Local daemon that pre-indexes a codebase into a SQLite catalog and serves AST-compressed snapshots on every query to reduce token usage.
TT-Wang/forge 📇 🏠 🍎 🪟 🐧 - Structured planning and validation for Claude Code: turns an objective into a validated DAG of modules built by worker agents in parallel git worktrees.
g0t4/mcp-server-commands 📇 🏠 - Run arbitrary commands and scripts.
gabrielmaialva33/winx-code-agent 🦀 🏠 - Rust reimplementation of WCGW for coding agents: shell execution and file management.
hampsterx/claude-mcp-bridge 📇 🏠 🍎 🪟 🐧 - Wraps the Claude Code CLI as MCP tools for queries, search, structured output and sessions, with budget caps and granular tool sandboxing.
hellob1889/Pandaone-AI-Agent 🐍 🏠 🍎 🪟 🐧 - Requires every AI agent code change to leave a problem, reason and approach audit record before commit, with a pre-commit hook and audit trail dashboard.
TheBlueHouse75/hermes-action-bridge 📇 🏠 🍎 🪟 🐧 - Delegate real-world actions to Hermes Agent: research, browser workflows, messaging, scheduling and skills, with risky actions requiring approval.
irskep/persistproc 🐍 🏠 - See and control long-running processes such as web servers: start, stop, restart and read logs.
jigyasudham/veto 📇 🏠 🍎 🪟 🐧 - Specialist agent council for AI coding CLIs with a self-learning router, cross-CLI memory and guards against dependency hallucinations and decision drift.
jinzcdev/leetcode-mcp-server 📇 ☁️ - Access LeetCode problems, solutions, submissions and public data, with optional login for user features such as notes; supports the global and China sites.
juehang/vscode-mcp-server 📇 🏠 - Work in a VS Code workspace: read the directory structure, see linter and language server problems, read code files and make edits.
Keesan12/martin-loop 📇 🏠 - Governed runtime for AI coding agents with budget caps, verifier gates, runaway-loop prevention, rollback evidence and inspectable run receipts.
Komdosh/komnet 📇 🏠 🍎 🐧 - Git-backed message bus for coding agents on different machines, with no server: questions, answers, decisions, claimable tasks and delegated repo reviews.
louis030195/terminator-mcp-agent 🦀 📇 🏠 🍎 🪟 🐧 - Desktop GUI automation on Windows, macOS and Linux via accessibility APIs instead of screenshots, plus workflow recording, data extraction and DOM inspection.
Luckycat133/traecnclaw-mcp-skill 📇 🏠 🍎 - Local server and Agent Skill for TraeCN desktop automation on macOS.
maxim-saplin/mcp_safe_local_python_executor - Safe Python interpreter based on Hugging Face smolagents' LocalPythonExecutor.
micl2e2/code-to-tree 🌊 🏠 📟 🐧 🪟 🍎 - Convert source code into an AST, regardless of language.
misiektoja/kill-process-mcp 🐍 🏠 🍎 🪟 🐧 - List and terminate OS processes via natural language queries.
myelixlabs/synapse-mcp 📇 🏠 🍎 🪟 🐧 - Convert a codebase into a local AST knowledge graph that gives coding agents structural context for navigation and refactoring.
MladenSU/cli-mcp-server 🐍 🏠 - Command-line execution with customizable security policies.
nandhakumar-murugan/gemini-antigravity-bridge 🐍 ☁️ 🏠 🍎 🪟 🐧 - Bidirectional bridge between Gemini Spark and the Antigravity IDE: coding subagent dispatch, shared memory, local file operations and Spark app orchestration.
natiixnt/redcon 🐍 🏠 🍎 🪟 🐧 - Deterministic repository context packing for coding agents: selects, compresses, caches and budgets only the files a task needs, without an LLM in the loop.
nesquikm/mcp-rubber-duck 📇 🏠 ☁️ - Bridge to multiple OpenAI-compatible LLMs for rubber duck debugging: explain a problem to several AI ducks and get different perspectives.
nihalxkumar/arch-mcp 🐍 🏠 🐧 - Search the Arch Wiki and AUR, get package info, check for updates, install packages and analyze PKGBUILDs, from Arch or non-Arch systems.
ooples/mcp-console-automation 📇 🏠 🍎 🪟 🐧 - Console automation and monitoring, like Playwright for terminal apps: session management, SSH, testing, monitoring and background jobs.
oraios/serena 🐍 🏠 - Coding agent that uses language servers for symbolic code operations.
OthmaneBlial/term_mcp_deepseek 🐍 🏠 - Approval-first local terminal control: policy-based command planning and approval, DeepSeek as an advisor, and signed execution receipts.
Q00/ouroboros 🐍 🏠 🍎 🪟 🐧 - Local agent OS for spec-first AI coding: a replayable, ledger-recorded interview, seed, execute, evaluate and evolve loop that MCP clients can drive.
pdavis68/RepoMapper 🐧 🪟 🍎 - Dynamic map of chat-related repository files with their function prototypes and related files, ranked by relevance, based on Aider's Repo Map.
plori-ai/plori 🎖️ 🏎️ ☁️ - Create and drive hosted plori agents with persistent disk, tools and memory: invoke agents, manage the human-in-the-loop queue and schedule deferred runs.
preflight-dev/preflight 📇 🏠 🍎 🪟 🐧 - Catch vague Claude Code prompts before they waste tokens: prompt scorecards, session history search, cross-service contract awareness and cost estimation.
PsChina/deepseek-as-subagent 🐍 🏠 🍎 🪟 🐧 - Run DeepSeek as a sub-agent in Claude Code or Codex CLI, with its own agent loop for reading, editing and running commands in a sandboxed workspace.
djerok/glm-mcp 📇 🏠 🍎 🪟 🐧 - Run GLM (Zhipu/Z.ai) as a sub-agent in Claude Code or GitHub Copilot with its own read/write/edit/run loop, Opus-vs-GLM routing and diff/dry-run oversight.
religa/multi-mcp 🐍 🍎 🪟 🐧 - Parallel multi-model code review, security analysis and debate with ChatGPT, Claude and Gemini, including consensus and OWASP Top 10 checks.
rinadelph/Agent-MCP 🐍 🏠 - Framework for building multi-agent systems that coordinate over MCP, with task management, shared context and RAG.
sena-labs/oz-mcp-server 📇 🏠 🍎 🪟 🐧 - Unofficial bridge from Warp's Oz coding agent to any IDE or MCP client, plus native @oz in VS Code Copilot Chat.
shashankss1205/codegraphcontext 🐍 🏠 🍎 🪟 🐧 - Index local code into a graph database to give AI assistants context, with graphical code visualizations for humans.
sim-xia/blind-auditor 🐍 🏠 🍎 🪟 🐧 - Make AI self-correct its generated output through prompt injection, independent self-auditing and context isolation.
sim-xia/skill-cortex-server 🐍 🏠 🍎 🪟 🐧 - Use Claude Code Skills from any IDE or CLI.
sonirico/mcp-shell 🏎️ 🏠 🍎 🪟 🐧 - Run shell commands securely, auditably and on demand in isolated environments such as Docker.
stippi/code-assistant 🦀 🏠 - Coding agent with basic tools for listing, reading, editing and writing files, running commands and web search, supporting multiple projects at once.
SunflowersLwtech/mcp_creator_growth 🐍 🏠 🍎 🪟 🐧 - Learning sidecar for AI coding assistants: quizzes developers on AI-generated changes and gives agents persistent project-specific debugging memory via RAG.
tiianhk/MaxMSP-MCP-Server 🐍 🏠 - Coding agent for Max (Max/MSP/Jitter), the visual programming language for music and multimedia.
eabz/tirith 🦀 🏠 🍎 🪟 🐧 - Coordinate parallel coding agents: TTL file claims, a task board with dependencies, versioned interface contracts, change notices and a decisions log.
tufantunc/ssh-mcp 📇 🏠 🐧 🪟 - SSH control for Linux and Windows servers: execute remote shell commands with password or SSH key authentication.
Touchpoint-Labs/touchpoint 🐍 🏠 🍎 🪟 🐧 - See, find and interact with UI elements in any desktop application, like Playwright for the whole OS.
tumf/mcp-shell-server - Secure shell command execution.
umum-ai/claude-codex-bridge 📇 🏠 - Run Codex agents from Claude Code through MCP and Channels, with live progress notifications, mid-task steering and session continuation.
VertexStudio/developer 🦀 🏠 🍎 🪟 🐧 - Developer tools for file editing, shell command execution and screen capture.
VibeKit-Bot/vibekit-mcp 📇 ☁️ - Build, deploy and manage hosted VibeKit apps, each with a live URL and its own persistent server-side agent to chat with.
VoDaiLocz/kilo-kit-mcp 📇 🏠 🍎 🪟 🐧 - Runtime and skill library for coding agents: C4 workflow gates, guarded command execution and reasoning engines like Tree of Thoughts and 5 Whys.
wende/cicada 🐍 🏠 🍎 🪟 🐧 - Code intelligence for Elixir: module search, function tracking and PR attribution via tree-sitter AST parsing.
wonderwhy-er/DesktopCommanderMCP 📇 🏠 🍎 🪟 🐧 - Manage and execute programs, and read, write, search and edit code and text files.
wulun811/LiuHe 🦀 📇 🏠 - Code tools for LLMs to read, understand and modify code, using a tree-sitter parser, SQLite index and transactional writes.
x51xxx/codex-mcp-tool 📇 ☁️ - Connect an IDE or AI assistant to Codex CLI for code analysis and editing, with support for multiple models.
x51xxx/copilot-mcp-server 📇 ☁️ - Connect an IDE or AI assistant to GitHub Copilot CLI for code analysis, review and batch processing.
eliottreich/taskbounty-mcp-server 📇 ☁️ - Post and fund TaskBounty bounties for GitHub bugs and test coverage, or solve them with PRs that include regression tests and are verified in a sandbox.
Yomiracle/trinity-lite 🐍 🏠 - Local task bus for CLI AI agents such as Codex and Claude Code: route work, persist state in SQLite and collaborate through a shared server.
REX-codebase/fable-mode 🐍 🏠 🍎 🪟 🐧 - Control plane for AI coding agents: time-locks writing, requires evidence for claims, runs adversarial review and keeps a sealed verification record.

🖥️ Command Line

Run commands, capture output and otherwise interact with shells and command line tools.

20000419/fauxnix 📇 🏠 🪟 - Bash for AI agents on Windows via deterministic bash-to-PowerShell translation, without WSL or a VM, with GNU-style output and persistent cwd and env.
AICommander-dev/aicommander 📇 ☁️ 🍎 🪟 🐧 - Outbound-only remote shell, detached long-running jobs and temporary file transfer for AI agents, without exposing SSH, ports or a VPN.
bvisible/mcp-ssh-manager 📇 🏠 🍎 🪟 🐧 - Manage multiple SSH servers: commands, file transfer and rsync, database dumps and queries, backups, health monitoring, tunnels and per-server security modes.
cygnussystems/cygnus-ssh-mcp 🐍 🏠 🍎 🪟 🐧 - SSH control of remote Linux, macOS and Windows servers: line-level file editing, background tasks, sudo, host aliases, and directory and archive operations.
danmartuszewski/hop 🏎️ - SSH connection manager with a TUI dashboard for discovering, searching and running commands on remote hosts.
dbhq-uk/heliograph 🏎️ 🏠 🍎 🪟 🐧 - Run commands on machines you cannot SSH into, such as air-gapped or bastion-only hosts, via git, file shares or S3, with timestamped run logs.
dwgx/SmartCLI 🐍 🏠 🍎 🪟 🐧 - Drive full-screen terminal programs such as vim, htop and lazygit by reading the screen as a live cell grid with cursor, selection and alt-screen state.
faizbawa/mcp-remote-ssh 🐍 🏠 🍎 🪟 🐧 - SSH access with persistent sessions, SFTP and port forwarding, with secrets injected via stdin and redacted from output before reaching the LLM.
gerard-kanters/mcp-linux-tools 🐍 🏠 🐧 - Administer a Linux server: read files and logs, manage systemd services and cron jobs, run read-only MySQL queries, WP-CLI, Git and sandboxed Python.
hypnosis/ssh-mcp-server 📇 🏠 🍎 🐧 - Remote server work via the local OpenSSH client: run commands, transfer files with checksums, search logs and audit hosts, with destructive commands blocked.
lacs-project/sysknife 🦀 🏠 🐧 - Linux system administration via typed actions instead of shell strings, with a signed audit log, one-time approval receipts and automatic rollback.
luisgf/infrabroker 🏎️ 🏠 ☁️ 🍎 🐧 - Self-hosted SSH and Kubernetes access broker: ephemeral per-operation credentials the model never sees, per-command firewall, human approvals and audit log.
nvms/tui-mcp 📇 🏠 🍎 🪟 🐧 - Launch, screenshot and interact with any TUI app.
PsYcGoD/sage 📇 🏠 🍎 🪟 🐧 - Local command wrapper for AI coding agents: runs shell commands, stores history locally and returns compressed terminal output to reduce context noise.
raychao-oao/pty-mcp 🏎️ 🏠 🍎 🐧 - Interactive PTY sessions for AI agents: local shells, persistent SSH sessions with attach/detach, and serial ports.
soren-achebe/backscroll 🏎️ 🏠 🍎 🐧 - Search, retrieve and diff the output of past terminal commands, recorded locally with exit codes, cwd and duration, with secret redaction by default.
ferodrigop/forge 📇 🏠 - Terminal for AI coding agents: persistent PTY sessions, incremental reads, headless screen capture, multi-agent orchestration and a web dashboard.
WhenLabs-org/when 📇 🏠 🍎 🪟 🐧 - Developer toolkit: stack detection for AI context files, port conflicts, .env schema validation, docs drift, dependency license audits and task timing.
LukeLamb/claude-terminal-mcp 📇 🏠 🐧 🍎 - Terminal, filesystem and background-job tools for Linux and macOS.
HasanJahidul/terminal-history-mcp 📇 🏠 🍎 🐧 - Local full-text search over zsh, bash and fish history, with secret redaction and optional capture of cwd, exit code and duration.
HasanJahidul/localhost-mcp 📇 🏠 🍎 🪟 🐧 - Inspect, manage and kill local dev servers: see what listens on each port, diagnose port conflicts, find zombie processes and kill by PID or port.
laszlopere/mcp-tmux 🐍 🏠 🐧 🍎 - Drive tmux locally or over SSH: sessions, windows, panes, keystrokes, pane capture and raw commands, with shared sessions for pair programming.
zb-ss/servonaut 🐍 🏠 🍎 🐧 - Manage AWS EC2, Hetzner, OVH and SSH servers: commands, logs, CloudWatch/CloudTrail queries, fleet health, IP banning and S3, with tiered safety guards.
blinkingbit-oss/execkit 🦀 🏠 🍎 🐧 - Stateful, auditable shell sessions over local, SSH and Docker, with secret redaction, output budgeting and a read-only live transcript viewer.
Easton-OU/rootpilot-mcp 📇 🏠 🍎 🪟 🐧 - Read-only SSH diagnostics for Linux and Docker servers using a fixed command allowlist, with secret redaction and per-command timeouts.
tarides/sudo-proxy 🦀 🏠 🐧 - Run privileged commands locally or over SSH, each gated by a single-keypress human approval before sudo, with audit logging and no stored password.

💬 Communication

Integration with communication platforms for message management and channel operations. Enables AI models to interact with team communication tools.

AbdelStark/nostr-mcp ☁️ - Interact with Nostr: post notes and more.
adecubed/gigamail 🐍 ☁️ 🏠 🍎 🪟 🐧 - Microsoft 365 or IMAP mail and calendar: read, search, draft and find free slots, with out-of-band human approval for sends, deletes and calendar writes.
adhikasp/mcp-twikit 🐍 ☁️ - Interact with Twitter search and timeline.
agenticmail/agenticmail 📇 🏠 🍎 🪟 🐧 - Email and SMS for AI agents via a local mail server: disposable inboxes, sending and receiving email, and fetching verification codes.
agentmail-to/agentmail-mcp 📇 ☁️ - Email for AI agents: create inboxes on the fly to send, receive and act on email.
aisenseapi/aamio-python 🐍 ☁️ 🏠 - Ephemeral rendezvous for agents: expiring threads with a secret read key and public write address, plus an open board where agents find each other.
Albretsen/MCPEmails 📇 ☁️ - Email for Gmail, Fastmail, iCloud, Yahoo, Zoho, Yandex and any IMAP/SMTP mailbox: read, search, send, organize, draft, schedule and auto-triage mail.
andrewchmr/mxprobe 📇 ☁️ 🏠 🍎 🪟 🐧 - Email verification for AI agents: returns send, hold or kill for an address with a reason, using local DNS checks or a hosted SMTP probe.
anypost/emailmd 📇 ☁️ 🏠 - Write and preview emails: render Markdown into email-safe HTML for Outlook and Gmail, lint drafts for deliverability and get a live preview link.
arbengine/mailbox-mcp 📇 ☁️ - Physical mail API for AI agents: send letters, certified mail, postcards and batch mailings with cost previews, approval controls, tracking and webhooks.
Atomic-Mail/atomic-mail-agentic ☁️ - Email for AI agents: autonomous inbox registration via proof-of-work, custom domains, and sending and receiving over the open JMAP standard.
AutomateLab-tech/content-distribution-mcp 📇 ☁️ 🏠 - Publish content to DEV.to, Hashnode, GitHub Discussions, Reddit, Bluesky, LinkedIn, Medium and Twitter, adapted per platform with idempotent state.
bababoi-bibilabu/agent-mq 📇 ☁️ 🏠 - Message queue that lets AI coding assistants message each other across sessions and machines. Self-hostable.
areweai/tsgram-mcp - Use Claude with local workspace access from Telegram on your phone: read, write and code on the go.
arpitbatra123/mcp-googletasks 📇 ☁️ - Interface with the Google Tasks API.
BigCactusLabs/dead-letter 🐍 🏠 - Convert .eml exports to Markdown with YAML front matter for RAG pipelines: thread splitting, signature stripping, attachment extraction and calendar parsing.
Cactusinhand/mcp_server_notify 🐍 🏠 - Send desktop notifications with a sound effect when agent tasks complete.
carterlasalle/mac_messages_mcp 🏠 🍎 - Query, analyze, send and receive iMessage conversations, with phone number validation, attachments, contacts and group chats.
chaindead/telegram-mcp 🏎️ 🏠 - Telegram API integration: access user data, manage dialogs (chats, channels, groups), retrieve messages and handle read status.
chigwell/telegram-mcp 🐍 🏠 - Telegram API integration: access user data, manage dialogs (chats, channels, groups), retrieve and send messages, and handle read status.
Choppaaahh/sendgrid-mcp-secure 🐍 🏠 - Security-focused SendGrid email sending with recipient/domain allowlists, send caps, review mode, an audit log and no silent BCC.
churichard/fluxmail 🎖️ 📇 ☁️ 🏠 - Self-hosted email for Gmail, Microsoft 365, Outlook.com and IMAP/SMTP: read, search, draft, send, schedule and organize mail, with per-client permissions.
clawaimail/mcp 📇 ☁️ 🍎 🪟 🐧 - Email infrastructure for AI agents: create inboxes on the fly, send and receive email, search messages and manage threads.
codefuturist/email-mcp 📇 ☁️ 🍎 🪟 🐧 - IMAP/SMTP email across multiple accounts: read, search, send, schedule and manage mail, with IMAP IDLE push, AI triage and desktop notifications.
cometchat/docs-mcp 🎖️ 📇 ☁️ - Search CometChat documentation and get curated implementation bundles for adding real-time chat, voice, video and moderation to apps.
conarti/mattermost-mcp 📇 ☁️ - Mattermost API integration: list channels, read and post messages, manage threads and reactions, and monitor topics.
Danielpeter-99/calcom-mcp 🐍 🏠 - Manage Cal.com event types, create bookings and access scheduling data.
desek/outlook-local-mcp 🏎️ 🏠 🍎 🪟 🐧 - Local Microsoft Outlook calendar and mail via Microsoft Graph, with multi-account support and OS keychain token storage.
dialgoodian/clawdcall-mcp 🎖️ 📇 ☁️ - Place consent-based outbound phone calls and retrieve transcripts, summaries and outcomes.
discourse/discourse-mcp 🎖️ 💎 ☁️ 🏠 🍎 🪟 🐧 - Discourse forum integration: search topics, read posts, manage categories and tags, discover users and interact with communities.
dockndevai/mcp-outlook 📇 🏠 🍎 🪟 🐧 - Outlook mail via Microsoft Graph: read, search, draft, send and organize email. Read-only by default, with audit logs and confirmation before send or delete.
cseguinlz/doubletick-cli 📇 ☁️ - Email read tracking via Gmail: send tracked emails and check whether they were opened, with open count, device and timing.
csitte/mailwarden 📇 🏠 🍎 🪟 🐧 - Gmail mailbox control via the live Gmail API: search, read, label, archive, trash, download attachments and snooze threads until a date.
drsound/markdown-to-whatsapp 📇 🏠 🍎 🪟 🐧 - Convert Markdown to WhatsApp formatting so agent output shows bold, lists and quotes instead of raw asterisks, with tables rendered as monospace boxes.
elie222/inbox-zero 📇 ☁️ - Inbox Zero features on top of Gmail, such as finding emails that need a reply or follow-up.
EthanQC/feishu-user-plugin 📇 ☁️ 🏠 🍎 🪟 🐧 - Feishu/Lark integration: send messages as the actual user rather than a bot, plus docs, Bitable, wiki, Drive, calendar, tasks and OKRs.
ExpertVagabond/solmail-mcp 📇 ☁️ - Compose, price and send physical letters and postcards, paid with Solana.
FastAlertNow/mcp-server 🎖️ 📇 ☁️ - List channels and send notifications through the FastAlert API.
FantomaSkaRus1/telegram-bot-mcp 📇 ☁️ 🏠 - Covers the entire Telegram Bot API.
farukkolip/instapdown-mcp 📇 ☁️ - Instagram creator toolkit: download Reels, Stories and photos, extract audio, check engagement, research hashtags and get hook templates and posting times.
farukkolip/xtapdown-mcp 📇 ☁️ - X (Twitter) creator toolkit: tweet media downloads, curated hashtags, posting times, hook formulas, engagement calculators and a thread splitter.
gambot-ai/gambot-mcp 📇 ☁️ - Gambot WhatsApp Business API: send WhatsApp messages and templates, and manage CRM contacts, leads, cases, tasks, quotes, invoices, orders and campaigns.
gerkensm/callcenter.js-mcp 📇 ☁️ - Make phone calls using VoIP/SIP and OpenAI's Realtime API, and observe the transcript.
GeiserX/telegram-archive-mcp 🏎️ ☁️ 🍎 🪟 🐧 - Search and browse Telegram chat history stored in Telegram Archive: list chats, retrieve messages and run full-text search.
getpoststack/mcp 📇 ☁️ 🍎 🪟 🐧 - EU-hosted email API: send transactional and marketing email, manage contacts and segments, run broadcasts, render templates and read analytics.
giggal-ai/giggal-mcp 📇 ☁️ - Email verification: mailbox existence checks, including catch-all, accept-all and SEG-protected addresses (Proofpoint, Mimecast, Barracuda), single or bulk.
gitmotion/ntfy-me-mcp 📇 ☁️ 🏠 - Send and fetch ntfy notifications on a self-hosted ntfy server, with token auth support.
googlarz/signal-mcp 🏠 - Signal messenger via a local signal-cli: send and receive messages, manage groups and contacts, search history, and handle attachments and reactions.
gopalrajsuresh/covalent-bond 📇 🏠 🍎 🪟 🐧 - Pair two AI coding agents on different machines over an end-to-end encrypted relay to exchange files and messages, with human consent before any file write.
gotoolkits/wecombot ☁️ - Send various types of messages to a WeCom group bot.
grzgrzgrz3/pingwa-client 🐍 ☁️ 🍎 🪟 🐧 - Two-way WhatsApp notifications for AI agents: send messages, ask questions with tap-to-answer buttons and check replies, without a Meta account.
huj28-creator/wechat-fastbridge 📇 🏠 🍎 - macOS WeChat integration: read chats, send text, files and stickers, retrieve context and monitor allowlisted chats, without screenshots or private protocols.
hannesrudolph/imessage-query-fastmcp-mcp-server 🐍 🏠 🍎 - Safe access to the iMessage database to query and analyze conversations, with phone number validation and attachment handling.
hgn/mcp-server-notmuch 🐍 🏠 🐧 🍎 - Local Maildir access via notmuch: full-text search, tag filtering, threads, attachments and unanswered-mail tracking, with optional drafts and tagging.
helbertparanhos/resend-email-mcp 📇 ☁️ 🍎 🪟 🐧 - Full Resend email API coverage plus diagnostics: deliverability analysis, DNS troubleshooting, email inspection, bounce explanations and account audits.
ictinnovations/ictpbx-mcp 📇 🏠 🍎 🪟 🐧 - Read-only access to ICTPBX, a multi-tenant IP PBX on ICTCore and FreeSWITCH: PBX statistics, extensions, DIDs, providers and tenants.
ictinnovations/pbx-mcp 📇 🏠 🍎 🪟 🐧 - Asterisk and FreeSWITCH PBX state over AMI and ESL: extensions, active channels, trunk and SIP peer status, dialplan and call history; read-only by default.
ictinnovations/ictbroadcast-mcp 📇 🏠 🍎 🪟 🐧 - ICTBroadcast voice, SMS and fax broadcasting: list campaigns and read live status and per-call results, with optional tools to start and stop campaigns.
iletimerkezi/iletimerkezi-mcp-server 🎖️ ☁️ - Send SMS, query delivery reports, manage senders and blacklists, and register and check İYS (Turkish consent registry) records via the iletiMerkezi API.
imdinu/apple-mail-mcp 🐍 🏠 🍎 - Apple Mail access: list accounts and mailboxes, fetch emails with filters, full-text search via an FTS5 index and extract attachments.
InditexTech/mcp-teams-server 🐍 ☁️ - Microsoft Teams messaging: read, post and mention, and list members and threads.
Infobip/mcp 🎖️ ☁️ - Infobip cloud communications: send and receive SMS and RCS, use WhatsApp and Viber, automate communication workflows and manage customer data.
markmnl/fmsg-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Give AI agents an address on fmsg, an open federated messaging protocol: inbox, threads, replies, reactions, attachments and waiting for new messages.
sendchamp/ai 🎖️ ☁️ - Read-only search over Sendchamp documentation for SMS, OTP verification and Africa-specific routing.
iprashantraj/mcp-discord-bridge 📇 🏠 🍎 🪟 🐧 - Manage Discord channels, messages, forums, webhooks, members, roles, threads and moderation. Also runs as a standalone bot with slash commands.
jcoulaud/shipmail-mcp 📇 ☁️ - Shipmail business email: manage custom-domain mailboxes, read and send messages, draft replies, inspect threads and automate REST API and webhook workflows.
parasxos/apple-mail-mcp 🐍 🏠 🍎 - Apple Mail with indexed full-text search, verified multi-identity sending, scheduled sends, plan-then-apply triage and a local audit ledger.
sethbang/proton-mail-mcp 📇 🏠 - Unofficial Proton Mail integration via Proton Mail Bridge: send, read, search and organize email, with dry-run bulk operations and a read-only mode.
shahabazdev/inxmail-mcp 📇 ☁️ - Manage Inxmail Commerce transactional emails: events, sendings, bounces, blocklist and blacklist, reactions and delivery tracking.
shichuanqiong/AgoraDM 🐍 ☁️ - Direct messaging for AI agents over the A2A protocol: inbox, friend list, group threads and per-friend memory for real-time chats with other people's agents.
TheSameAbramovych/qmailing-mcp-server 📇 ☁️ 🏠 🍎 🪟 🐧 - Read and send email, and manage mailboxes, custom domains and webhooks via the QMailing API.
radmail-ai/radmail-mcp ☁️ 📇 - Email system for agents: message search, importance/urgency triage, commitment follow-through and reviewable drafts, keeping financial actions human-only.
rchanllc/joltsms-mcp-server 📇 ☁️ - Provision dedicated real-SIM US phone numbers, receive and poll inbound SMS, and extract OTP codes for phone verification.
redditapis/redditapis-mcp 📇 ☁️ - Read-only Reddit API access: subreddit listings, post, comment, community and user search, comment trees and top posts.
Rheopyrin/ox-mcp 📇 🏠 🍎 🪟 🐧 - Email (IMAP/SMTP), Sieve mail filters, CalDAV calendars, CardDAV contacts and free/busy scheduling for Open-Xchange and standards-based mail platforms.
virtualsms-io/mcp-server 📇 ☁️ - Receive SMS verification codes on virtual phone numbers for services like WhatsApp, Telegram and Google: find and buy numbers and extract codes.
jagan-shanmugam/mattermost-mcp-host 🐍 🏠 - Access Mattermost teams, channels and messages, plus an MCP host running as a Mattermost bot that can use configured MCP servers.
jaimenbell/discord-mcp 🐍 ☁️ - Discord REST API: list channels, categories, roles and permission overwrites, with channel, role, guild and message management tools disabled by default.
jaipandya/producthunt-mcp-server 🐍 🏠 - Interact with Product Hunt trending posts, comments, collections, users and more.
joinly-ai/joinly 🐍 ☁️ - Send bots to browser-based meetings (Zoom, Teams, Google Meet) to gather live transcripts, speak text and post in the meeting chat.
kushneryk/join.cloud 📇 ☁️ 🏠 - Collaboration rooms for AI agents: create and join rooms and exchange real-time messages over MCP or A2A. Self-hostable.
jtalk22/slack-mcp-server 📇 ☁️ 🏠 🍎 🪟 🐧 - Slack DMs, channels, threads and search without an OAuth app or admin approval.
JulienRabault/icloud-mcp 🐍 🏠 🍎 🪟 🐧 - iCloud Mail over IMAP and SMTP: search all folders, rebuild threads, save attachments, draft replies and file messages by rule, without marking mail as read.
keturiosakys/bluesky-context-server 📇 ☁️ - Query and interact with Bluesky instances.
khan2a/telephony-mcp-server 🐍 - Telephony via Vonage APIs: automate voice calls with speech-to-text call summaries, send and receive SMS, and detect voicemail.
kojott/mailmcp-dist 📇 ☁️ 🏠 🍎 🪟 🐧 - Self-hosted email for multiple Gmail, iCloud, Fastmail or IMAP/SMTP accounts: search, read, threaded replies, drafts, allowlisted sending and attachments.
korotovsky/slack-mcp-server 📇 ☁️ - Slack workspace integration.
krystiangw/meet-live-assist-extension 📇 🏠 🍎 🪟 🐧 - Bring an agent into live Google Meet or Zoom calls via a Chrome extension: read captions, answer in a side panel, post to chat and view shared screens.
kudosity/mcp 🎖️ 📇 ☁️ - Kudosity SMS, MMS and WhatsApp messaging: send messages, get delivery reports and replies, manage contacts and lists, configure webhooks and check balance.
lanchuske/local-mcp 📇 🏠 🍎 - Local access to macOS apps: Mail, Calendar, Contacts, Reminders, Notes, iMessage, Finder, Safari, OmniFocus, Teams, Outlook, OneDrive and Office documents.
leshchenko1979/fast-mcp-telegram 🐍 ☁️ 🏠 🍎 🪟 🐧 - Telegram access with direct API calls, multi-user auth, an HTTP-MTProto bridge, file attachments and voice transcription.
lettio-eu/mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Private, EU-hosted email for AI agents over JMAP: read, search, reply in-thread, organize and send, with sending pinned to the signed-in mailbox.
lharries/whatsapp-mcp 🐍 🏎️ - Search personal WhatsApp messages and contacts, and send messages to individuals or groups.
LimzoCom/limzo-mcp 🎖️ 📇 ☁️ - Read-only stats for public Telegram groups tracked by the Limzo anti-spam bot: leaderboards, activity trends, member levels and moderation summaries.
liuboacean/agent-comm-hub 📇 🏠 🍎 🪟 🐧 - Multi-agent communication hub with real-time messaging, task scheduling, shared memory, trust-based evolution and role-based access control.
nakulben/whatsapp-mcp 🐍 ☁️ - Manage WhatsApp Business message templates via the Meta Cloud API: create, validate and send all template types, including carousel, catalog and flows.
line/line-bot-mcp-server 🎖 📇 ☁️ - Integrate with a LINE Official Account.
littlebearapps/outlook-assistant 📇 ☁️ - Search an Outlook inbox, send emails, schedule meetings, manage contacts and configure mailbox settings.
loicfontaine-max/qorami-sdk 📇 ☁️ - Check an email before an AI agent sends it: returns send, ask-a-human or block, with machine reason codes and prompt-injection detection.
Leximo-AI/leximo-ai-call-assistant-mcp-server 📇 ☁️ - Have an AI make phone calls on your behalf: book reservations, schedule appointments and view call transcripts.
ma2no4413/outlook-mcp 🐍 🏠 🍎 🪟 🐧 - Restructure large Outlook/Hotmail mailboxes: move folder subtrees, bulk move and mark-read with dry-run previews, and manage inbox rules. Cannot send mail.
madbonez/caldav-mcp 🐍 ☁️ - CalDAV calendars on any server (Yandex, Google, Nextcloud, iCloud and more): create events with recurrence, attendees and reminders, and search events.
MailFlat/mailflat-sdks 🐍 ☁️ - Email inboxes for agents that return one-time codes as a field. Addresses are permanent; messages expire after a configurable retention window.
marlinjai/email-mcp 📇 ☁️ 🏠 - Unified email across Gmail, Outlook, iCloud and generic IMAP/SMTP: search, send, organize and batch-manage messages, with encrypted credential storage.
Metaverse-Cloud/engagelab-email-mcp 📇 ☁️ - Send, receive, monitor and reply to email with thread context via EngageLab Email.
marras0914/agent-toolbelt 📇 ☁️ - Utility API tools for agents: schema generation, text extraction, token counting, regex and cron building, prompt optimization, web summarization and more.
mohitbadwal/ringback 🐍 🏠 🍎 - Lets the LLM reach you by phone: live, interruptible voice calls and tiered alerts over self-hosted SIP, with whisper.cpp speech-to-text and macOS TTS.
multimail-dev/mcp-server 📇 ☁️ - Email for AI agents: send and receive as Markdown with configurable human oversight (monitor, gate or fully autonomous).
ni-c/carddav-mcp 📇 🏠 ☁️ - Contacts, groups and photos on any CardDAV server (Radicale, Baikal, Nextcloud, Fastmail, iCloud), with ETag-guarded writes and an address book allowlist.
ni-c/caldav-mcp 📇 🏠 ☁️ - Events, tasks and journal entries on any CalDAV server (Radicale, Nextcloud, Fastmail, iCloud), with a calendar allowlist and approval for series changes.
Sequenzy/mcp 📇 ☁️ 🍎 🪟 🐧 - Sequenzy email marketing automation: manage subscribers, lists, segments, templates, campaigns, sequences, transactional emails and analytics.
aeoess/mingle-mcp 📇 ☁️ - Agent-to-agent networking: your agent publishes what you need and matches with other people's agents, and both humans approve before connecting.
mouse114514/Xadeus-QQ-MCP 🐍 🏠 🪟 🐧 - Control QQ via NapCatQQ (OneBot v11): send and receive messages, manage groups and wake the agent on incoming messages.
MrGo2/icloud-mcp 📇 🏠 ☁️ 🍎 - Apple Mail, Calendar, Contacts, Reminders, Notes, Messages and Safari via AppleScript on macOS, or iCloud over IMAP, CalDAV and CardDAV elsewhere.
ni-c/smtp-mcp 📇 🏠 🍎 🪟 🐧 - Send, reply to and forward mail over SMTP, restricted to a recipient allowlist, with each message approved by a person before sending.
openagentemail/openagentemail 📇 🏠 🍎 🪟 🐧 - Self-hosted email for AI agents: mailboxes on your own domain, OTP and verification-link extraction, waiting for new mail, and a web dashboard.
ni-c/ntfy-mcp 📇 ☁️ 🏠 - Send push notifications through ntfy, read back sent messages, update a notification in place while a job runs, and administer users and topic access.
OrygnsCode/Omnicord 📇 🏠 🍎 🪟 🐧 - Discord chat, moderation, automod, events and administration, including building a server from a description, with confirmation for destructive actions.
overpod/mcp-telegram 📇 🏠 🍎 🪟 🐧 - Telegram via MTProto: read chats, search messages, download media and manage contacts, with QR code login.
OverQuotaAI/chatterboxio-mcp-server 📇 ☁️ - Send ChatterBox bots to Zoom and Google Meet meetings and get transcripts and recordings.
paigy-ai/mcp 📇 ☁️ - Call, text or push-notify the user's phone when an agent needs input mid-task, and let them reply by voice.
PhononX/cv-mcp-server 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - Create and manage Carbon Voice voice messages, conversations, direct messages, folders, voice memos and AI actions.
Pingfyr/mcp 🎖️ 📇 ☁️ - Schedule reminders, notifications and webhooks with the Pingfyr scheduled delivery API.
platfone-com/mcp 📇 ☁️ 🏠 - Rent virtual phone numbers worldwide, receive SMS and manage the full activation lifecycle via Platfone.
PostcardBot/mcp-server 📇 ☁️ - Send physical postcards worldwide, individually or in bulk.
PaSympa/discord-mcp 📇 🏠 🍎 🪟 🐧 - Multi-guild Discord management: messages, channels, roles, forums, webhooks and moderation.
Py2755/aiogram-mcp 🐍 ☁️ - Middleware exposing aiogram Telegram bots via MCP: messaging, rich media, moderation, keyboards, real-time events, rate limiting, permissions and audit logs.
qq418716640/botbell-mcp 📇 ☁️ - Send push notifications to iPhone, iPad and Mac via BotBell, with two-way replies, action buttons, Markdown and multi-bot management.
saseq/discord-mcp ☕ 📇 🏠 🍎 🪟 🐧 - Interact with Discord and automate tasks.
sawa-zen/vrchat-mcp 📇 🏠 - Interact with the VRChat API: retrieve information about friends, worlds, avatars and more.
Sealjay/mcp-hey 📇 🏠 🍎 - Local access to Hey.com email via a cached session: read, search, send, reply and manage the Screener.
Sendmux/sendmux-sdk 🐍 ☁️ 🏠 - Email inboxes for AI agents via Sendmux: receive, search and send mail.
serhiizghama/viber-mcp 📇 ☁️ - Viber Bot REST API: send text, media, files, locations and contacts, broadcast messages, manage webhooks and inspect account and user details.
SirGreed808/zoho-mail-mcp 📇 🏠 - Read, search and send email with Zoho Mail.
softeria/ms-365-mcp-server 📇 ☁️ - Connect to Microsoft Office and the Microsoft 365 suite via the Graph API, including Outlook mail, files, Excel and calendar.
sounny/sounnyforms-mcp 🎖️ 📇 ☁️ 🏠 - Serverless form backend, lead triage and contact form generator for static sites, React and JAMstack apps.
Spix-HQ/spix-mcp 🐍 ☁️ - Phone numbers and voice for AI agents: make and receive calls, send email and manage contacts.
tecnologicachile/mail-mcp 🦀 ☁️ 🍎 🪟 🐧 - Multi-account email over IMAP, SMTP, Exchange Web Services and Microsoft Graph: read, search, send, reply, forward, bulk operations and attachment downloads.
teddyzxcv/ntfy-mcp - Send notifications to your phone using ntfy.
liagha/termgram 🦀 🏠 🍎 🪟 🐧 - Terminal Telegram client over MTProto: CLI for messages, media and contacts, plus an MCP server that sends notifications when new messages arrive.
textbee/textbee-mcp 📇 🏠 ☁️ 🍎 🪟 🐧 - Send and read SMS through your own Android phone via textbee, the open-source SMS gateway, including replies, codes and delivery status.
tlennon-ie/neurodock 🐍 🏠 ☁️ - Tools for neurodivergent professionals: corporate-ambiguity translator, planner, and a guardrail against amplifying rumination, hyperfocus or sycophancy.
userad/didlogic_mcp 🐍 ☁️ - Manage DIDLogic SIP endpoints, numbers and destinations.
vaemail/vaemail-mcp 📇 ☁️ - Send transactional email, authenticate sending domains, track delivery and diagnose deliverability, with scoped API keys and dry-run mode.
wyattjoh/imessage-mcp 📇 🏠 🍎 - Read iMessage data on macOS.
wyattjoh/jmap-mcp 📇 ☁️ - Interact with JMAP (JSON Meta Application Protocol) email servers.
wazionapps/mcp-server 📇 ☁️ - WhatsApp Business tools: send messages, automate workflows, run campaigns and manage CRM.
webtoolbox/websitetoolbox-mcp 📇 🏠 - Manage Website Toolbox forums via the Forum REST API: categories, topics, posts, users, user groups, conversations, moderators, tags and page views.
wildsurfer/your-mail-mcp 🏎️ 🏠 🍎 🪟 🐧 - Read-only, self-hosted search over multiple IMAP accounts, mirrored by mbsync into a local notmuch index. Cannot send, delete or move mail.
windborne/zulipmcp 🐍 ☁️ - Run AI agents in Zulip as @mentionable bots or connect Zulip to any MCP client, with real-time listening, session management and file handling.
yjcho9317/nworks 📇 🏠 🍎 🪟 🐧 - Manage NAVER WORKS messages, calendar, drive, mail, tasks and boards, also available as a CLI.
YS-projectcalc/agent-cold-email 🎖️ 📇 ☁️ - Coldrig cold-email infrastructure run by your agent: buy domains, provision mailboxes, warm up, run sequences and handle replies.
zcaceres/gtasks-mcp 📇 ☁️ - Manage Google Tasks.
ztxtxwd/open-feishu-mcp-server 📇 ☁️ 🏠 - Feishu document management with built-in Feishu OAuth: create blocks, update content and more.
loglux/whatsapp-mcp-stream 📇 🏠 🍎 🪟 🐧 - WhatsApp integration with a web admin UI (QR login, status, settings), two-way media upload and download, and SQLite persistence.
Zacccck/Claude-MCP-Read-Email-Attachments 📇 ☁️ 🏠 🪟 - Read Outlook email attachments via Microsoft Graph, parsing PDF, Word (including embedded images), Excel and text files into structured content.
zerodrop-dev/zerodrop-mcp 📇 ☁️ - Disposable email inboxes for AI agents with automatic OTP and magic-link extraction, for testing signups and auth flows.
starnikovoleg/tgatlas-mcp 📇 🏠 - Public Telegram channels without a user session: channel profiles, posts with view and forward counts, discussion threads and recommended channels.

🗣️ Conversational AI

Tools for building and operating AI conversation agents that hold structured dialogues with end users.

TsvetanG2/cognigy-ai-mcp-management-server 📇 - Manage and automate the Cognigy.AI conversational AI platform: flows, agents, snapshots, NLU, functions and deployment.
bodyegypt/lobbyvoices-mcp 🎖️ ☁️ - Tools from Lobby, an AI receptionist for small businesses: write phone scripts and IVR menus, generate ElevenLabs agent prompts and role-play calls.
puspoaditya/cloudflare-workers-ai-mcp 📇 ☁️ 🍎 🪟 🐧 - Cloudflare Workers AI inference: LLM chat completions (Llama, Qwen, DeepSeek), BGE text embeddings and Flux image generation.
Perspective-AI/mcp 🎖️ 📇 ☁️ - Design Perspective AI conversation agents that replace static forms, analyze conversations, deploy embeds and automate follow-ups.
guillaumehussong/standard-vocal-mcp 📇 🏠 - Build and test Vapi phone agents: vertical templates, self-testing agents, audio forensics, prompt versioning and CI regression gates.

🔑 Cryptography

Tools for encrypting and decrypting data.

degenlegion-com/waxseal-sdk 📇 ☁️ 🏠 - On-chain Ed25519 identity for AI agents: verify seals by fingerprint, validate document signatures and gate irreversible actions behind human-signed approvals.
denismaggior8/enigma-python-mcp 🐍 ☁️ 🏠 🍎 🪟 🐧 - Encrypt and decrypt messages with historically accurate Enigma machine emulators from the enigmapython library.
ogasurfproject-jpg/horizon-shield 📇 ☁️ - Verify AI-agent evidence records on the Bitcoin-anchored JIDEC ledger: fetch record bytes, recompute the SHA-256 and check the OpenTimestamps timestamp.
laszlopere/mcp-bytesmith 🐍 🏠 - Offline byte toolbox: hex/Base64/Base58 encoding, cryptographic and CRC hashing, base conversion, secure tokens, plus optional Ethereum/EVM tools.
Fulcrum-Enterprises/verify-proof 🐍 🏠 🍎 🪟 🐧 - Verify blockchain-anchored timestamp proofs locally: recompute a file's SHA-256, walk the Merkle path and check the anchor on Polygon or Bitcoin.

👤 Customer Data Platforms

Provides access to customer profiles inside of customer data platforms

Aleksey-Panf/b2b-enrichment-mcp 🐍 ☁️ - B2B lead enrichment via Hunter.io and Apollo: email discovery, domain search, company data and contact verification.
azmartone67/dchub-mcp-server 📇 ☁️ - Data center, power and gas intelligence from DC Hub: facilities, US power market scores, M&A deals, ISO grid telemetry, fiber routes and energy prices.
antv/mcp-server-chart 🎖️ 📇 ☁️ - Generate visual charts using AntV.
bouncewatch/mcp 🎖️ ☁️ - Track company events such as funding, senior hires, partnerships and expansion, with dated, weighted signals, natural-language queries and watch alerts.
ckalima/pipedrive-mcp-server 📇 ☁️ - Manage Pipedrive CRM deals, persons, organizations, activities, products, projects, tasks, leads, notes and mail, with opt-in delete tools.
echoloc-ai/echoloc-mcp 🎖️ 🐍 ☁️ - Company technographics from hiring data: find companies adopting, replacing or evaluating technologies and enrich domains with firmographics and hiring signals.
hustcc/mcp-echarts 📇 🏠 - Generate visual charts dynamically using Apache ECharts.
hustcc/mcp-mermaid 📇 🏠 - Generate Mermaid diagrams and charts dynamically.
ictinnovations/ictcrm-mcp 📇 🏠 🍎 🪟 🐧 - ICTCRM, an open-source CRM with built-in telephony: read contact groups, with opt-in tools to create and delete contacts and add them to calling campaigns.
iaptic/mcp-server-iaptic 🎖️ 📇 ☁️ - Ask iaptic about customer purchases, transaction data and app revenue statistics.
embeddedlayers/mcp-analytics 🐍 ☁️ - Statistical analysis, forecasting and ML on CSV files or live data from Shopify, Stripe, GA4 and more, with interactive HTML reports.
mambalabsdev/mcp-icp-fit-scorer 📇 ☁️ - Score a company against a weighted ideal customer profile, returning a 0-100 score, an A/B/C tier and a per-signal breakdown.
OpenDataMCP/OpenDataMCP 🐍 ☁️ - Connect any open data source to LLMs.
QuackbackIO/quackback 📇 ☁️ - Open-source customer feedback platform: search and triage posts, update statuses, comment, vote, manage roadmaps, merge duplicates and publish changelogs.
sergehuber/inoyu-mcp-unomi-server 📇 ☁️ - Access and update profiles on an Apache Unomi CDP server.
skippedaga/yanifend-mcp ☕ ☁️ - Manage questions and options of YaniFend, a WordPress feedback widget, and read collected answers.
lionkiii/google-searchconsole-mcp 📇 🏠 - Google Search Console SEO tools: search analytics, URL inspection, sitemap management, keyword opportunities, brand analysis and performance comparison.
saurabhsharma2u/search-console-mcp - Interact with Google Search Console and Bing Webmaster Tools.

🗄️ Databases

Secure database access with schema inspection capabilities. Enables querying and analyzing data with configurable security controls including read-only access.

dockndevai/mcp-percona-pg 📇 🏠 🍎 🪟 🐧 - Manage Percona Operator for PostgreSQL clusters: PgBouncer pooling, tuning, backups and PITR, DR and major upgrades, with gated destructive actions.
dockndevai/mcp-clickhouse 📇 🏠 🍎 🪟 🐧 - ClickHouse schema exploration, analytical queries and management, with statements gated by access mode, row caps and auditing.
agenticfabriq/mnemiq 🐍 🏠 🍎 🪟 🐧 - Natural-language questions over Postgres, Oracle, Snowflake, Databricks, DuckDB and SQLite; generated SQL is validated deterministically before running.
AIops-tools/Postgres-AIops 🐍 🏠 - Governed PostgreSQL DBA operations: slow-query, bloat and lock analysis, index management, vacuum and replication lag, with audit logs and rollback.
Aiven-Open/mcp-aiven 🐍 ☁️ 🎖️ - Navigate Aiven projects and interact with PostgreSQL, Apache Kafka, ClickHouse and OpenSearch services.
alexanderzuev/supabase-mcp-server - Execute SQL queries and explore Supabase databases.
aliyun/alibabacloud-tablestore-mcp-server ☕ 🐍 ☁️ - Alibaba Cloud Tablestore: add documents and search them semantically by vectors and scalars, suited to serverless RAG.
amineelkouhen/mcp-cockroachdb 🐍 ☁️ - Manage, monitor and query data in CockroachDB.
andyWang1688/sql-query-mcp 🐍 🏠 - Work with PostgreSQL and MySQL within clear boundaries: schema discovery, sampling, read-only queries and query-plan inspection.
antonorlov/mcp-postgres-server 📇 🏠 ☁️ 🍎 🪟 🐧 - Access PostgreSQL databases, including those behind an SSH bastion.
appwrite/mcp 🎖️ 🐍 ☁️ - Manage Appwrite databases, auth, users, functions, storage, messaging and more.
ArcadeData/arcadedb 🎖️ ☕ 🏠 - Built into ArcadeDB, a multi-model database (graph, document, key-value, time-series, vector) with SQL, Cypher, Gremlin and MongoDB QL support.
Arun-kc/schemabrain 🐍 🏠 🍎 🪟 🐧 - Read-only Postgres access with SQL compiled from your own definitions, PII refusal and a tamper-evident audit chain.
astandrik/local-ydb-toolkit 📇 🏠 - Operate Docker-based local-ydb deployments locally or over SSH: bootstrap, diagnostics, auth hardening, storage workflows, dump/restore and upgrades.
benborla29/mcp-server-mysql ☁️ 🏠 - MySQL database integration with configurable access controls and schema inspection.
bram2w/baserow - Baserow database integration: search and list tables, and create, read, update and delete rows.
c4pt0r/mcp-server-tidb 🐍 ☁️ - TiDB database integration with schema inspection and query capabilities.
centralmind/gateway 🏎️ 🏠 🍎 🪟 - Automatically generate APIs from database schema and data for PostgreSQL, ClickHouse, MySQL, Snowflake, BigQuery and Supabase.
ChristianHinge/dicom-mcp 🐍 ☁️ 🏠 - DICOM integration to query, read and move medical images and reports from PACS and other DICOM-compliant systems.
chroma-core/chroma-mcp 🎖️ 🐍 ☁️ 🏠 - Access local and cloud Chroma instances for retrieval.
ClickHouse/mcp-clickhouse 🐍 ☁️ - ClickHouse database integration with schema inspection and query capabilities.
codeurali/mcp-dataverse 📇 🏠 ☁️ - Microsoft Dataverse: entity CRUD, FetchXML and OData queries, metadata inspection, workflow execution, audit logs and Power Platform integration.
confluentinc/mcp-confluent 🐍 ☁️ - Confluent integration to interact with Confluent Kafka and Confluent Cloud REST APIs.
corebasehq/coremcp 🏎️ ☁️ 🏠 - Tunnel-based bridge connecting local and on-premise databases (such as MSSQL) to LLMs, with AST-based query safety and PII masking.
Couchbase-Ecosystem/mcp-server-couchbase 🎖️ 🐍 ☁️ 🏠 - Unified access to Couchbase Capella and self-managed clusters for document operations, SQL++ queries and natural-language data analysis.
cr7258/elasticsearch-mcp-server 🐍 🏠 - Interact with Elasticsearch.
crystaldba/postgres-mcp 🐍 🏠 - Postgres development and operations: performance analysis, tuning and health checks.
cvelasquez/mcp-sqlserver 📇 🏠 ☁️ - Manage many SQL Server instances from one config, grouped by client or environment, with execution plans, index audits and stored-procedure analysis.
datacharter/datacharter 🐍 🏠 - Local, contract-governed federation across files and databases (Postgres, Snowflake, BigQuery, DuckDB, Excel) with read-only guards and PII masking.
Dataring-engineering/mcp-server-trino 🐍 ☁️ - Query and access data in Trino clusters.
davewind/mysql-mcp-server 🏎️ 🏠 - Read-only MySQL database access.
designcomputer/mysql_mcp_server 🐍 🏠 - MySQL database integration with configurable access controls, schema inspection and security guidelines.
devopam/MCPg 🐍 🏠 ☁️ 🍎 🪟 🐧 - PostgreSQL catalog introspection, AST-validated query execution, index tuning, natural-language SQL, and pgvector, TimescaleDB and AGE integrations.
domdomegg/airtable-mcp-server 📇 🏠 - Airtable database integration with schema inspection, read and write capabilities.
edwinbernadus/nocodb-mcp-server 📇 ☁️ - NocoDB database integration with read and write capabilities.
ergut/mcp-bigquery-server 📇 ☁️ - Access and query Google BigQuery databases.
Eszetael/postgres-mcp-hardened 🦀 🏠 ☁️ 🍎 🪟 🐧 - Read-only PostgreSQL access: AST-validated queries in read-only transactions, schema inspection, column redaction, EXPLAIN cost guard and audit log.
f4ww4z/mcp-mysql-server 📇 🏠 - MySQL database integration for secure database operations.
ferrants/memvid-mcp-server 🐍 🏠 - Local server for memvid storage and semantic search.
fireproof-storage/mcp-database-server 📇 ☁️ - Fireproof ledger database with multi-user sync.
Michael2150/flamerobin-mcp-server #️⃣ 🏠 🪟 - Access Firebird databases registered in FlameRobin: schema introspection, DDL/DML execution, execution plans and missing index analysis.
freema/mcp-gsheets 📇 ☁️ - Google Sheets API integration for reading, writing, formatting and sheet management.
FreePeak/db-mcp-server 🏎️ 🏠 - MySQL and PostgreSQL access: query execution, transaction management, schema exploration, query building and performance analysis.
FROWNINGdev/django-orm-lens 🐍 🏠 🍎 🪟 🐧 - Static analysis of Django ORM schemas without a database: models, relationships, migration dependencies, missing indexes, ER diagrams and signal graphs.
furey/mongodb-lens 📇 🏠 - Full-featured MongoDB database integration.
gannonh/firebase-mcp ☁️ - Firebase services including Auth, Firestore and Storage.
get-convex/convex-backend 📇 ☁️ - Convex database integration to introspect tables and functions and run one-off queries.
gigamori/mcp-run-sql-connectorx 🐍 ☁️ 🏠 🍎 🪟 🐧 - Execute SQL via ConnectorX and stream results to CSV or Parquet files, supporting PostgreSQL, MariaDB, BigQuery, Redshift, SQL Server and more.
googleapis/genai-toolbox 🏎️ ☁️ - Open-source server providing easy, fast and secure database tools.
GreptimeTeam/greptimedb-mcp-server 🐍 🏠 - Query GreptimeDB.
hannesrudolph/sqlite-explorer-fastmcp-mcp-server 🐍 🏠 - Safe, read-only access to explore and query SQLite databases, with query validation.
henilcalagiya/google-sheets-mcp 🐍 🏠 - Google Sheets automation tools.
hydrolix/mcp-hydrolix 🎖️ 🐍 ☁️ - Hydrolix time-series datalake integration with schema exploration and query capabilities.
idoru/influxdb-mcp-server 📇 ☁️ 🏠 - Run queries against the InfluxDB OSS API v2.
infino-ai/infino-mcp 🎖️ 📇 🏠 - Retrieval over your own data with Infino (BM25 full-text, vector, hybrid and SQL), an embedded engine on Apache Parquet over object storage.
InfluxData/influxdb3_mcp_server 🎖️ 📇 🏠 ☁️ - Interact with InfluxDB 3 Core, Enterprise and Cloud Dedicated.
igorolv/jdbc-mcp-server ☕ 🏠 🍎 🪟 🐧 - Read-only access to PostgreSQL, Oracle and SQL Server via JDBC: schema discovery, query validation, execution plans, benchmarking and index analysis.
izzzzzi/izTolkMcp 📇 🏠 - Compile, syntax-check and generate deployment deeplinks for TON smart contracts with the Tolk compiler.
isaacwasserman/mcp-snowflake-server 🐍 ☁️ - Snowflake integration with read and optional write operations, plus insight tracking.
iunera/druid-mcp-server ☕ ☁️ 🏠 - Manage and analyze Apache Druid clusters with tools, resources and prompts.
Janadasroor/pg-mnemosyne-mcp 🐍 🏠 - PostgreSQL-backed persistent memory, task tracker and multi-agent coordination hub for AI assistants.
JaviMaligno/postgres_mcp 🐍 🏠 - PostgreSQL querying, schema exploration and table analysis, read-only by default with SQL injection prevention.
joshuarileydev/supabase-mcp-server - Create and manage Supabase projects and organizations.
jovezhong/mcp-timeplus 🐍 ☁️ - Apache Kafka and Timeplus: list topics, poll messages, save Kafka data locally and query streaming data with SQL via Timeplus.
jparkerweb/mcp-sqlite 📇 🏠 - Interact with SQLite databases.
KashiwaByte/vikingdb-mcp-server 🐍 ☁️ - VikingDB integration: collection and index info, vector storage and search.
kiliczsh/mcp-mongo-server 📇 🏠 - MongoDB database integration.
kosminus/querywise-mcp 🐍 🏠 - Query SQLite, PostgreSQL, BigQuery and Databricks in natural language through a business semantic layer: glossary, metrics and a data dictionary.
ktanaka101/mcp-server-duckdb 🐍 🏠 - DuckDB database integration with schema inspection and query capabilities.
lintbase/lintbase-mcp 📇 🏠 - Firestore schema context for coding agents: scans live collections and returns real field names, types and presence rates to prevent hallucinated queries.
LucasHild/mcp-server-bigquery 🐍 ☁️ - BigQuery database integration with schema inspection and query capabilities.
memgraph/mcp-memgraph 🐍 🏠 - Run queries against Memgraph and access its schema.
mbentham/SqlAugur #️⃣ 🏠 🪟 🐧 - Read-only SQL Server access with AST-based query validation, schema exploration, ER diagrams and DBA toolkits like First Responder Kit and sp_WhoIsActive.
mickelsamuel/migrationpilot 📇 🏠 - Check PostgreSQL migrations against lock-safety rules before an agent applies them, offline and without a database.
mahAnuj/mcp-multi-db 📇 🏠 - Unified read-only tools for PostgreSQL, MySQL and SQLite: list databases and tables, describe tables and run queries, enforced at SQL and database level.
montumodi/mongodb-atlas-mcp-server 📇 ☁️ 🪟 🍎 🐧 - Access the MongoDB Atlas API.
neo4j-contrib/mcp-neo4j 🐍 🏠 - Neo4j integration: run queries, use Neo4j as knowledge graph memory and manage Neo4j Aura instances.
neondatabase/mcp-server-neon 📇 ☁️ - Create and manage Postgres databases with Neon Serverless Postgres.
niledatabase/nile-mcp-server - Manage and query Nile Postgres databases, tenants, users and auth.
nlqueries/nlqueries 🐍 🏠 - Self-hosted natural-language-to-SQL engine with validation for PostgreSQL, MySQL, Snowflake, BigQuery and DuckDB, plus document QA and semantic caching.
openlink/mcp-server-jdbc 🐍 🏠 - Generic database (DBMS) connectivity via JDBC.
openlink/mcp-server-odbc 🐍 🏠 - Generic database (DBMS) connectivity via ODBC.
openlink/mcp-server-sqlalchemy 🐍 🏠 - Generic database (DBMS) connectivity via SQLAlchemy using pyodbc.
ofershap/mcp-server-sqlite 📇 🏠 - SQLite operations: query databases, inspect schemas, explain queries and export data.
pab1it0/adx-mcp-server 🐍 ☁️ - Query and analyze Azure Data Explorer databases.
pab1it0/prometheus-mcp-server 🐍 ☁️ - Query and analyze Prometheus, the open-source monitoring system.
pgtuner_mcp 🐍 - PostgreSQL performance tuning.
pilat/mcp-datalink 📇 🏠 - Secure access to PostgreSQL, MySQL and SQLite databases with parameterized queries and schema inspection.
planetscale/mcp - Built into the PlanetScale CLI: direct access to your PlanetScale databases.
qdrant/mcp-server-qdrant 🐍 🏠 - Qdrant integration.
QuantGeekDev/mongo-mcp 📇 🏠 - MongoDB integration for interacting directly with databases.
quarkiverse/mcp-server-jdbc ☕ 🏠 - Connect to any JDBC-compatible database to query, insert, update, delete and more.
questdb/mcp-server-questdb 🎖️ 📇 🏠 - Drive the QuestDB Web Console: notebook cells, SQL queries and charts on live time-series data.
rashidazarang/airtable-mcp 🐍 ☁️ - Airtable integration: query, create, update and delete records, manage bases, tables and schemas, filter records and migrate data.
Yusufihsangorgel/queue-inspector-mcp 📇 🏠 - Inspect and operate Redis-backed Asynq and BullMQ job queues: per-state counts, decoded job payloads and errors, retry and delete, with a read-only mode.
redis/mcp-redis 🐍 🏠 - Manage and search data in Redis.
Rheopyrin/db-access-mcp 📇 🏠 🍎 🪟 🐧 - Query PostgreSQL, MySQL, Redshift and SQL Server over SSH or AWS SSM tunnels, with read-only enforcement, confined exports and pluggable secret providers.
Rufflet/mysql-legacy-mcp 📇 🏠 🍎 🪟 🐧 - Access legacy MySQL 5.0 to 5.6 databases: schema inspection and SELECT by default, with opt-in INSERT, UPDATE, DELETE and DDL.
runekaagaard/mcp-alchemy 🐍 🏠 - Access PostgreSQL, MySQL, MariaDB, SQLite, Oracle, SQL Server and more via SQLAlchemy, with schema and relationship inspection and large dataset analysis.
narekmalk/safedb-mcp ☁️ 🏠 - Safe, read-only database access with SQL guardrails, table allowlists, PII masking and audit logs.
s2-streamstore/mcp 🎖️ 🐍 ☁️ - Interact with the S2 serverless stream platform.
schemacrawler/SchemaCrawler-MCP-Server-Usage 🎖️ ☕ - Connect to any relational database to get valid SQL and ask questions about the schema, such as what a column prefix means.
seedfast-ai/seedfast-mcp 🎖️ 🏠 - Fill a PostgreSQL database with synthetic test data generated from its live schema: plan, run and track seeds without production data.
seob717/redash-mcp 📇 🏠 - Redash integration: natural-language SQL with safety guards and PII detection, table selection, saved queries, dashboards, widgets and alerts.
SidneyBissoli/ibge-br-mcp 📇 ☁️ - Brazilian IBGE data: demographics, geography and economics, including localities, SIDRA tables, census data, population projections and geographic meshes.
slotix/dbconvert-streams-public 🎖️ 🏎️ 🏠 🍎 🪟 🐧 - Read-only SQL across PostgreSQL, MySQL, S3-compatible storage and Parquet/CSV/JSON files, with cross-source joins federated by DuckDB.
skysqlinc/skysql-mcp 🎖️ ☁️ - Launch and delete serverless MariaDB Cloud databases, execute SQL and use database-level AI agents for text-to-SQL and conversations.
Snowflake-Labs/mcp 🐍 ☁️ - Snowflake: prompt Cortex Agents, query structured and unstructured data, manage objects, run SQL and query semantic views, with RBAC and CRUD controls.
sqemo/sqemo-mcp 📇 🏠 ☁️ - Design ERDs following naming standards: edit entities and relationships, import/export SQL and DBML, and diff the model against a live database.
srmadscience/mcpdbwizard-open ☕ 🏠 🍎 🪟 🐧 - Generate a Java MCP server exposing only selected Oracle PL/SQL packages, tables, sequences and SQL statements as typed tools, with no generic SQL tool.
subnetmarco/pgmcp 🏎️ 🏠 - Natural-language queries for any PostgreSQL database, with automatic streaming and read-only safety.
supabase-community/supabase-mcp 🎖️ 📇 ☁️ - Connect to your Supabase project to manage tables, fetch config and query data.
SurajKGoyal/amnesic 🐍 🏠 🍎 🪟 🐧 - Persistent schema memory for PostgreSQL, MySQL, MSSQL and SQLite: table and column annotations, a foreign-key graph and searchable notes. Read-only.
TheRaLabs/legion-mcp 🐍 🏠 - Multi-database access for PostgreSQL, Redshift, CockroachDB, MySQL, RDS MySQL, SQL Server, BigQuery, Oracle and SQLite.
ThinAirTelematics/thinair-data 📇 ☁️ - Dialect-aware tools for PostgreSQL, MySQL and SQL Server: queries, schema introspection, optimization, migrations and PII scanning.
tradercjz/dolphindb-mcp-server 🐍 ☁️ - DolphinDB database integration with schema inspection and query capabilities.
tuannvm/mcp-trino 🏎️ ☁️ - Trino integration.
ugurcl/dbridge-mcp 📇 🏠 🍎 🪟 🐧 - Query SQLite, PostgreSQL and MySQL in plain language, read-only, with column hiding and masking, row caps, timeouts, cost-based rejection and rate limiting.
GetMystAdmin/urdb-mcp 📇 🏠 - Search URDB's product integrity database for integrity scores, enshittification events and change tracking across consumer products.
VictoriaMetrics-Community/mcp-victorialogs 🎖️ 🏎️ 🏠 - Integration with VictoriaLogs APIs and documentation for working with logs and debugging VictoriaLogs instances.
weaviate/mcp-server-weaviate 🐍 📇 ☁️ - Use Weaviate collections as a knowledge base and as a chat memory store.
wenb1n-dev/mysql_mcp_server_pro 🐍 🏠 - MySQL CRUD plus database anomaly analysis and role-based permission control, with easily extensible custom tools.
wenb1n-dev/SmartDB_MCP 🐍 🏠 - Connect to multiple databases at once (MySQL, PostgreSQL, SQL Server, MariaDB, Dameng, Oracle) for operations, health analysis and SQL optimization.
wenerme/wener-mssql-mcp 📇 🏠 - MSSQL database integration with schema inspection and query capabilities.
xexr/mcp-libsql 📇 🏠 ☁️ - Security and management tools for libSQL databases.
XGenerationLab/xiyan_mcp_server 📇 ☁️ - Fetch data from databases with natural-language queries, using XiyanSQL as the text-to-SQL model.
xing5/mcp-google-sheets 🐍 ☁️ - Create, read, update and manage spreadsheets through the Google Sheets API.
yannbrrd/simple_snowflake_mcp 🐍 ☁️ - Snowflake access that works behind a corporate proxy, with read and optional write operations.
ydb/ydb-mcp 🎖️ 🐍 ☁️ - Interact with YDB databases.
yimindev/dati ☕ ☁️ - Semantic gateway that turns common databases into MCP services, enriched with business metadata and parameterized SQL tools.
yincongcyincong/VictoriaMetrics-mcp-server 🐍 🏠 - Interact with the VictoriaMetrics database.
rafim-dev/schema-bridge-mcp 📇 🏠 🍎 🪟 🐧 - Compile SQL and Prisma schemas to Zod, TypeScript and Pydantic, and generate realistic synthetic mock API data.
Zhwt/go-mcp-mysql 🏎️ 🏠 - MySQL access with a configurable read-only mode and schema inspection.
zilliztech/mcp-server-milvus 🐍 🏠 ☁️ - Interact with Milvus and Zilliz databases.
wklee610/kafka-mcp 🐍 🏠 ☁️ - Inspect Apache Kafka topics and consumer groups and safely manage offsets (reset, rewind).
croc100/Litescope 🏎️ 🏠 ☁️ - Operations toolchain for SQLite, Cloudflare D1 and Turso: inspect, diff, migrate, monitor, back up and repair databases. Read-only by default.
gulmezeren2-byte/erp-report-engine 🐍 🏠 - Read-only access to ERP SQL databases (Logo Tiger, Netsis, Mikro) through canonical entities like orders, with a guard that blocks side-effecting statements.

📊 Data Platforms

Data Platforms for data integration, transformation and pipeline orchestration.

dockndevai/mcp-debezium 📇 🏠 🍎 🪟 🐧 - Monitor and manage Debezium and Kafka Connect CDC connectors, with access modes, connector allowlists, delete gating and credential redaction.
dockndevai/mcp-kafka 📇 🏠 🍎 🪟 🐧 - Monitor and manage Apache Kafka clusters, topics and consumer groups (including lag), with access modes, topic allowlists and delete gating.
1luvc0d3/metabase-mcp 📇 🏠 - Metabase integration: natural-language data analysis, dashboard management, SQL queries and automated insights, with SQL guardrails and audit logging.
alanpcf/brasil-data-mcp 📇 🏠 🍎 🪟 🐧 - Brazilian public data via BrasilAPI: companies (CNPJ), addresses (CEP), banks (BACEN) and national holidays.
Alessandro114/scala-mcp-server 📇 ☁️ 🍎 🪟 🐧 - Search and enrich company data: lookup by name, VAT or ID, NACE sector search, and financial data from official EU business registries.
antonio-mello-ai/mcp-airflow 🐍 🏠 - Manage Apache Airflow via its REST API: list DAGs, inspect runs and task instances, trigger runs, and check failed DAGs and scheduler health.
sam1siam/astrofabric-mcp 🎖️ ☁️ - Business intelligence: company and contact discovery, verification, enrichment, business signals, lists and governed delivery.
carrierone/verilexdata-mcp 📇 ☁️ - Pay-per-query x402 datasets: NPI healthcare, SEC filings, OFAC sanctions, crypto whales, Polymarket signals, patents and economic indicators.
equinoxaifinance-rgb/civicdataforge-mcp 🎖️ 📇 ☁️ - US government records (short-term rental permits, lodging licenses, property violations, healthcare exclusions, EPA ECHO) and Norwegian company data.
aegis-dq/aegis-dq 🐍 🏠 🍎 🪟 🐧 - Data quality checks on DuckDB, BigQuery, Athena, Databricks and Postgres, with LLM root-cause analysis of failures and proposed SQL remediations.
alkemiai/alkemi-mcp 📇 ☁️ - Query Snowflake, Google BigQuery and Databricks data products in natural language through Alkemi.
Autario/autario-mcp ☁️ - Search and query public datasets from the World Bank, IMF, Eurostat, OECD and WHO, and publish charts.
vinvuk/apiverket-mcp 📇 ☁️ 🍎 🪟 🐧 - Query Swedish public data through Apiverket, including company data, SCB statistics, weather, transport and more.
avisangle/method-crm-mcp 🐍 ☁️ 🏠 🍎 🪟 🐧 - Method CRM API integration: manage tables, files, users, events and API keys, with rate limiting and retries.
aywengo/kafka-schema-reg-mcp 🐍 ☁️ 🏠 🍎 🪟 🐧 - Kafka Schema Registry management across multiple registries, including schema migration.
bintocher/mcp-superset 🐍 ☁️ 🏠 🍎 🪟 🐧 - Apache Superset: dashboards, charts, datasets, SQL Lab, security (users, roles, RLS, groups) and permissions audit, with built-in safety validations.
bruno-portfolio/agrobr-mcp 🐍 ☁️ - Brazilian agricultural data: prices, crop estimates, climate and deforestation from public sources including CEPEA, CONAB, IBGE, INPE and B3.
Castaldo-Solutions/mcp-vtenext 📇 🏠 🍎 🪟 🐧 - Query, create and update opportunities and contacts in VTENext, an open-source vtiger-based CRM, via its WebService API.
dan1d/mercadolibre-mcp 📇 ☁️ - Search MercadoLibre products, get item details, browse categories, track trends and convert currencies across Latin America.
datanika-io/datanika-core 🎖️ 🐍 ☁️ 🏠 - Datanika, the open-source ELT and dbt platform: browse connections, preview data, run dbt transforms, monitor runs and manage pipelines. Read-only by default.
dbt-labs/dbt-mcp 🎖️ 🐍 🏠 ☁️ - dbt integration: dbt Core and Cloud CLI, project metadata discovery, model information and semantic layer queries.
Evan-Crx/permisapi-mcp 🐍 🏠 🍎 🪟 🐧 - Search French building permits (Sitadel open data), cross-referenced with DVF transactions, PLU zoning and BRGM natural and technological risks.
flexorch/flexorch-mcp 🐍 ☁️ 🏠 🍎 🪟 🐧 - Turn business documents (PDFs, invoices, contracts, payroll) into structured datasets with classification, field extraction, PII masking and quality scoring.
flowcore/mcp-flowcore-platform 🎖️ 📇 ☁️ 🏠 - Interact with Flowcore to perform actions, ingest data, and analyze and cross-reference data in your own or public data cores.
FreelexHo/power-bi-mcp 🐍 ☁️ 🪟 🍎 🐧 - Power BI refresh with table-level polling and retry, refresh diagnostics, DAX queries with RLS simulation, PBIP source locating and refresh reports.
gura105/operational-ontology 📇 🏠 🍎 🪟 🐧 - Operational ontology reference implementation: tools generated from a typed business domain model, with rule-checked, audited writes to systems of record.
Hug0x0/mcp-reunion 📇 ☁️ 🍎 🪟 🐧 - Open data for La Réunion (French overseas region) from data.gouv.fr and the regional portal: economy, demographics, transport, health, education and more.
greencalculus/greencalculus-mcp 🎖️ 📇 ☁️ - Greenhouse-gas emission factors and carbon calculations (activity, embodied EN 15978, PCAF financed emissions) with source references and data versions.
JordiNei/mcp-databricks-server 🐍 ☁️ - Run SQL queries, list jobs and get job status via the Databricks API.
jwaxman19/qlik-mcp 📇 ☁️ - Query Qlik Cloud apps and sheets and extract data from visualizations, with authentication and rate-limiting support.
keboola/keboola-mcp-server 🐍 - Interact with the Keboola Connection data platform: list and access data from the Keboola Storage API.
mattijsdp/dbt-docs-mcp 🐍 🏠 - dbt-core (OSS) project metadata, model and column-level lineage, and dbt documentation.
meacheal-ai/mrc-data 📇 ☁️ - China apparel supply chain data: verified suppliers, lab-tested fabrics and industrial clusters, with AATCC, ISO and GB lab-test verification.
mbrummerstedt/powerbi-analyst-mcp 🐍 ☁️ - Query Power BI semantic models: browse workspaces, tables and measures, run DAX queries and page large results via local CSV.
Osseni94/keyneg-mcp 🐍 🏠 - Fine-grained sentiment analysis, keyword extraction and batch processing.
Osseni94/oyemi-mcp 🐍 🏠 - Deterministic, lexicon-based semantic word encoding and valence analysis: word-to-code mapping, semantic similarity and synonym/antonym lookup.
paracetamol951/caisse-enregistreuse-mcp-server 🏠 🐧 🍎 ☁️ - Automate or monitor business operations: sales recording, POS software and CRM.
r3dz4r/datapulse-my 🐍 ☁️ - Trust checks for Malaysian public datasets: freshness, licence, provenance and drift, with signed evidence and an offline-verifiable attestation chain.
saikiyusuke/registep-mcp 📇 ☁️ - POS and sales analytics for AirREGI, Smaregi and BASE e-commerce: store management, sales data queries, AI chat analysis and weather correlation.
Kemetra/seshat-bi 🐍 🏠 🍎 🪟 🐧 - Read-only BI pipeline governance: each table's stage from source to Power BI, what blocks the next stage, static SQL/TMDL/PBIR checks and evidence packs.
us-all/airflow-mcp-server 📇 🏠 🍎 🪟 🐧 - Airflow REST API: list DAGs, runs and task instances, tail logs and roll up DAG health. Read-only by default; trigger and clear are write-gated.
soil-dev/capsulemcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Capsule CRM: contacts, opportunities, projects, tasks, timeline activity, filters, workflow tracks and file attachments, with an optional read-only mode.
Sugra-Systems/sugra-api-mcp 🎖️ 🐍 ☁️ - World data from primary sources via the Sugra API: markets, macroeconomics, company fundamentals, government, news, climate, maritime and entity screening.
vikramgorla/mcp-swiss 📇 ☁️ - Swiss open data: transport, weather, geodata, companies, parliament and more.
yashshingvi/databricks-genie-MCP 🐍 ☁️ - Databricks Genie API: ask natural language questions, run SQL queries and interact with Databricks conversational agents.
Younghef/nutriref-api 🐍 ☁️ 🍎 🪟 🐧 - USDA FoodData Central nutrition data, paid per call via x402 (USDC on Base): food search, details, comparisons and recipes.
Leekangbum/networklytics-mcp 🐍 - Social network analysis of YouTube comments: influencer centrality ranking, Louvain community detection and sentiment analysis.

💻 Developer Tools

ieranama/discomcp 🦀 🏠 🍎 🪟 🐧 - Profiles how you use any MCP server into a reusable, read-only skill: workflows, call chains and each tool's safety class.
Karzone/TestAtlas #️⃣ 🏠 🍎 🪟 🐧 - Maps a .NET Reqnroll/SpecFlow test-automation solution into a queryable SQLite file to search step definitions, check change impact and avoid duplicate code.
ARADIA-systems/aradia-mcp-server 🎖️ 📇 ☁️ 🏠 🐧 - On-premise private AI systems from ARADIA on NVIDIA DGX hardware: hardware sizing, ROI modeling, partner onboarding, procurement and order tracking.
iyashjayesh/tokenchit 📇 🏠 🍎 🪟 🐧 - Reads local Claude Code, Codex and OpenCode usage logs: token totals, daily and hourly activity, per-agent and per-model breakdowns and a year-in-review recap.
kyle641320/true-memory-fragments 🐍 🏠 - Checks source-context freshness against a Git working tree and retrieves source-linked code relationships to surface stale knowledge and cross-file impact.
rafim-dev/mcp-context-condenser 📇 🏠 🍎 🪟 🐧 - AST-based code outliner, log compressor and context budget analyzer to reduce LLM token usage.
rafim-dev/mcp-doctor 📇 🏠 🍎 🪟 🐧 - Health checks, binary validation and JSON auto-repair for MCP client configuration files.
om-tajne/pkgdiet 📇 🏠 🍎 🪟 🐧 - AST-based dependency analyzer: flags unused packages, calculates actual install sizes and detects unmaintained dependencies.
aicanvas-me/aicanvas 📇 🏠 🍎 🪟 🐧 - Search and fetch animated, shadcn-compatible React components, design systems and templates, with install commands, from the aicanvas registry.
Hyperiux-Immersion-Labs/hyperiux-components 🎖️ 📇 🏠 🍎 🪟 🐧 - Browse and search Hyperiux Vault React/Next.js animation and interaction effects, with dependencies, changelogs, install commands and source code.
2ools/mcp-server 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Versioned projects from assistant-built work: shareable HTML previews, version comparison, delegated approvals, artifacts, work assignments and source export.
aurumflux20/effectfence 🦀 🏠 🍎 🪟 🐧 - Prevents double charges and duplicate side effects from agent tool calls: concurrent races elect one winner, late duplicates replay a sealed receipt.
baobabcat/demandscope 🐍 🏠 🍎 🪟 🐧 - Demand-signal scanner for validating product and dev-tool ideas using GitHub repo signals, Hacker News attention and npm/PyPI download counts.
BoxBoxmari/my-pi 📇 🏠 🍎 🪟 🐧 - Local-first runtime for coding agents: bounded workspace access, guarded writes, AST search, LSP navigation and diagnostics, and Git tooling.
Bristlecone-Logic/bristlecone-logic 🐍 ☁️ - Deterministic execution guardrails, isolated AST-based math evaluation, SSRF-safe DNS routing and malformed JSON repair.
bricelancasterwcp-sudo/sensorium 🐍 🦀 📇 🏠 🐧 - Records Python, Rust and TypeScript program runs to local SQLite so coding agents can query call trees, exceptions and value flow.
hivemindunit/llmintel-mcp 📇 ☁️ - Check whether an LLM model ID is deprecated, retiring or retired, and what to migrate to, across OpenAI, Anthropic, Azure, Bedrock, Google and Cohere.
jubstaaa/hono-telescope 📇 🏠 - Read-only debugging for Hono apps: recent exceptions with their requests, logs and queries, requests filtered by status or duration, and the slowest queries.
Jarroslav/agentic-os 📇 🏠 🍎 🪟 🐧 - Read-only access to the agentic-os governance, SDLC and QE methodology, with install planning and verification.
rm-rf-prod/GroundTruth-MCP 📇 🏠 🍎 🪟 🐧 - Self-hosted live library docs, code audits with file:line findings, BM25-ranked snippets and lockfile-aware version pinning.
scarletkc/vexor 🐍 🏠 ☁️ 🍎 🪟 🐧 - Semantic file and code search by description, with local indexes, AST-aware chunking, optional reranking and API-based or fully offline embedding models.
apatureai/bastion 📇 🏠 - Design review of rendered UI for coding agents: submit a preview URL, get findings with element references and recheck after fixing. Read-only.
aradar46/reuse-before-generate 📇 🏠 🍎 🪟 🐧 - Checks if a project idea already exists on GitHub, npm or Python repositories and suggests maintained alternatives to extend instead of scaffolding anew.
hernaninverso/eleata-verify-mcp 📇 ☁️ - Hallucination guard: verify a claim against evidence (supported, refuted or not enough evidence) with a confidence score and abstain flag.
appcreationsca/bumpguard-mcp 🐍 🏠 🍎 🪟 🐧 - Dependency-upgrade impact analysis for Python and .NET: which API usages break, with line numbers and fix hints, plus detection of hallucinated API calls.
MasterPlayspots/motionspec 📇 ☁️ 🏠 - Reduced-motion and WCAG 2.2.2/2.3.3 verification for web animation: validate animation specs and compile them into reduced-motion-safe CSS.
SLP-DEV1/qwen-dap-mcp 📇 🏠 🪟 - DAP-to-MCP bridge for native debugging via CodeLLDB: stack frames, registers, locals, disassembly, memory, crash dumps and crash fix/verify workflows.
TomD4vs/prumo 📇 🏠 🍎 🪟 🐧 - Checks coding-agent context files (CLAUDE.md, AGENTS.md, SKILL.md) against the git index: broken links, missing paths, undefined commands and drift.
VerificateAI/verificate-mcp-quickstart 🎖️ 📇 ☁️ - Merge gate for AI-written code: catches placeholder code, unfailable tests, unsupported completion claims and nonexistent API calls, then returns a fix plan.
Vivekpatil200320/CyberRescue 🐍 🏠 - Host-level telemetry gateway letting sandboxed agents fetch container logs and track kernel resource metrics.
davidmosiah/delx-mcp-server 📇 🏠 ☁️ 🍎 🪟 🐧 - Local stdio bridge to the hosted Delx Protocol MCP endpoint, with client install, doctor checks and live tool discovery.
deed-lang/deed 🦀 🏠 🍎 🪟 🐧 - Contract-first programming language: check types, effects, capabilities and contracts in agent-written modules and review changes for new authority.
DeusData/codebase-memory-mcp 🌊 🏠 🍎 🪟 🐧 - Indexes a repo into a persistent local knowledge graph of functions, classes, call chains, HTTP routes and cross-service links, using tree-sitter and LSP.
docweave/mcp 📇 🏠 ☁️ - Generate PDFs from HTML, a URL or a template with JSON data, and extract text or Markdown from PDFs.
dynatrace-oss/dynatrace-managed-mcp 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - Query problems, logs, events, SLOs, security insights and performance metrics from self-hosted Dynatrace Managed environments.
emailens/mcp 🎖️ 📇 ☁️ - Lint HTML email with Emailens: rendering issues in Gmail, Outlook, Apple Mail and more, per-client CSS compatibility scores, dark mode simulation and fixes.
embedded-society/altium-designer-mcp 🦀 🏠 🍎 🪟 🐧 - Build and maintain Altium Designer component libraries: read and write .PcbLib footprints and .SchLib symbols, with IPC-7351B footprints and STEP models.
forgemeshlabs/aso-audit-mcp 📇 🏠 ☁️ 🍎 🪟 🐧 - Audits website and API agent readiness: robots.txt AI rules, llms.txt, agent cards, MCP server cards and OAuth metadata, with maturity scores and fix plans.
JoeGlenn1213/ActionD 🏎️ 🏠 🍎 🐧 - Local CI/CD for agents: runs jobs on LGH git events in isolated checkouts, with failure diagnosis, approval gates, auto-rollback and a web console.
kucherenko/jscpd 🎖️ 🦀 🏠 🍎 🪟 🐧 - Duplicate code detection with jscpd: check snippets and files for copy/paste duplication against a scanned project before committing.
KyaniteLabs/checkyourself 🐍 🏠 - Local launch-readiness audit for AI-built apps: read-only checks, an evidence-based 0-100 score and guided fixes.
m00nreport/mcp-server 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Test management: author manual test cases, run executions, cut releases and link automated tests, with prompts for flaky-test triage and release readiness.
mcurmi05/vdiff 📇 ☁️ - Breaking-change diffs for npm packages, so coding agents avoid writing code against outdated APIs.
minipuft/claude-prompts-mcp 📇 🏠 🍎 🪟 🐧 - Reusable prompt templates with multi-step chains, quality gates and reasoning frameworks, exportable as native skills for coding agents.
modus-agendi/managed-agent-control-mcp 🐍 🏠 ☁️ 🍎 🪟 🐧 - Control Claude Managed Agents: launch agents, watch their events, reply, approve tool calls and stop them.
getnahook/nahook-mcp 🎖️ 🏎️ ☁️ - Nahook webhook platform: trigger webhooks, inspect deliveries, retry failures and manage endpoints.
naveenayalla1-CS50/mcp-server-toolkit 📇 🏠 ☁️ 🍎 🪟 🐧 - Developer toolkit: semantic code search, natural-language database queries, docs indexing and OpenAPI introspection.
Nishant-Chaudhary5338/mcp-code-indexer 📇 🏠 - Index TypeScript/React repos into a code graph: who-renders and who-calls queries, blast radius, dependency cycles, dead code and symbol signatures.
noisy/noisy-coding 🐍 🏠 🍎 🪟 🐧 - Voice interface for Claude Code: live speech-to-text with turn-taking, spoken replies with xAI Grok voices, per-subagent voice personas and a real-time HUD.
nomadop/session-watcher 📇 🏠 🍎 🪟 🐧 - Monitors coding-agent token cache using inventory theory (EOQ) and signals optimal session restart timing via a live dashboard and terminal status line.
oddunits/pntr-cli 🎖️ 📇 ☁️ - Register PNTR dev subdomains, manage DNS records, receive email in a disposable inbox and capture inbound HTTP requests for webhook debugging.
raccioly/docguard 📇 🏠 🍎 🪟 🐧 - Deterministic documentation-drift detection: validates a project's docs against its code, with stable finding codes and suggested fixes. Read-only.
tatavarthitarun/nowsecure-mcp-server 📇 ☁️ 🍎 🪟 🐧 - NowSecure Platform mobile security testing: list applications, pull remediation findings and generate PDF reports locally.
adrianczuczka/mason 📇 🏠 🍎 🪟 🐧 - Generates CLAUDE.md from git history and file sampling, and keeps a concept map linking features and flows to files so agents skip repeated searches.
Avazbek22/DevProjex #️⃣ 🏠 🍎 🪟 🐧 - Build token-efficient codebase context locally, with live preview, Git scopes, secret redaction and syntax-aware compression.
masondelan/selvedge 🐍 🏠 - Change tracking for codebases: agents log structured change events with diff and reasoning, then query them via diff, blame, history and search.
saiffmirza/kiyas 📇 🏠 ☁️ 🍎 🪟 🐧 - Design-fidelity checks: compare a Figma frame or design screenshot with the rendered UI and get structured discrepancies with CSS properties and severity.
sapph1re/mcp-billing-gateway-sdk 📇 ☁️ - Billing for MCP server operators: Stripe subscriptions, per-call credits, tiered pricing and x402 micropayments without writing billing code.
agenticempire/axint 📇 🏠 - Compiles TypeScript to validated Swift for Apple platforms: App Intents, SwiftUI views, WidgetKit widgets and full apps.
AIStoryHub/etincel 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - Deterministic local audit for AI writing tells (uniform paragraphs, stock transitions) plus a trainable voice layer so drafts sound closer to a real voice.
callstackincubator/agent-device 📇 🏠 🍎 🐧 - Discovery router for the agent-device CLI: status, install guidance, version-matched help and prompts for iOS, Android, tvOS, macOS and Linux automation.
cq27-dev/rag-rat 🦀 🏠 🍎 🪟 🐧 - Local repo intelligence: hybrid BM25/vector search, a tree-sitter code graph, queryable git and GitHub history, and persistent source-anchored memories.
drhalto/agentmako 📇 🏠 🍎 🪟 🐧 - Local codebase intelligence backed by SQLite: context packets, indexed code and schema facts, diagnostics and optional Postgres/Supabase awareness.
Dusheh/myclaw-toolkit 📇 ☁️ 🍎 🪟 🐧 - Developer utilities: web search, exchange rates, crypto prices, QR codes, JSON formatting, UUIDs, URL tools, domain checks and RSS feeds, some paid via x402.
paramount-engineering/roku-dev-studio 📇 🏠 🍎 🪟 🐧 - Roku development: ECP device control, automated channel sideloading, BrightScript debugging and real-time log monitoring.
ILoveMyJay/repocontext 📇 🏠 🍎 🪟 🐧 - AST-based codebase map, token compression and context packaging for AI coding agents and IDEs.
machinegrade/validate 📇 ☁️ 🏠 🍎 🪟 🐧 - Deterministic validation of AI-generated artifacts: JSON Schema and OpenAPI response conformance and per-dialect SQL syntax, with typed verdicts and fix hints.
AKzar1el/mcp-web-validator 📇 ☁️ 🏠 🍎 🪟 🐧 - Validate HTML and CSS, audit technical SEO and accessibility, check JSON-LD and public links, and capture responsive screenshots.
halloffame12/CTX 🦀 🏠 🍎 🪟 🐧 - Indexes a repo into a local, deterministic code graph (symbols, references, dependencies) with semantic diffs and impact analysis.
trakshan-mishra/Diffcontext 🐍 🏠 🍎 🪟 🐧 - Static-analysis context compiler for Python repos: selects callers, callees and related functions for a change and packs them into a token budget.
alexbypa/github-projectpulse-mcp 📇 ☁️ - GitHub repository health monitoring: A-F health grades, OpenSSF security checks, DORA metrics, code scanning alerts and CI/CD status.
TimurRakhmatullin86/mcp-drill 🐍 🏠 🍎 🪟 🐧 - Fault injection for MCP servers (timeouts, malformed JSON-RPC, corrupted outputs) with a reliability scorecard for output schemas and error conformance.

Tools and integrations that enhance the development workflow and environment management.

infino-ai/code-context 🎖️ 📇 🏠 - Local code search for coding agents: hybrid keyword and semantic search with SQL relevance ranking over a plain-file index.
kestiny18/spring-nacos-mcp 🐍 🏠 ☁️ 🍎 🪟 🐧 - Read-only Nacos config and service discovery for Spring Cloud repos: finds environments from application/bootstrap files and diffs config keys across them.
mithun4elp/briefkit-mcp-server 📇 🏠 - Generate SaaS specifications for AI build tools: design systems, database schemas and RLS policies.
magna-nz/aspnetcore-debugger-mcp #️⃣ 🏠 🍎 🪟 🐧 - Interactive .NET/ASP.NET Core debugging via netcoredbg: breakpoints, stepping, thread inspection, exception and deadlock analysis, and request tracing.
marin1321/mcp-devtools 📇 🏠 🍎 🪟 🐧 - Scoped access to local dev environments (filesystem, databases, processes, OpenAPI) with a command allowlist and read-only database mode.
EtienneChollet/ontomics 🦀 🏠 🍎 🐧 - Semantic code index that extracts domain concepts, naming conventions and behavioral similarity from codebases.
ozgurcd/gograph 🏎️ 🏠 🍎 🪟 🐧 - AST-aware repository graph for Go codebases: struct embeds, public API surfaces, SQL queries and error mapping, giving agents context without grepping.
LWTlong/ai-dev-analytics 📇 🏠 - Observability for AI coding: tracks token usage and time, and turns AI deviations into persistent project rules.
3KniGHtcZ/codebeamer-mcp 📇 ☁️ 🍎 🪟 🐧 - Codebeamer ALM: read and write work items, trackers, projects, associations, references, comments and risk management data via the REST API.
21st-dev/Magic-MCP - Create UI components inspired by 21st.dev design engineers.
runyourempire/4DA 📇 🏠 🍎 🪟 🐧 - Dependency intelligence for coding agents: live CVE scanning, dependency health, upgrade planning, ecosystem news and decision memory.
mvtandas/wp-cli-mcp 📇 🏠 - WordPress management via WP-CLI, locally or over SSH: themes, plugins, posts, menus, users, database, scaffolding and cache.
Mogacode-ma/elementor-mcp-agent 📇 ☁️/🏠 - Multi-site WordPress Elementor management: safe edits with backup and auto-rollback, template export/import, bulk find/replace, CSS flush and screenshots.
nipun-arora/wordpress-mcp-agent-bridge 🏠 - WordPress plugin exposing Rank Math SEO fields, JSON-LD schema and restorable content snapshots as MCP tools, plus an additive-only write gate and audit log.
tcgunel/mobius-mcp 📇 🏠 - Build WordPress sites on the Sweipe or FlatMobile themes: import demos, build a site from a brief, review it, rewrite page copy and change settings.
a-25/ios-mcp-code-quality-server 📇 🏠 🍎 - iOS code quality and test automation: Xcode test execution, SwiftLint integration and failure analysis. Also runs as a CLI.
FI-Mihej/codebase-agent-mcp 🐍 🏠 🍎 🪟 🐧 - Delegates documentation and code analysis, including calls to other MCP servers, to a local or low-cost OpenAI-compatible LLM to save top-tier model tokens.
raye-deng/open-code-review 🏠 📇 ☁️ - Code quality gate for AI-generated code, detecting hallucinated packages, phantom dependencies, stale APIs and AI-specific defects.
repowise-dev/repowise 🐍 🏠 ☁️ - Codebase intelligence: indexes a repo into a dependency graph, git history, defect-risk code health, generated docs and architectural decisions. Runs locally.
AgiMaulana/HuaweiAppGalleryMcp 🐍 ☁️ 🍎 🪟 🐧 - Huawei AppGallery Connect publishing: upload APK/AAB, update metadata and localizations, submit for review, and manage phased rollouts.
Jott2121/agent-gate 🐍 🏠 🍎 🪟 🐧 - Lets agents gate their own work: a fail-closed ship checklist, independent refute-first review and a tamper-evident, hash-chained receipts ledger.
aos-standard/mcp-blast-radius 🐍 🏠 - Static blast-radius extraction and an AOS manifest.json divergence check (Oracle, Permitted, Prohibited), also usable as a blocking CI gate.
aos-standard/mcp-agent-health 🐍 🏠 - Agent health reporter: advisory health scans under AOS discipline covering manifest, services, immune loop and evidence.
aparajithn/agent-utils-mcp 🐍 ☁️ - Utility tools with x402 micropayments: JSON validation, base64, hashing, UUIDs, regex testing, Markdown and datetime conversion, cron parsing and JWT decoding.
AI-by-design/primitiv 📇 🏠 🍎 🪟 🐧 - Local-first design contract layer: scans Figma, code, Storybook and token files, reconciles conflicts and serves a single source of truth for design rules.
aashari/mcp-server-atlassian-bitbucket 📇 ☁️ - Atlassian Bitbucket Cloud: work with repositories, pull requests, workspaces and code.
aashari/mcp-server-atlassian-confluence 📇 ☁️ - Atlassian Confluence Cloud: work with spaces, pages and content, with automatic ADF-to-Markdown conversion.
aashari/mcp-server-atlassian-jira 📇 ☁️ - Atlassian Jira Cloud: work with projects, issues, comments and related development information.
GeiserX/atlassian-browser-mcp 🐍 ☁️ - Wraps mcp-atlassian with Playwright SSO login to reach Atlassian Server/Data Center behind corporate SSO (Okta, SAML, ADFS) where API tokens are unavailable.
HarperZ9/telos 🐍 📇 🏠 🍎 🪟 🐧 - Project Telos local tools for inspectable AI work: source intake, workspace context, routing ledgers, action receipts and verification packets.
rust-works/omni-dev 🦀 ☁️ 🏠 - Atlassian Jira and Confluence with schema-validated Markdown/ADF conversion that flags content-model violations instead of silently dropping nodes.
abrinsmead/mindpilot-mcp 📇 🏠 - Visualize code, architecture and other concepts as Mermaid diagrams in a locally hosted web app.
admica/FileScopeMCP 🐍 📇 🦀 - Identifies important files in a codebase from dependency relationships, with diagrams and importance scores.
mikusnuz/app-publish-mcp 📇 ☁️ - App Store Connect and Google Play Console: iOS and Android app management, TestFlight, builds, submissions, prices and sales reports.
mikusnuz/cws-mcp 📇 ☁️ - Chrome Web Store extension management: upload, publish, check status, staged rollouts and metadata updates.
mikusnuz/npm-mcp 📇 🏠 - npm package management: publish, version, search, audit, install and more.
Wopee-io/wopee-mcp 📇 ☁️ - Autonomous web app testing: run test cases in real browsers with pass/fail results and screenshots, and generate user stories, test cases and Playwright code.
wooxogh/adr-mcp-setup 📇 🏠 - Generates Architecture Decision Records from Claude Code conversations, with quality review, duplicate detection, a dependency graph and stale ADR alerts.
agent-easy-use/mobile-easy-use 🏠 - Android and iOS runtime inspection and control via Frida: method hooks, state inspection, temporary overrides, UI actions and screenshots.
CSCSoftware/AiDex 📇 🏠 🍎 🪟 🐧 - Persistent Tree-sitter code index for precise, compact code search in languages including C#, TypeScript, Python, Rust and Go.
ahmedak/defluff 🐍 🏠 🍎 🪟 🐧 - Deterministic, offline detector for filler phrases and clichés in AI-generated prose, using a curated phrase list and returning exact spans and a 0-1 score.
ahmedxuhri/bigindexer 🐍 🏠 🍎 🪟 🐧 - Hierarchical code intelligence: scans local source, clusters files by behavioral role, maps coupling seams and finds similar in-repo code for complex tasks.
aidemd-mcp/server 📇 🏠 - Structured .aide spec files that give agents progressive disclosure of codebase architecture.
aiulms/codelattice 🦀 🏠 🍎 🐧 - Read-only local code graph for Rust, Cangjie, ArkTS, TS/JS, C/C++, Python and Shell: call graphs, quality gates, change review and impact analysis.
ellmos-ai/ellmos-codecommander-mcp 📇 🏠 🍎 🪟 🐧 - Code analysis, JSON repair, encoding fixes and import organization for local projects.
ethbak/icon-composer-mcp 📇 🏠 🍎 - Apple Icon Composer: create .icon bundles with Liquid Glass effects (iOS 26+), tune glass effects, set dark mode appearances and export for the App Store.
Explorer-64/imagcon-mcp 🐍 ☁️ 🍎 🪟 🐧 - Generate PWA, iOS and Android app icon sets from a text description with Google Imagen 4: all required sizes, maskable icons, splash screens and manifest.json.
akramIOT/MCP_AI_SOC_Sher 🐍 ☁️ 📇 - Dynamic SOC security threat analysis for a Text2SQL AI agent.
aktsmm/skill-ninja-mcp-server 📇 🏠 🍎 🪟 🐧 - Search, install and manage agent skills (SKILL.md files) from GitHub repositories, with workspace analysis for personalized recommendations.
alimo7amed93/webhook-tester-mcp 🐍 ☁️ - Create, retrieve and delete webhooks on webhook-test.com.
ambar/simctl-mcp 📇 🏠 🍎 - Control the iOS Simulator.
andrewschreiber/desktopinsights-mcp 📇 ☁️ 🍎 🪟 🐧 - Look up SDKs, frameworks and dependencies used by macOS and Windows desktop apps, search by technology adoption and compare stacks via Desktop Insights.
andypgray/resharper-cli-mcp #️⃣ 🏠 🍎 🪟 🐧 - ReSharper solution-wide inspections and code cleanup for C# solutions via JetBrains' command-line tools, without an IDE. Unofficial.
api7/apisix-mcp 🎖️ 📇 🏠 - Query and manage all resources in Apache APISIX.
ArchAI-Labs/fastmcp-sonarqube-metrics 🐍 🏠 🪟 🐧 🍎 - Retrieve SonarQube project information: current and historical metrics, issues and health status.
PhpCodeArcheology/PhpCodeArcheology 🏠 🍎 🪟 🐧 - PHP static analysis: code quality metrics, problem detection, refactoring priorities, dependency graphs, git hotspots, test coverage and impact analysis.
artmann/package-registry-mcp 🏠 📇 🍎 🪟 🐧 - Search and get up-to-date information about npm, Cargo, PyPI and NuGet packages.
astandrik/codex-pets 📇 ☁️ - Read-only registry of animated companion packs (pets) for Codex: search, preview and install community pets and generate badges and embed cards.
arvindand/maven-tools-mcp ☕ ☁️ 🏠 🍎 🪟 🐧 - Maven Central dependency intelligence: bulk version comparison, stability filtering, dependency age analysis, release patterns and Context7 upgrade guidance.
augmnt/augments-mcp-server 📇 ☁️ 🏠 - Up-to-date framework documentation for React, Next.js, Laravel, FastAPI, Tailwind CSS and more.
automation-ai-labs/mcp-link 🏎️ 🏠 - Integrate any API with AI agents using its OpenAPI schema.
avisangle/jenkins-mcp-server 🐍 🏠 🍎 🪟 🐧 - Jenkins CI/CD: job management, build status tracking, pipeline monitoring, artifact and queue management, and batch operations.
axliupore/mcp-code-runner 📇 🏠 - Run code in multiple programming languages locally via Docker.
ayhammouda/python-docs-mcp-server 🐍 🏠 🍎 🪟 🐧 - Local, read-only search of the Python standard library docs with exact symbol lookup, section-level results and version-aware context.
azer/react-analyzer-mcp 📇 🏠 - Analyze React code locally and generate docs or llm.txt for a whole project at once.
back1ply/agent-skill-loader 📇 🏠 - Load Claude Code skills into agents without copying files: discover, read and install skills on demand.
bbonnin/openapi-to-mcp ☕ 🏠 🍎 🪟 🐧 - Converts any OpenAPI/Swagger specification into MCP tools automatically.
beardfaceguy/daimonos 🦀 🏠 🍎 🐧 - Compact structured-JSON replacements for built-in file, search, exec and git tools, with git, cargo, gh and docker plugins, output filtering and batching.
BetterDB-inc/monitor 📇 ☁️ 🏠 - Valkey and Redis observability: query real-time metrics, analyze slow commands, detect hot keys and investigate performance issues.
muvon/octocode 🦀 🏠 🍎 🪟 🐧 - Semantic code indexer with a GraphRAG knowledge graph: index a codebase and search it in natural language to understand its architecture.
bgauryy/octocode-mcp ☁️ 📇 🍎 🪟 🐧 - Research, analysis and discovery across GitHub and npm in real time.
bitrise-io/bitrise-mcp 🎖️ 🐍 ☁️ 🍎 🪟 🐧 - Bitrise API: app management, build operations, artifact management and more.
BrunoKrugel/echo-mcp 🏎️ ☁️ 📟 🪟 🐧 🍎 - Zero-configuration Go library that exposes existing Echo web framework APIs as MCP tools.
buildkite/buildkite-mcp-server 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - Buildkite: create pipelines, diagnose and fix failures, trigger builds, monitor job queues and more.
canopy-labs/featureflip-mcp 🎖️ 📇 ☁️ - Manage Featureflip feature flags: create and toggle flags, edit targeting rules and find stale flags.
carldaws/squiggles 📇 🏠 - Run any number of LSP servers from one YAML config for diagnostics, go-to-definition and rename, plus server-specific features like Rust macro expansion.
carloshpdoc/memorydetective 📇 🏠 🍎 - iOS memory leak and performance investigation: reads .memgraph and .trace files, classifies retain cycles against known patterns and suggests Swift fixes.
cerebrixos-org/tuning-engines-cli 📇 ☁️ 🍎 🪟 🐧 - Fine-tune open-source LLMs (Qwen, Llama, DeepSeek, Mistral, Gemma) on your data with LoRA, QLoRA or full fine-tuning, plus cost estimation and S3 export.
Chunkydotdev/bldbl-mcp 📇 ☁️ 🍎 🪟 🐧 - Buildable development platform: manage tasks, track progress, get project context and collaborate with humans on software projects.
CircleCI/mcp-server-circleci 📇 ☁️ - Fix CircleCI build failures.
cjo4m06/mcp-shrimp-task-manager 📇 ☁️ 🏠 - Task management for coding agents with task memory, self-reflection and dependency management.
ckanthony/gin-mcp 🏎️ ☁️ 📟 🪟 🐧 🍎 - Zero-configuration Go library that exposes existing Gin web framework APIs as MCP tools.
ckreiling/mcp-server-docker 🐍 🏠 - Manage Docker containers, images, volumes and networks.
ClaudeCodeNavi/claudecodenavi-mcp 📇 ☁️ - Search and share Claude Code snippets, prompts, Q&A solutions, error fixes and MCP server configurations from the ClaudeCodeNavi community.
cocaxcode/api-testing-mcp 📇 🏠 🍎 🪟 🐧 - API testing: per-project environments with variable interpolation, saved collections, multi-step flows, assertions, load testing and OpenAPI mock generation.
patchloom/patchloom 🦀 🏠 🍎 🪟 🐧 - Structured file edits for agents: JSON, YAML and TOML by selector, Markdown and AST edits, dry runs and multi-file transactional batches.
PatrickSys/codebase-context 📇 🏠 🍎 🪟 🐧 - Shows agents which patterns a codebase actually uses, which files a change will affect and when there is too little context to trust an edit. Runs locally.
CodeLogicIncEngineering/codelogic-mcp-server 🎖️ 🐍 ☁️ 🍎 🪟 🐧 - CodeLogic code dependency analytics, architectural risk analysis and impact assessment.
Comet-ML/Opik-MCP 🎖️ 📇 ☁️ 🏠 - Use natural language to explore LLM observability, traces, and monitoring data captured by Opik.
conan-io/conan-mcp 🎖️ 🐍 🏠 🍎 🪟 🐧 - Conan C/C++ package manager: create projects, manage dependencies, check licenses and scan for security vulnerabilities.
ConfigCat/mcp-server 🎖️ 📇 ☁️ - ConfigCat feature flag platform: manage feature flags, configs, environments, products and organizations.
context-rot-detection 📇 🏠 - Monitors agent context health: token utilization, context quality degradation and session fatigue, with 0-100 health scores and recovery recommendations.
Contentrain/ai 📇 🏠 - Local-first content governance: model and content CRUD, validation, normalization and i18n across any framework.
cqfn/aibolit-mcp-server ☕ - Identifies refactoring hotspots to help agents improve code.
rafsilva85/credit-optimizer-v5 🐍 🏠 - Lowers Manus AI usage costs through model routing, smart testing and context hygiene.
currents-dev/currents-mcp 🎖️ 📇 ☁️ - Fix Playwright test failures reported to Currents.
ofershap/cursor-usage 📇 🏠 - AI coding usage analytics: track spend, model usage and costs across Cursor and Claude Code sessions.
Daghis/teamcity-mcp 📇 ☁️ 🍎 🪟 🐧 - JetBrains TeamCity: builds, tests, build agents and CI/CD pipeline management, with dev and full modes switchable at runtime.
darktw/chatpipe-mcp ☁️ - Publish HTML as live, shareable web pages with public, password-protected or email-restricted access.
dannote/figma-use 📇 🏠 - Figma control: create shapes, text and components, and set styles, auto-layout, variables and exports.
musepy/genable 📇 🏠 🍎 🪟 🐧 - Build and edit Figma designs: JSX-like tree creation, variables and tokens, components, cross-page navigation and screenshot-based visual verification.
davidan90/time-node-mcp 📇 🏠 - Timezone-aware date and time operations: IANA timezones, timezone conversion and daylight saving time handling.
davidlin2k/pox-mcp-server 🐍 🏠 - Network control and management via the POX SDN controller.
delano/postman-mcp-server 📇 ☁️ - Interact with the Postman API.
delimit-ai/delimit 🐍 🏠 🍎 🪟 🐧 - API governance: detects breaking changes between OpenAPI/Swagger spec versions using configurable policy rules, with structured pass/fail verdicts.
deploy-mcp/deploy-mcp 📇 ☁️ 🏠 - Deployment tracking and monitoring with live status badges.
docker/hub-mcp 🎖️ 📇 ☁️ 🏠 - Interact with Docker Hub: repositories, search and Docker Hardened Images.
dorukardahan/twitterapi-docs-mcp 📇 🏠 - Offline access to TwitterAPI.io documentation: endpoint references, guides and authentication docs.
efremidze/swift-patterns-mcp 📇 🏠 🍎 🪟 🐧 - Curated Swift and SwiftUI patterns and real-world code examples from sources like Swift by Sundell and SwiftLee.
endorhq/cli 📇 ☁️ 🏠 🪟 🐧 🍎 - Endor: run services like MariaDB, Postgres, Redis, Memcached, Alpine or Valkey as pre-configured apps in isolated sandboxes.
endiagram/mcp 📇 ☁️ - Deterministic structural analysis of systems described in EN syntax: topology, bottlenecks, blast radius, tracing, diffs and centrality.
ericbrown/project-context-mcp 🐍 🏠 - Exposes .context/ folder files as MCP resources so Claude Code can reference project documentation via @ mentions.
etsd-tech/mcp-pointer 📇 🏠 🍎 🪟 🐧 - Visual DOM element selector for coding agents: a Chrome extension and server bridge to capture page elements with Option+Click.
extentos/mcp-server 🎖️ 📇 🏠 🍎 🪟 🐧 - Build smart-glasses apps: scaffold, validate and simulate Meta smart glasses integrations (camera capture, voice, audio) in Android and iOS apps.
eyaltoledano/claude-task-master 📇 ☁️ 🏠 - Task management for AI-driven development: PRD parsing, task expansion, multi-provider support and selective tool loading to save context.
eyaushev/swagger-testcase-mcp 📇 🏠 - Generate API test cases from Swagger/OpenAPI specs (auth, validation, boundary, security and more) and export them to Gherkin, Postman, k6, pytest or TestRail.
fantasieleven-code/callout 📇 🏠 - Multi-perspective architecture review from viewpoints like CTO, security, product and DevOps, plus AI collaboration coaching and idea scoring.
flipt-io/mcp-server-flipt 📇 🏠 - Interact with feature flags in Flipt.
flytohub/flyto-core 🐍 🏠 - Deterministic agent execution engine (browser, file, Docker, data, crypto, scheduling modules) with execution traces, evidence snapshots and step replay.
ForeverTools/kiprio-mcp 🐍 ☁️ - Utility APIs: email validation, DNS lookup, WHOIS, SSL certificate inspection, IBAN validation, business day calculation, hashing and GPU prices.
freema/mcp-design-system-extractor 📇 🏠 - Extract component information from Storybook design systems: HTML, styles, props, dependencies, theme tokens and metadata.
gavelcode/gavel 🏎️ 🏠 - Code-quality gate for Bazel monorepos: runs lint, coverage and architecture checks from the build graph and returns a pass/fail verdict.
GeiserX/lynxprompt-mcp 🏎️ ☁️ 🍎 🪟 🐧 - LynxPrompt prompt management: create, search and organize AI prompts and AGENTS.md/CLAUDE.md configuration files.
gitkraken/gk-cli 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - GitKraken CLI with an MCP server wrapping GitKraken APIs as well as Jira, GitHub, GitLab and more.
GLips/Figma-Context-MCP 📇 🏠 - Gives coding agents direct access to Figma data to implement designs in one shot.
gofireflyio/firefly-mcp 🎖️ 📇 ☁️ - Discover, manage and codify cloud resources with Firefly.
gorosun/unified-diff-mcp 📇 🏠 - Generate and visualize unified diffs as HTML or PNG, with side-by-side and line-by-line views for filesystem dry runs.
ajitpratap0/GoSQLX 🏎️ ☁️ 🏠 - SQL validation, formatting, parsing, linting, security scanning and metadata extraction across multiple SQL dialects.
gridhra/port-keeper-mcp 🏎️ 🏠 🍎 🪟 🐧 - Leases development port blocks to each clone or git worktree, writes .env files and resolves service names to URLs so parallel agents get their own ports.
gridproof/gridproof 📇 🏠 - Renders a frontend with Playwright and audits spacing, gaps and element sizes against a design scale, returning fix hints. Tailwind-first.
Govcraft/rust-docs-mcp-server 🦀 🏠 - Up-to-date documentation for a specific Rust crate via semantic search and LLM summarization.
h-kazuki-pixel/layout-doctor-mcp 📇 🏠 🍎 🪟 🐧 - Renders HTML in a headless browser and detects layout defects (text overlap, element overflow, leftover placeholders) without baseline images.
HainanZhao/mcp-gitlab-jira 📇 ☁️ 🏠 - GitLab and Jira: manage projects, merge requests, files, releases and tickets.
HakashiKatake/docorbit 📇 🏠 🍎 🪟 🐧 - Version-aware docs for coding agents: finds llms.txt, OpenAPI and skill specs, resolves dependency versions, detects pitfalls and verifies code.
haris-musa/excel-mcp-server 🐍 🏠 - Excel workbook creation, data operations, formatting, charts, pivot tables and formulas.
hechtcarmel/jetbrains-debugger-mcp-plugin ☕ 🏠 - JetBrains IDE plugin giving coding agents programmatic control of the debugger.
hechtcarmel/jetbrains-index-mcp-plugin ☕ 🏠 - JetBrains IDE plugin exposing indexing and refactoring features: rename, safe delete, find references, call and type hierarchy, diagnostics and more.
hidai25/eval-view 🐍 🏠 🍎 🪟 🐧 - Regression testing for AI agents: save golden baselines, detect behavioral drift and block regressions in CI.
higress-group/higress-ops-mcp-server 🐍 🏠 - Manage Higress gateway configuration and operations.
hijaz/postmancer 📇 🏠 - Maintain and use API collections, replacing REST clients like Postman or Insomnia.
Muhammed-AbdelGhany/rest_api_mcp 📇 🏠 🍎 🪟 🐧 - Authenticated calls to any REST API: auto-login, token caching, 2FA/OTP support, Swagger spec fetching and fuzzy endpoint search.
hloiseaufcms/mcp-gopls 🏎️ 🏠 - Go code analysis via gopls, the Go language server.
hoklims/stacksfinder-mcp 📇 🏠 🍎 🪟 🐧 - Deterministic tech stack recommendations scored on six dimensions: analyze and compare technologies and get stack suggestions for any project type.
homespunapps/homespun 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Deploy and operate multi-user web apps: magic-link sign-in, a shared realtime database, per-role permissions, email notifications and file uploads.
hungthai1401/bruno-mcp 📇 🏠 - Interact with the Bruno API client.
hyperb1iss/droidmind 🐍 🏠 - Android device control, debugging, system analysis and UI automation, with a security framework.
icohangar-ops/codesentinel 📇 🏠 🍎 🪟 🐧 - Detect dead code, circular dependencies, coupling and architectural drift.
idosal/git-mcp 📇 ☁️ - Generic remote server that provides documentation for any GitHub repository or project.
igorolv/sonar-mcp-server ☕ 🏠 🍎 🪟 🐧 - Read-only access to self-hosted SonarQube Community Build: issues, security hotspots, rules and code snippets so an agent can fix findings locally.
IgorGanapolsky/ThumbGate 📇 🏠 - Turns thumbs-up/down feedback into enforced pre-action gates via PreToolUse hooks, stopping coding agents from repeating mistakes.
iksnerd/adb-mcp 🏎️ 🏠 🍎 🪟 🐧 - Drive Android emulators and devices over adb: screenshots, UI inspection, tap/swipe/type, app lifecycle, logcat, screen recording and Gradle builds and tests.
imatza-rh/mcp-zuul 🐍 ☁️ - Zuul CI: build failure analysis, log search, pipeline status and job configuration.
InditexTech/mcp-server-simulator-ios-idb 📇 🏠 🍎 - Interact with iOS simulators (iPhone, iPad and more) through natural language commands.
Ivy-Innovation/cubelife 📇 🏠 - Persistent pixel-art characters that reflect an agent's state in real time: report work state, mark tasks complete, signal errors and check status.
InhiblabCore/mcp-image-compression 🐍 🏠 - Local compression of various image formats.
Adityaaery20/media-mcp 🐍 🏠 🍎 🪟 🐧 - Local image and video processing: resize, convert, compress, crop, thumbnails, metadata extraction, rotate, flip, filters and ffmpeg-based video operations.
InsForge/insforge-mcp 📇 ☁️ - Backend-as-a-service for agents building full-stack apps: auth, PostgreSQL database, storage and functions.
io.github.hoainho/podium-mcp 📇 🏠 🍎 - Mobile E2E testing on macOS: iOS Simulator control, native UI automation, Maestro flows, React Native debugging and WebView DOM inspection.
ios-simulator-mcp 📇 🏠 🍎 - Interact with iOS simulators: get simulator information, control UI interactions and inspect UI elements.
isaacphi/mcp-language-server 🏎️ 🏠 - Navigate codebases with language server tools: go to definition, find references, rename and diagnostics.
blackwell-systems/agent-lsp 🏎️ 🏠 🍎 🪟 🐧 - Stateful layer over real language servers: persistent sessions keep indexes warm, and speculative execution simulates edits in memory before writing to disk.
IvanAmador/vercel-ai-docs-mcp 📇 🏠 - AI-powered search and querying of the Vercel AI SDK documentation.
izzzzzi/codewiki-mcp 📇 ☁️ - Search repos, fetch AI-generated wiki docs and ask questions about any open-source repository via codewiki.google.
j4c0bs/mcp-server-sql-analyzer 🐍 - SQL analysis, linting and dialect conversion using SQLGlot.
jaggernaut007/Nexus-MCP 🐍 🏠 🍎 🪟 🐧 - Local hybrid code search (vector, BM25 and code graph) with structural code graph analysis and persistent semantic memory.
jaimenbell/mcp-factory 🐍 🏠 - Manifest-driven MCP server scaffolder: generate MCP servers from YAML manifests, with batch registration and a live routing hub.
Jambozx/onlinecybertools-mcp-server 📇 ☁️ 🏠 🍎 🪟 🐧 - Developer and security utilities via the onlinecybertools.com API: encoding, hashing, JWT decoding, regex testing, formatters, network diagnostics and OSINT.
JamesANZ/system-prompts-mcp-server 📇 🏠 🍎 🪟 🐧 - Exposes a catalog of coding assistant system prompts as tools, with model-aware suggestions and persona activation to emulate agents like Cursor or Devin.
James-Chahwan/repo-graph 🐍 🏠 - Structural codebase graph: scans entities, relationships and feature flows across languages so LLMs navigate by structure instead of grepping.
janaraj/tnl 📇 🏠 🍎 🪟 🐧 - TNL (Typed Natural Language): per-feature English contracts that coding agents can look up, propose edits to and verify implementations against.
janreges/ai-distiller-mcp 🏎️ 🏠 - Extracts essential code structure from large codebases into an AI-digestible format so agents write code that correctly uses existing APIs.
jasonjmcghee/claude-debugs-for-you 📇 🏠 - VS Code extension and MCP server for language-agnostic automatic debugging via breakpoints and expression evaluation.
jawdat6/fixgraph-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Search and contribute to a community-verified knowledge base of engineering issues and fixes, with trust scores and fix verification.
jetbrains/mcpProxy 🎖️ 📇 🏠 - Work with JetBrains IDEs such as IntelliJ, PyCharm, WebStorm and Android Studio.
jiezeng2004-design/PatchWarden 📇 🏠 🪟 - Local-first safety and verification layer for coding agents: workspace confinement, command allowlists, scope-violation detection and auditable task evidence.
Jktfe/serveMyAPI 📇 🏠 🍎 - Securely store and access API keys across projects using the macOS Keychain.
jmshinhwa/readystack-mcp 📇 🏠 🍎 🪟 🐧 - Regulation and deadline linters for EU CRA, DORA, NIS2, the EU AI Act, PCI DSS, WCAG, e-invoicing and more, reporting file, line and fix for each finding.
jonradoff/lightcms 🏎️ ☁️ - CMS managed via natural language: publish content and manage templates, assets, themes, redirects and multi-site forks, with versioning and semantic search.
jordandalton/restcsv-mcp-server 📇 ☁️ - Access CSV files via RestCSV.
joshuarileydev/simulator-mcp-server 📇 🏠 - Control iOS Simulators.
Jpisnice/shadcn-ui-mcp-server 📇 🏠 - Access shadcn/ui v4 components, blocks, demos and metadata.
jsdelivr/globalping-mcp-server 🎖️ 📇 ☁️ - Run ping, traceroute, mtr, HTTP and DNS measurements from locations around the world via Globalping.
julianbei/arno 🏎️ 🏠 🍎 🐧 - IDE for agents: read code by symbol, edit with compiler diagnostics, validate with the project's own build and tests, and revert to checkpoints.
Jungle-Grid/mcp-server 🎖️ 📇 ☁️ - Estimate, submit, monitor and fetch logs for GPU inference, training, fine-tuning and batch workloads on Jungle Grid.
kadykov/mcp-openapi-schema-explorer 📇 ☁️ 🏠 - Token-efficient access to OpenAPI/Swagger specs via MCP Resources.
kao273183/mk-qa-master 🐍 🏠 🍎 🪟 🐧 - End-to-end QA loop: analyzes web pages or mobile screens, generates and runs pytest or Maestro tests with auto-retry, and writes an optimization plan.
Kapeli/dash-mcp-server 🐍 🏠 🍎 - Search documentation sets in Dash, the macOS API documentation browser.
kenneives/design-token-bridge-mcp 📇 🏠 - Translates design tokens from Tailwind, CSS, Figma or W3C DTCG into Material 3, SwiftUI, Tailwind config and CSS variables, with WCAG contrast validation.
kensaurus/mushi-mushi 📇 🏠 ☁️ 🍎 🪟 🐧 - Bug-report triage and fix dispatch: plain-English diagnoses of user-reported bugs with evidence, blast radius and a fix prompt, then automated GitHub fix PRs.
kerbelp/metatron 🐍 🏠 🍎 🪟 🐧 - Self-hosted server that captures design patterns, conventions and decisions from git history and developer feedback and serves them to coding agents.
kevinswint/xcode-studio-mcp 📇 🏠 🍎 - iOS development tools: build, run, screenshot and interact with the iOS Simulator.
kindly-software/kdb 🦀 ☁️ - Time-travel debugger with bidirectional execution replay, hash-chain audit logging and SIMD-accelerated stack unwinding.
knewstimek/agent-tool 🏎️ 🏠 🍎 🪟 🐧 - Encoding-aware file read/edit for coding agents with indentation conversion and .editorconfig support, plus SSH, SFTP, process management and system utilities.
KryptosAI/mcp-observatory 📇 🏠 🍎 🪟 🐧 - Regression testing for MCP servers: discovers configured servers, checks capabilities, invokes tools, detects schema drift and recommends new servers.
kyisaiah47/compound-mcp 📇 ☁️ - Read-only lookups for facts newer than a model's training cutoff: AI model costs, dependency maintenance, SaaS stack costs, shadcn registry items and more.
LadislavSopko/mcp-ai-server-visual-studio #️⃣ 🏠 🪟 - Roslyn-based Visual Studio integration: semantic code navigation, symbol search, inheritance trees, call graphs, safe rename and build/test execution.
kimwwk/repocrunch 🐍 🏠 🍎 🪟 🐧 - Analyze GitHub repositories' tech stack, dependencies, architecture, health metrics and security indicators with deterministic JSON output.
lamemind/mcp-server-multiverse 📇 🏠 - Middleware that runs multiple isolated instances of the same MCP servers side by side with unique namespaces and configurations.
MarcelRoozekrans/roslyn-codelens-mcp #️⃣ 🏠 🍎 🪟 🐧 - Roslyn-based .NET code intelligence: type hierarchies, call graphs, DI registrations, diagnostics, code fixes and complexity metrics from pre-built indexes.
langfuse/mcp-server-langfuse 🐍 🏠 - Access and manage LLM application prompts created with Langfuse Prompt Management.
lisamaraventano-spine/mcp-server 📇 🏠 🍎 🪟 🐧 - Underground Cultural District: developer utilities (UUID, JSON, Base64, hashing, JWT, regex, cron), creative tools and a marketplace of digital goods.
linuxsuren/atest-mcp-server 📇 🏠 🐧 - Manage API test suites and test cases with atest.
linw1995/nvim-mcp 🦀 🏠 🍎 🪟 🐧 - Interact with Neovim.
jarvisassistantux/loopsense 📇 🏠 - Feedback loop for coding agents: CI monitoring, process watching, file change detection and HTTP polling.
logisky/logisheets-mcp 🎖️ 📇 🏠 🍎 🪟 🐧 - Local Excel-compatible spreadsheet engine based on LogiSheets: deterministic formulas, named blocks, column rules, scenario scans, goal-seek and .xlsx export.
lorenzo-cambiaghi/LynxMCP 🐍 🏠 🍎 🪟 🐧 - Local semantic code search with AST-aware chunking, hybrid BM25 and dense retrieval, and a code knowledge graph over codebases, docs sites and PDFs.
louis030195/gptzero-mcp 📇 ☁️ 🍎 🪟 🐧 - Detect AI-generated text via the GPTZero API, with confidence scores, probability breakdowns and French and Spanish support.
lpigeon/ros-mcp-server 🐍 🏠 🍎 🪟 🐧 - Control robots by converting natural language commands into ROS or ROS2 control commands.
lpigeon/unitree-go2-mcp-server 🐍 🏠 🐧 - Control the Unitree Go2 robot with natural language commands interpreted by an LLM.
LucasGorgal/localfig 📇 🏠 🍎 🪟 - Exposes the Figma desktop app's Plugin API on the open file: inline renders, design token reading and one undo step per call, without the cloud API.
LumabyteCo/clarifyprompt-mcp 📇 ☁️ 🍎 🪟 🐧 - Turns vague prompts into platform-optimized prompts for AI tools across image, video, voice, music, code, chat and document categories.
Luqueee/kivgraph 🏎️ 🏠 🍎 🐧 - Local code graph for coding agents: find code by intent, follow callers and references, inspect blast radius and trace dependencies across repositories.
madhan-g-p/DevDocs-MCP 📇 🏠 🍎 🐧 - Version-pinned, offline documentation sourced from DevDocs.io.
impossiblecode/overseer-nvim-mcp 📇 🏠 🍎 🐧 - Runs long-running commands a coding agent starts in Neovim (dev servers, watchers) as overseer.nvim tasks you can watch and stop from your task list.
paulburgess1357/nvim-mcp 🐍 🏠 🐧 - Control Neovim instances via msgpack-RPC: read and edit buffers, run commands, send keys, query LSP diagnostics and annotate code with highlights.
paulhkang94/markview 🏠 🍎 - Open and render Markdown files in MarkView, a native macOS Markdown preview app.
MarcelRoozekrans/memorylens-mcp #️⃣ 🏠 🪟 - On-demand .NET memory profiling with JetBrains dotMemory: detects memory leaks, LOH fragmentation and anti-patterns, and suggests code fixes.
martingeidobler/android-mcp-server 📇 🏠 - Android device control via ADB: screenshots, UI tree inspection, touch automation, logcat and compound actions like tap-and-wait.
mattjegan/swarmia-mcp 🐍 🏠 🍎 🐧 - Read-only access to Swarmia metrics for quick reporting.
meanands/npm-package-docs-mcp ☁️ - Up-to-date documentation for npm packages, fetched from the latest README in the package's GitHub repository.
mcpware/ui-annotator-mcp 📇 🏠 - Annotates any web page with hover labels for AI assistants via reverse proxy injection, without browser extensions.
microservices-sh/mcp 📇 ☁️ 🏠 - Inspect microservices.sh Cloudflare-native modules and templates, generate app plans and projects, run checks and trigger confirmation-gated preview deploys.
mhmzdev/Figma-Flutter-MCP 📇 🏠 - Gives coding agents Figma data to write Flutter code, including asset exports, widgets and full-screen implementations.
Michael-WhiteCapData/ollama-handoff 🐍 🏠 🍎 🪟 🐧 - Offload summaries, drafts, extractions and first-pass code reviews from a cloud LLM agent to a local Ollama model via handoff tools with built-in prompts.
MikeRecognex/mcp-codebase-index 🐍 🏠 🍎 🪟 🐧 - Structural codebase indexer for querying functions, classes, imports, dependency graphs and change impact.
mmorris35/devplan-mcp-server 📇 ☁️ - Generate step-by-step development plans (PROJECT_BRIEF.md, DEVELOPMENT_PLAN.md, CLAUDE.md) using the ClaudeCode-DevPlanBuilder methodology.
MnemeHQ/mneme 🐍 📇 🏠 🍎 🪟 🐧 - Architectural decision governance for coding agents: submit proposals and query canonical decisions and their lineage, while humans keep final authority.
mobile-next/mobile-mcp 📇 🏠 🐧 🍎 - Android and iOS app and device automation, development and app scraping on simulators, emulators and physical devices.
MobileReality/mdma 📇 ☁️ 🏠 🍎 🪟 🐧 - Exposes the MDMA spec (interactive Markdown applications with mounted components), authoring prompts, package metadata and live docs.
saranshbamania/mobile-device-mcp 📇 🏠 🍎 🪟 - Control Android devices and iOS simulators: AI visual analysis, Flutter widget tree inspection, element finding, video recording and test script generation.
getmockd/mockd 🏎️ 🏠 🍎 🪟 🐧 - Mock HTTP, GraphQL, gRPC, WebSocket, MQTT, SSE and SOAP APIs with chaos engineering, stateful CRUD, spec imports and deterministic seeded responses.
mockherodev/mcp-server 📇 ☁️ - Synthetic test data generation: detect schemas from SQL or JSON and generate JSON, CSV or SQL data.
mrexodia/user-feedback-mcp 🐍 🏠 - Enable a human-in-the-loop feedback workflow in AI coding tools.
muhannad-hash/git-context-mcp 📇 🏠 🍎 🪟 🐧 - Explains why code exists by tracing lines back to commits, GitHub PR descriptions and linked issues, plus file history, commit search and contributors.
mumez/pharo-smalltalk-interop-mcp-server 🐍 🏠 - Pharo Smalltalk integration: code evaluation, class and method introspection, package management, test execution and project installation in Pharo images.
n8daniels/RulesetMCP 📇 🏠 - Keeps agents grounded in project rules: query coding standards, validate snippets and get task-specific guidance from version-controlled rule files.
Nagarjuna2997/ios-agent-skill 📇 🏠 🍎 🪟 🐧 - Swift code reviews, local Apple references and app scaffolding, plus simulator tools on macOS with Xcode.
najaeda/naja-scope 🐍 🏠 - Explore elaborated SystemVerilog/Verilog designs (RTL or gate-level netlists) with najaeda: trace fan-in/fan-out, walk module hierarchy and jump to source.
Souzix76/n8n-workflow-tester-safe 📇 🏠 - Test, score and inspect n8n workflows with config-driven test suites, two-tier scoring, execution traces and a built-in node catalog.
AutomateLab-tech/n8n-mcp 📇 🏠 - Generate n8n workflow JSON from natural language, lint for deprecated nodes, missing typeVersion and broken connections, and debug per-node execution failures.
narumiruna/gitingest-mcp 🐍 🏠 - Convert any Git repository into a text digest of its codebase using gitingest.
Neem2004/android-mcp-server 📇 🏠 - ADB-based Android access: read-only logcat, UI hierarchy, package listing and allowlisted shell commands.
neilberkman/editorconfig_mcp 📇 🏠 - Formats files using .editorconfig rules so AI-generated code follows project formatting standards.
Neo1228/spring-boot-starter-swagger-mcp ☕ ☁️ 🏠 - Turn a Spring Boot application into an MCP server by reusing its existing Swagger/OpenAPI documentation.
ni-c/woodpecker-ci-mcp 📇 🏠 - Drive a self-hosted Woodpecker CI: read failing step logs, restart, cancel or approve pipelines, and manage secrets, registries, crons, agents and the queue.
nikolai-vysotskyi/trace-mcp 📇 🏠 🍎 🪟 🐧 - Framework-aware code intelligence via a cross-language dependency graph: routes, ORM relations, DI trees, impact analysis, call graphs and refactoring.
Nishant-Chaudhary5338/mcp-toolkit 📇 🏠 🍎 🪟 🐧 - React/TypeScript development toolkit: component scaffolding, dependency audits, WCAG checks, test generation, type enforcement and monorepo management.
nk3750/jitapi 🐍 ☁️ 🏠 🍎 🪟 🐧 - Discover and call API endpoints from OpenAPI specs using semantic search and dependency graphs, planning multi-step workflows without loading entire specs.
no-materials/hird 🦀 🏠 🍎 🪟 🐧 - Query the Hirð compiler (typed actors on the BEAM): type inference, definition lookup, effect rows, IR fragments, actor protocols and supervision graphs.
Neverlow512/agent-droid-bridge 🐍 🏠 - Control Android devices and emulators via ADB: UI inspection, screen interaction, ADB commands and change detection.
Odrin/rhizome-mcp 🏎️ 🏠 🍎 🪟 🐧 - Local-first task tracking and coordination for coding agents: durable issues, leases, checkpoints, decisions, dependency graphs and review workflows.
ofershap/mcp-server-devutils 📇 🏠 - Developer utilities: Base64, UUID, hashing, JWT decoding, cron parsing, timestamps, JSON and regex.
ofershap/mcp-server-dns 📇 🏠 - DNS lookups, reverse DNS, WHOIS and domain availability checks.
ofershap/mcp-server-docker 📇 🏠 - Manage Docker containers, images, volumes, networks and Compose services.
ofershap/mcp-server-github-actions 📇 ☁️ - GitHub Actions: view workflow runs, read logs, re-run failed jobs and manage CI/CD.
ofershap/mcp-server-github-gist 📇 ☁️ - Create, read, update, list and search GitHub Gists.
ofershap/mcp-server-markdown 📇 🏠 - Search, extract sections, list headings and find code blocks across Markdown files.
ofershap/mcp-server-npm-plus 📇 ☁️ - npm package search, bundle size checks, vulnerability scans and download comparisons.
ofershap/mcp-server-scraper 📇 ☁️ - Web scraping: extract clean Markdown, links and metadata from any URL.
ooples/token-optimizer-mcp 📇 🏠 ☁️ 🍎 🪟 🐧 - Token optimization through caching and compression, with tools for API optimization, code analysis and real-time monitoring.
OpenZeppelin/contracts-wizard - Generate secure smart contracts in multiple languages from OpenZeppelin Wizard templates.
OverlayQA/mcp 📇 ☁️ 🏠 - WCAG accessibility and color-contrast audits plus QA issue tracking from your coding agent.
optimaquantum/claude-critical-rules-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Enforces critical rules for Claude to prevent documented failure patterns, with a compliance verification checklist and rules summary.
paladini/devutils-mcp-server 📇 🏠 🍎 🪟 🐧 - Developer utilities: hashing, Base64/hex/URL encoding, UUID and password generation, JWT decoding, JSON/YAML/XML formatting, timestamps, CIDR and text tools.
paracetamol951/P-Link-MCP 🏠 🐧 🍎 ☁️ - HTTP 402 (Payment Required) implementation using Solana.
pasichDev/docket 📇 🏠 🍎 🪟 🐧 - Shared todo list and backlog for coding agents, filed per project by git remote, with claims to avoid duplicate work and a local web dashboard.
mcpware/pagecast 📇 🏠 - Record browser pages as GIF or video: AI-driven demo recordings with scroll, click and hover interactions via Playwright and ffmpeg.
jcooley8/pincushion-plugin 📇 ☁️ 🏠 🍎 🪟 🐧 - Visual feedback for coding agents: stakeholders drop pins on a live app, and the agent reads each pin's selector, screenshot, DOM snippet and thread to fix it.
pipepie/pipepie 🏎️ 🏠 - Self-hosted webhook relay and tunnel with Noise NK encryption: inspect requests, replay webhooks, trace AI pipelines, manage tunnels and subdomains.
pmptwiki/pmpt-cli 📇 🏠 - Record and share AI-driven development history: saves project milestones with summaries, generates planning prompts and publishes to pmptwiki.
pofky/asc-mcp 📇 🏠 🍎 - App Store Connect control: metadata edits, screenshot and binary uploads, TestFlight, IAPs, subscriptions, release preflight audits, submission and release.
PostHog/posthog 🎖️ 📇 ☁️ - Interact with PostHog analytics, feature flags, error tracking and more.
soulware-studio/promethic-mcp ☁️ - Prompt library with versioned prompts and per-version model settings for text, image and JSON; tracks edits and proposes refined versions.
pylonapi/pylon-mcp 📇 ☁️ - x402 API gateway for web extraction, search, translation, image generation, screenshots, PDF and OCR, paid per call in USDC on Base.
Pratyay/mac-monitor-mcp 🐍 🏠 🍎 - Identifies resource-intensive processes on macOS and suggests performance improvements.
promptexecution/just-mcp 🦀 🏠 - Justfile integration: run CLI or script commands with parameters and environment variable support.
pskill9/website-downloader - Download entire websites using wget, preserving their structure and converting links to work locally.
PSU3D0/spreadsheet-mcp 🦀 🏠 🪟 - Token-efficient spreadsheet analysis and editing (xlsx/xlsm) with region detection, structured reads, formula and style inspection, forking and recalculation.
grahamrowe82/pt-edge 🐍 ☁️ 🍎 🪟 🐧 - Tracks open-source AI projects across GitHub, PyPI, npm, Hugging Face, Docker Hub and Hacker News for discovery, comparison and trend analysis.
public-ui/kolibri 📇 ☁️ 🏠 - Accessible KoliBri web component samples, specs, docs and scenarios.
pzalutski-pixel/javalens-mcp ☕ 🏠 - Semantic Java analysis via Eclipse JDT: compiler-accurate navigation, refactoring, find references, call hierarchy and code metrics.
pzalutski-pixel/godotlens-mcp 🐍 🏠 - Semantic GDScript analysis via Godot's built-in LSP: navigation, references, diagnostics, rename and file sync.
pzalutski-pixel/sharplens-mcp #️⃣ 🏠 - Semantic C#/.NET analysis via Roslyn: navigation, refactoring, find usages and code intelligence.
qainsights/jmeter-mcp-server 🐍 🏠 - Performance testing with JMeter.
qainsights/k6-mcp-server 🐍 🏠 - Performance testing with Grafana k6.
qainsights/locust-mcp-server 🐍 🏠 - Performance testing with Locust.
benswel/qr-agent-core 📇 ☁️ - Dynamic QR codes: create, update, track and retarget QR codes of various types without regenerating images.
QuantGeekDev/docker-mcp 🏎️ 🏠 - Docker container management and operations.
Quantum3-Labs/ARBuilder 🐍 ☁️ 🏠 🍎 🪟 🐧 - Code generator for Arbitrum: Stylus smart contracts, SDK bridging, full-stack dApps and Orbit chain deployment, backed by RAG over Arbitrum documentation.
r-huijts/xcode-mcp-server 📇 🏠 🍎 - Xcode integration for project management, file operations and build automation.
rabdulsal/appstore-release-mcp 📇 🏠 🍎 - Runs the App Store release cycle for iOS/macOS apps: version bump, archive, signing and TestFlight upload via fastlane, metadata updates and review submission.
ReAPI-com/mcp-openapi 📇 🏠 - Discover and explain OpenAPI specifications and generate code or mock data from them.
RepoAssay/repo-test-architect 📇 🏠 🍎 🪟 🐧 - Local, read-only test architecture audits for JS/TS, C#, Elixir, Go, Kotlin, PHP, Python, Ruby, Rust and Swift, with evidence-backed findings and test plans.
Vbj1808/retrieval-lens 📇 🏠 - Flight recorder for RAG retrieval: logs chunks, scores, sources and rankings to audit, replay and diff retrieval runs.
reflagcom/mcp 🎖️ 📇 ☁️ - Manage Reflag feature flags from chat in your IDE.
Rootly-AI-Labs/Rootly-MCP-server 🎖️ 🐍 ☁️ 🍎 - Access Rootly, the incident management platform.
ronantakizawa/a11ymcp 📇 🏠 - Test URLs and HTML for WCAG 2.0/2.1/2.2 compliance using axe-core, including color contrast, ARIA validation and orientation lock detection.
rsdouglas/janee 📇 🏠 🍎 🪟 🐧 - Self-evolving server that uses an LLM to create, test and refine its own tools at runtime from natural language descriptions.
ryan0204/github-repo-mcp 📇 ☁️ 🪟 🐧 🍎 - Browse GitHub repositories, explore directories and view file contents.
sarveshsea/memi 📇 🏠 - Design-system memory for coding agents: UI audits, Tailwind token extraction, shadcn registry workflows, Figma context, design docs and quality diagnostics.
saurav61091/mcp-openapi 📇 ☁️ 🏠 - Turn any OpenAPI 3.x spec into callable MCP tools, with Bearer, API key and Basic auth support.
sbroenne/mcp-server-excel #️⃣ 🏠 🪟 - Automate the Excel app on Windows: Power Query, DAX, VBA, PivotTables, tables, charts, ranges and formatting.
SDGLBL/mcp-claude-code 🐍 🏠 - Implements Claude Code-like capabilities for code understanding, modification and project analysis.
seldonframe/reelier 📇 🏠 🍎 🪟 🐧 - Record an agent's MCP tool-call workflow, replay it deterministically without tokens and diff runs to catch drift, for CI and snapshot tests.
selvage-lab/selvage 🐍 🏠 - LLM-based code review with AST-based context extraction, supporting Claude, GPT, Gemini and other models via OpenRouter.
NavinAgrawal/mcp-broker 🐍 🏠 🍎 🪟 🐧 - Local MCP broker exposing one client entry that routes to many upstream MCP servers, with profile gates, lifecycle management and mutating-tool allowlists.
notasandy/mcp-code-sanitizer 🐍 🏠 🍎 🪟 🐧 - Code review via Groq: finds bugs, vulnerabilities and SQL injections, compares and explains code, generates tests and HTML reports.
shellsage-ai/mcp-server-boilerplate 📇 🐍 🏠 - Starter templates for MCP servers in TypeScript and Python, with tool, resource and prompt patterns.
SegfaultSorcerer/heap-seance 🐍 🏠 🍎 🪟 🐧 - Java memory leak diagnostics via jcmd, jmap, jstat, JFR, Eclipse MAT and async-profiler, with conservative scans, deep forensics and confidence-based verdicts.
sequa-ai/sequa-mcp 📇 ☁️ 🐧 🍎 🪟 - Gives AI coding tools context from your entire codebase and docs via Sequa.
SimplyLiz/CodeMCP 🏎️ 🏠 🍎 🪟 🐧 - Code intelligence via SCIP indexing for Go, TypeScript, Python, Rust and Java: semantic search, impact analysis, call graphs and ownership detection.
skullzarmy/vibealive 📇 🏠 🍎 🪟 🐧 - Find unused files and APIs in Next.js projects, with project analysis tools exposed over MCP.
smplkit/mcp 📇 ☁️ - Schedule HTTP jobs (cron, one-off or on-demand) with retries and run history.
snaggle-ai/openapi-mcp-server 🏎️ 🏠 - Connect to any HTTP/REST API server using an OpenAPI v3 spec.
specshield26/specshield-mcp-server 📇 ☁️ - OpenAPI breaking-change detection and migration guides to check whether an API change is safe to ship.
srijanshukla18/xray 🐍 🏠 - Code intelligence via ast-grep: map project structure, fuzzy-find symbols and assess change impact in Python, JS/TS and Go.
srclight/srclight 🐍 🏠 - Code indexing with SQLite FTS5, tree-sitter and embeddings for symbol search, call graphs, git intelligence and hybrid semantic search.
st3v3nmw/sourcerer-mcp 🏎️ ☁️ - Semantic code search and navigation that reduces token waste.
stass/lldb-mcp 🐍 🏠 🐧 🍎 - LLDB integration for binary and core file analysis, debugging and disassembly.
stfade/moth 📇 🏠 - Structured bug-fix analysis and project-local memory of verified fixes for coding agents.
storybookjs/storybook 📇 🏠 - Helps agents write and test Storybook stories for UI components.
SuresoftTechnologies/dvera-plugin 🎖️ 🐍 🏠 🪟 🐧 - Drives Controller Tester (CT) C/C++ verification: project setup, analysis, test generation and execution, statement/branch/MC-DC coverage and report export.
tactual-dev/tactual 📇 🏠 🍎 🪟 🐧 - Screen-reader navigation cost analyzer that models assistive technology user effort with per-profile scoring, graph-based pathfinding and navigation traces.
TamarEngel/jira-github-mcp - Integrates Jira and GitHub to automate developer workflows from issue tracking to branches, commits, pull requests and merges.
tao-izm/devpulse-mcp 📇 🏠 - Real-time diagnostic snapshot of the local dev environment: framework, running services, recent errors and git state.
TCSoftInc/testcollab-mcp-server ☁️ - List, create and update test cases in TestCollab with filtering, sorting and pagination.
TKMD/ReftrixMCP 📇 🏠 🐧 🍎 - Web design analysis: layout extraction, motion detection, quality scoring and semantic search, turning web pages into structured design knowledge.
TencentEdgeOne/edgeone-pages-mcp 📇 ☁️ - Deploy HTML content to EdgeOne Pages and get a public URL.
testdino-hq/testdino-mcp 🎖️ 📇 ☁️ - Review TestDino test runs, debug failures and manage manual test cases using natural language.
tgeselle/bugsnag-mcp 📇 ☁️ - Interact with Bugsnag.
thecombatwombat/replicant-mcp 📇 🏠 🍎 🪟 🐧 - Android development: build APKs, launch emulators, manage devices, automate UI and analyze logs.
themesberg/flowbite-mcp 📇 🏠 🍎 🪟 🐧 - AI assistance for Flowbite, the open-source UI framework based on Tailwind CSS.
theserverlessdev/wsc 📇 ☁️ 🏠 - Prose linter and AI-slop detector: weasel words, passive voice, hedging and research-cited AI writing tells.
tipdotmd/tip-md-x402-mcp-server 📇 ☁️ - Cryptocurrency tipping using the x402 payment protocol and CDP Wallet.
x402node/x402-mcp 🎖️ 📇 🏠 - Exposes x402-paid APIs discovered from Coinbase Bazaar, handling USDC micropayments on Base.
Mibayy/token-savior 🐍 🏠 🍎 🪟 🐧 - Structural code intelligence: navigate and edit code by symbol, with dependency graphs, call chains, dead code detection and structural diffs.
Tokenectomy-Labs/Tokenectomy 🦀 🏠 🍎 🪟 🐧 - Log noise removal, secret redaction and atomic compiler patch verification with instant rollback for AI debugging sessions.
Tommertom/awesome-ionic-mcp 📇 🏠 - Ionic coding assistant for building mobile apps with React, Angular, Vue or vanilla JS.
tosin2013/mcp-adr-analysis-server 📇 ☁️ 🏠 - Architectural analysis for software projects: technology stack detection, ADR management, security checks, TDD workflow and deployment readiness validation.
TranQui004/signalint 📇 🏠 🍎 🪟 🐧 - Compact JavaScript/TypeScript diagnostics: clusters and prioritizes Oxlint, tsc and Biome issues, caches results and detects recurring diagnostic loops.
tumf/mcp-text-editor 🐍 🏠 - Line-oriented text file editor with partial file access to minimize token usage.
ukkit/memcord 🐍 🏠 🐧 🍎 - Organize and search chat history with AI-generated summaries and secure memory.
utensils/mcp-nixos 🐍 🏠 - Information on NixOS packages, system options, Home Manager configurations and nix-darwin macOS settings.
V0v1kkk/DotNetMetadataMcpServer #️⃣ 🏠 🍎 🪟 🐧 - Type information from .NET projects: assembly exploration, namespace discovery, type reflection and NuGet integration.
valado/pantheon-mcp - Serves task-specific instructions to agents instead of static Markdown files.
var-gg/mcp 📇 ☁️ - Enforces team naming conventions in AI-generated code.
vasayxtx/mcp-prompt-engine 🏎️ 🏠 🪟️ 🐧 🍎 - Manage and serve dynamic prompt templates using a text template engine.
veelenga/claude-mermaid 📇 🏠 🍎 🪟 🐧 - Render Mermaid diagrams with live reload, themes and SVG, PNG or PDF export.
vercel/next-devtools-mcp 🎖️ 📇 🏠 - Next.js runtime diagnostics, route inspection, dev server logs, docs search and upgrade guides for coding agents.
vighriday/Veris 📇 🏠 🍎 🪟 🐧 - Behavioral verification for TS/JS repos: builds a behavioral graph, clusters workflows, detects drift and generates adversarial probes with risk scores.
verifyax/verifyax-mcp 📇 ☁️ - Agent evaluation, simulation testing and functional/non-functional verification workflows on the VerifyAX platform.
vezlo/src-to-kb 📇 🏠 ☁️ - Convert source code repositories into searchable knowledge bases using chunking, OpenAI embeddings and GPT-5 search.
vivekvells/mcp-pandoc - Document format conversion using Pandoc: Markdown, HTML, PDF, DOCX, CSV and more.
VikrantSingh01/adaptive-cards-mcp 📇 🏠 ☁️ 🍎 🪟 🐧 - Generate, validate, optimize and transform Adaptive Cards for Teams, Outlook, Copilot and ChatGPT, with accessibility scoring and host compatibility checks.
VOYAGER-Inc/excel-vision-mcp 🐍 🏠 🍎 🪟 🐧 - Reads Excel files with embedded images mapped to their cells and meaningful formatting such as colors and strikethrough; supports writes with atomic saves.
VSCode Devtools 📇 - Connect to the VS Code IDE and use semantic tools like find usages.
VrtxOmega/Ollama-Omega 🐍 🏠 🍎 🪟 🐧 - Chat, generate, pull, list and inspect models with Ollama.
VrtxOmega/omega-brain-mcp 🐍 🏠 🍎 🪟 🐧 - AI execution pipeline with NAEF logic constraints, VERITAS build gates, semantic vault integration and Tri-Node Cortex validations to curb hallucination.
Webvizio/mcp 🎖️ 📇 - Converts website and web app feedback and bug reports into context-enriched developer tasks for coding agents via Webvizio.
whyy9527/ariadne 🐍 🏠 - Offline cross-service API dependency graph: find GraphQL operations, REST endpoints, Kafka topics and frontend queries related to a business term or endpoint.
willianpinho/mcp-gateway-scan 📇 🏠 - Read-only static scanner that scores MCP and agent-gateway repos on RBAC, fail-closed behavior, supply chain, observability, cost and secrets handling.
WiseVision/mcp_server_ros_2 🐍 - ROS 2 integration for AI-driven robotics applications and services.
wn01011/llm-token-tracker 📇 🏠 🍎 🪟 🐧 - Token usage and cost tracking for OpenAI and Claude APIs with real-time session tracking.
Wolfe-Jam/claude-faf-mcp 📇 🏠 - Persistent project context in the .faf (Foundational AI-context Format), with project DNA and Podium scoring.
Wolfe-Jam/faf-mcp 📇 🏠 - Persistent project context in the IANA-registered .faf format, with AI-readiness scoring.
Wooonster/hocr_mcp_server 🐍 🏠 - Extract handwritten math formulas from uploaded images as LaTeX using a vision-language model, with a Vue frontend.
wyattjoh/jsr-mcp 📇 ☁️ - Access JSR, the JavaScript Registry.
xcodebuild 🍎 - Build iOS Xcode workspaces or projects and feed errors back to the LLM.
XixianLiang/HarmonyOS-mcp-server 🐍 🏠 - Device control and UI automation for HarmonyOS Next devices.
xzq.xu/jvm-mcp-server 📇 🏠 - JVM-based MCP server implementation.
yangkyeongmo@/mcp-server-apache-airflow 🐍 🏠 - Connect to Apache Airflow.
yanmxa/scriptflow-mcp 📇 🏠 - Turns repetitive AI interactions into persistent, executable Bash, Python, Node.js or TypeScript scripts.
ycs77/apifable 📇 🏠 - Explore OpenAPI specs, search endpoints and generate TypeScript types.
yikakia/godoc-mcp-server 🏎️ ☁️ 🪟 🐧 🍎 - Query Go package information on pkg.go.dev.
yiwenlu66/PiloTY 🐍 🏠 - Control interactive terminals (PTY) with stateful sessions, SSH connections and background process management.
YuChenSSR/mindmap-mcp-server 🐍 🏠 - Generate interactive mind maps.
YuChenSSR/multi-ai-advisor 📇 🏠 - Query multiple Ollama models and combine their responses for diverse perspectives on a single question.
YuliiaKovalova/dotnet-template-mcp #️⃣ 🏠 🍎 🪟 🐧 - Search, inspect, preview and create dotnet new projects via the .NET Template Engine, with parameter validation, defaults and NuGet resolution.
Yutarop/ros-mcp 🐍 🏠 🐧 - Control robots with natural language via ROS 2 topics, services and actions.
yWorks/mcp-typescribe 📇 🏠 - Provides TypeScript API information so agents can work with APIs not in their training data.
ypollak2/llm-router 🐍 🏠 🍎 🪟 🐧 - Subscription-aware LLM router for Claude Code: routes tasks to providers like OpenAI, Gemini, Groq and Ollama by complexity, subscription usage and cost.
zaebee/codegraph-brain 🐍 🏠 - Local Python/TypeScript code graph: call tracing, multi-hop impact analysis, authz reachability audits, coupling metrics and architectural drift detection.
zaizaizhao/mcp-swagger-server 📇 ☁️ 🏠 - Converts OpenAPI/Swagger specifications to MCP format so AI assistants can call REST APIs.
zcaceres/fetch-mcp 📇 🏠 - Fetch JSON, text and HTML data.
zelentsov-dev/asc-mcp 🏠 🍎 - Manage App Store Connect apps, builds, TestFlight, subscriptions, reviews and more via its API.
zenml-io/mcp-zenml 🐍 🏠 ☁️ - Connect to ZenML MLOps and LLMOps pipelines.
zillow/auto-mobile 📇 🏠 🐧 - Android automation tool suite for developer workflows and testing.
ztuskes/garmin-documentation-mcp-server 📇 🏠 - Offline Garmin Connect IQ SDK documentation with search and API examples.
drumst0ck/uploadkit 🎖️ 📇 🏠 🍎 🪟 🐧 - UploadKit's React upload components, Next.js route handler scaffolds, bring-your-own-storage setup (S3, R2, GCS, B2) and full-text docs search.
DigiCatalyst-Systems/dep-diff-mcp 📇 🏠 🍎 🪟 🐧 - Turns npm or PyPI lockfile diffs into upgrade plans with semver classification, breaking changes, fixed CVEs, migration links and risk-ranked recommendations.
hikmahtech/drwhome 📇 ☁️ - Developer utilities: Base64 and URL encoding, JWT decoding, DNS lookup, UUID generation, JSON formatting, User-Agent parsing and IP lookup.
skyhook-io/radar 🎖️ 🏎️ 🏠 🍎 🪟 🐧 - Query Kubernetes cluster topology, resources, events, logs and Helm/GitOps state across clusters via Radar, a Kubernetes visibility tool.
NazarKalytiuk/tarn 🦀 🏠 🍎 🪟 🐧 - API testing tool with YAML tests and structured JSON failures agents can act on: run, validate, inspect, rerun failed tests and get fix plans.
tooluse-labs/perfetto-mcp-rs 🦀 🏠 🍎 🪟 🐧 - Perfetto trace analysis: run PerfettoSQL queries on trace files, with Chrome tools for page loads, scroll jank, main-thread hotspots and stdlib discovery.
mshegolev/jaeger-mcp 🐍 ☁️ 🏠 - Query Jaeger distributed tracing: list services and operations, search and fetch traces, and view service dependencies.
parasxos/cpp26-adapter 🐍 🏠 🍎 🪟 🐧 - C++26 paper reference backing a Claude Code plugin: paper lookup, fuzzy search and compiler support status over the ISO/IEC 14882:2026 corpus.
graphpilot-oss/graphpilot 📇 🏠 🍎 🪟 🐧 - Structural memory for coding agents: indexes TypeScript/JavaScript repos for callers, callees, symbol locations and branch-aware blast-radius impact.
Disentinel/grafema 📇 🏠 🍎 🪟 🐧 - Semantic code graph: indexes a codebase into a typed graph for call-chain tracing, data-flow analysis, semantic search and invariant checking.
laszlopere/mcp-abacus 🐍 🏠 🍎 🐧 - Offline calculator that evaluates expressions in fixed-point, IEEE-754 double or exact rational arithmetic, labelling each answer exact or inexact.
joaoh82/rustunnel 🦀 🏠 ☁️ - Create and manage public HTTP, TCP and UDP tunnels to local services with custom subdomains, regions and load-balanced pools, managed cloud or self-hosted.
JSungMin/vs-token-safer 📇 🏠 🍎 🪟 🐧 - Routes code search through language-server indexes (clangd, Roslyn, tsserver, pyright) instead of grep, plus symbol-level edits and git/p4 output compaction.
ysalitrynskyi/opn-mcp 📇 ☁️ 🏠 - Shorten links, read click analytics, generate branded QR codes and manage links on opn.onl, the open-source, self-hostable URL shortener.
mambalabsdev/mcp-domain-deliverability-checker 📇 ☁️ - Audit a domain's email deliverability (SPF, DKIM, DMARC, MX, blacklists, catch-all, domain age) and get a health score via an Apify actor.
ozers/hooksense-mcp 📇 ☁️ - Webhook callbacks for AI agents: create callback URLs, wait for signature-verified webhooks instead of polling, verify HMAC and list or replay callbacks.
Eltortilla1/synapse-code-mcp 📇 🏠 🍎 🪟 🐧 - Structural code context via TypeScript AST analysis: compressed symbol indexes, dependency graphs and git diffs, without a vector database or embeddings.
richer-richard/fenestra 🦀 🏠 - Headless rendering and verification of native Rust GUIs: accessibility tree, semantic selectors, contrast and focus-order checks, and screenshot diffs.
chaoz23/inkcheck 📇 🏠 🍎 🪟 🐧 - CI for ink interactive-fiction stories: compiles, playtests every branch and finds runtime errors, unreachable knots and every distinct ending.
swapnanil/vectr 🐍 🏠 🍎 🪟 🐧 - Semantic codebase search and persistent working memory: hybrid dense and BM25 search over AST-aware chunks, a symbol graph and notes that survive restarts.
SunrisesIllNeverSee/sigrank-mcp 📇 🏠 🍎 🪟 🐧 - Leaderboard ranking AI coding operators by token efficiency, with signed submissions, diagnostics and simulations; only token counts leave the machine.
Bishop81/imagedimensions-mcp 📇 ☁️ - Audit images on a web page via the imagedimensions.com API: natural vs rendered dimensions, oversized-image detection and format breakdown.
sebastienrousseau/rlg 🦀 🏠 🍎 🪟 🐧 - Log tools for on-call and SRE workflows over rlg (RustLogs) files: tail events by level or target, filter with JSON-path predicates and summarize errors.
chrassy/klanex-mcp 🎖️ 📇 ☁️ - Async execution for agent tool calls: payload schema checks, retries and circuit breakers, idempotency keys, approval gates, replay and signed-webhook results.
get-tmonier/argot 🎖️ 🦀 🏠 🍎 🪟 🐧 - Checks agent-written code against the repo's git-history patterns, flagging foreign dependencies, reinvented functions, misplaced code and gamed tests.
MikhailHal/ariadne ☕ 🏠 🍎 🪟 🐧 - Affected-test selection for Kotlin/Android projects: finds the unit tests impacted by working-tree changes via function-level static analysis.
PackkitLabs/packkit-mcp 📇 🏠 - Scaffold and upgrade multi-language projects with the create-packkit generators, and compose a frontend and backend into one fullstack repo.
gvasile29/qai-consultant 🐍 🏠 🍎 🪟 🐧 - Local retrieval over ISTQB, OWASP, IEEE, ISO and EU AI Act QA standards, plus QA effort estimation, QA document review and JUnit/CSV flakiness analysis.
MGM-FALCON/quelllm-mcp 🐍 ☁️ 🍎 🪟 🐧 - Search the quelllm.fr open-weights LLM catalog: compare models by parameters, VRAM per quantization, speed and license, and estimate VRAM and costs.
imqueue/mcp 📇 🏠 - Search @imqueue docs, scaffold typed services and clients, access the CLI and manage your service fleet.
WCAG-Compliance/wcagc-mcp 🎖️ 📇 ☁️ 🏠 - Accessibility scanning with axe-core (WCAG 2.1 AA, EN 301 549, PDF/UA) via wcagc: scan URLs and PDFs, crawl sites, replay journeys and read violation trends.
srbsa/diffgate 📇 🏠 🍎 🪟 🐧 - Deterministic guardrail for AI-written diffs: AST-based checks for SQLi, SSRF, XXE, hardcoded secrets and over-abstraction, scoped to the changed lines.
shakaran/symfony-agent-mcp 📇 🏠 🍎 🪟 🐧 - Read-only introspection of Symfony codebases: routes, controllers, services, entities, schema, migrations, Doctrine, Messenger, Twig and API Platform.
ms-methos/jsonfabrica-mcp-server 📇 🏠 🍎 🪟 🐧 - Generate realistic, schema-conformant JSON test data (single documents or relational batches) from reusable templates via the JsonFabrica API.
servelink-swyftlabs/serve-mcp 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - Public HTTPS links for local files, directories or dev servers, via a live tunnel or published copy, with password protection, TTLs and named subdomains.
Yocoolab/mcp-server 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - Pin visual feedback on live web pages with the Yocoolab extension and hand it to coding agents with the element, selector and screenshot attached.
JeanFrancoisGagne/crapkit 🎖️ 🐍 🏠 🍎 🪟 🐧 - Read-only per-function CRAP scores (complexity and coverage) that point to the worst function to fix next, with uncovered lines and near-duplicates.
KallistoX/mcp-unifi-applications 🐍 🏠 🍎 🪟 🐧 - Query UniFi API docs (Network, Protect, Site Manager and more): endpoint search, field-level schemas and code examples. Docs only, no controller access.
xarl3z/magzdown-agent-tools 📇 🏠 🍎 🪟 🐧 - Turn Markdown into a shareable link rendered as a typeset document (tables, Mermaid, math, pagination); content is stored in the URL, not uploaded.
gba3124/anyhook-mcp 🎖️ 📇 ☁️ 🏠 - Create live webhook endpoints and read back the deliveries they receive; endpoints keep working after the session ends.
metabolism-tools/workspace-metabolism 🐍 🏠 🍎 🪟 🐧 - Policy layer for multi-agent workspaces: a JSON file sets what each path is worth, agents dry-run cleanup plans, and actions land in a hash-chained journal.
WilliamSmithEdward/xlide_mcp 🐍 🏠 🍎 🪟 🐧 - Read, write, analyze and test VBA in Excel, Word, PowerPoint and Access files, with static analysis; the file layer works without Office installed.
motock/fagan 🐍 🏠 - Autonomous coding pipeline: a frontier model plans and reviews, a local model implements under TDD, and a merge gate re-runs the suite on the rebased branch.

🔒 Delivery

A1-x-Tech/mcp-yandex-dostavka 📇 ☁️ - Yandex Delivery B2B API: express-courier claims (price check, create, track, cancel) and pickup-point/NDD orders.
A1-x-Tech/mcp-yango-delivery 📇 ☁️ - Yango Delivery B2B API (international Yandex Delivery): express-courier price checks, delivery claims, courier tracking and confirmation codes.
jordandalton/doordash-mcp-server 🐍 - Unofficial DoorDash Delivery integration.
arthurpanhku/DragonMCP 📇 🏠 ☁️ 🍎 - Greater China local services: Meituan/Ele.me delivery, Didi ride-hailing, WeChat Pay/Alipay, Amap/Baidu Maps, 12306 rail and Taobao/JD shopping.
catrinmdonnelly/royalmail-mcp 📇 ☁️ - Book, label, track and cancel Royal Mail and Parcelforce shipments across UK and international services.
CydVilla/peckish 📇 🏠 🍎 - Order food and groceries on DoorDash via its CLI (macOS arm64): search stores, compare fee-included totals, build carts; orders need user approval.
iafanasov/packzoo-mcp 📇 ☁️ - Compare parcel and letter delivery prices across carriers in 27 European countries.
smklog/parcel-shipping-rates-mcp 🎖️ ☁️ - Live USPS, UPS, FedEx and DHL rates for parcels shipped from the US, from a plain item description, plus checkout links, checkout status and tracking.
warpfreight/warp-agent-mcp 📇 ☁️ - Book LTL, FTL, van and box-truck freight through the Warp network, with in-chat login, Stripe-charged bookings and carrier dispatch.
Dudude-bit/yandex-lavka-mcp 🐍 ☁️ - Unofficial Yandex Lavka (Russia) grocery ordering: search the catalog, build a cart and place orders with two-step confirmation before any charge.
Yang1Bai/claw-tsaver 🐍 🏠 🍎 🪟 🐧 - MCP proxy that replaces oversized tool results with a preview and an on-demand handle to save tokens.
childrentime/reactuse 📇 🏠 🍎 🪟 🐧 - Discover ReactUse React Hooks: signatures, demos and usage patterns from the library docs.
kannajune/mcp-architect 🐍 🏠 - Local codebase architecture analysis: tech-stack overview, internal dependency graph with cycle detection, risk hotspots and module summaries.
todah-zg/codemagic-mcp 📇 ☁️ - Build, sign and publish iOS and Android apps via Codemagic CI/CD, App Store Connect and Google Play.
deslay1/amendor-mcp 📇 ☁️ - Let non-technical users request UI changes on your live site, then pull each request with its element and page into your coding agent to open a PR.
LS-SIEM-LLP/qa-probe 📇 🏠 🍎 🪟 🐧 - Probe live APIs and classify why each endpoint failed, with root cause, evidence and confidence. Supports FastAPI, Express, Next.js, tRPC and GraphQL.
zyqzyq/Unfour 🦀 🏠 🪟 🍎 - Local-first backend dev workspace: API debugging, SSH, database and diagnostics tools, with scoped safety policies and confirmation for risky actions.
getproxykit/proxykit-mcp 🏎️ 🏠 🍎 🪟 🐧 - Drive the local ProxyKit MITM debugging proxy: inspect HTTP(S), gRPC and WebSocket traffic, create mocks and rewrites, replay requests and run chaos scenarios.

🧮 Data Science Tools

Integrations and tools designed to simplify data exploration, analysis and enhance data science workflows.

inity13/decisionmatrix-mcp 📇 ☁️ - Deterministic multi-criteria decision analysis: rank options on weighted criteria via weighted-sum, weighted-product or TOPSIS, with sensitivity analysis.
abhiphile/fermat-mcp 🐍 🏠 🍎 🪟 🐧 - Math engine combining SymPy, NumPy and Matplotlib for symbolic algebra, numerical computing and data visualization.
agmonetti/mathmethods-mcp 🐍 🏠 🍎 🪟 🐧 - Numerical methods: root finding, numerical integration, differential equations (RK4) and Lagrange interpolation.
Archerkattri/mathlas 🐍 🏠 - Math tools for agents: theorem search, PSLQ constant identification, OEIS lookup, Lean kernel checks and applicability checklists.
arrismo/kaggle-mcp 🐍 ☁️ - Connect to Kaggle to download and analyze datasets.
aurelio-nakamura/dataloupe 📇 🏠 🍎 🪟 🐧 - Offline tabular data access: describe, preview and query CSV, TSV, JSON, Parquet and Excel files, diff datasets and build an interactive HTML explorer.
avisangle/calculator-server 🏎️ 🏠 - Mathematical computations: basic arithmetic, advanced functions, statistical analysis, unit conversions and financial calculations.
bradleylab/stella-mcp 🐍 🏠 - Create, read, validate and save Stella system dynamics models (.stmx files in XMILE format) for scientific simulation and modeling.
Bright-L01/networkx-mcp-server 🐍 🏠 - Graph analysis with NetworkX: centrality algorithms, community detection, PageRank and graph visualization.
chohyerinn/filter-mcp-server 🐍 🏠 - Compare approximate filter data structures: Bloom, Counting Bloom, Cuckoo and SuRF.
ChronulusAI/chronulus-mcp 🐍 ☁️ - Forecasting and prediction with Chronulus AI agents.
clouatre-labs/math-mcp-learning-server 🐍 ☁️ 🏠 🍎 🪟 🐧 - Educational server for math operations, statistics, visualization and persistent workspaces.
Daichi-Kudo/llm-advisor-mcp 📇 ☁️ 🍎 🪟 🐧 - Real-time LLM and VLM comparison with benchmarks, prices and personalized recommendations from multiple data sources.
DataEval/dingo 🎖️ 🐍 🏠 🍎 🪟 🐧 - Data quality evaluation with Dingo: run rule-based and LLM-based evaluations and list its rules and prompts.
datalayer/jupyter-mcp-server 🐍 🏠 - Interact with Jupyter.
FantasyLab-ai/aurora 🐍 🏠 🍎 🪟 🐧 - Transparent statistical analysis with cited findings, integrity-hashed result bundles and a calibration corpus of measured detector false-fire rates.
growthbook/growthbook-mcp 🎖️ 📇 🏠 🪟 🐧 🍎 - Create and interact with GrowthBook feature flags and experiments.
gpartin/WaveGuardClient 🐍 ☁️ 🍎 🪟 🐧 - Physics-based anomaly detection with Klein-Gordon wave equations: scans, fingerprinting, token risk, wallet profiling and price manipulation detection.
haiiibin/data-profiler-mcp 🐍 🏠 🍎 🪟 🐧 - Profile local tabular files (CSV, TSV, Parquet, Excel, JSON): dataset overview, per-column statistics, data-quality audits and dtype suggestions.
headlessherm-creator/polymath-megablaster-mcp 📇 🏠 🍎 🪟 🐧 - Local deterministic calculations: exact-precision math, date arithmetic, unit conversion, statistics, subnet math, haversine and Levenshtein distance.
HumanSignal/label-studio-mcp-server 🎖️ 🐍 ☁️ 🪟 🐧 🍎 - Create, manage and automate Label Studio projects, tasks and predictions for data labeling workflows.
jjsantos01/jupyter-notebook-mcp 🐍 🏠 - Interact with and control Jupyter Notebooks.
jonahthan433/cortexcloud-mcp 📇 ☁️ - QUBO/Ising optimization with classical, hybrid and quantum solvers, paid per call via x402 (USDC on Base).
kdqed/zaturn 🐍 🏠 🪟 🐧 🍎 - Link multiple data sources (SQL, CSV, Parquet and more) and analyze the data for insights and visualizations.
leap-laboratories/discovery-engine 🐍 ☁️ - Exploratory data analysis that finds feature interactions and subgroup effects, with p-values, effect sizes and literature citations.
lihtness/gnomon-mcp 🐍 🏠 🍎 🪟 🐧 - Deterministic date, math and unit tools: time snapshots, calendar math with natural-language parsing, expression evaluation and Pint-based unit conversion.
mckinsey/vizro-mcp 🎖️ 🐍 🏠 - Create validated, maintainable data charts and dashboards with Vizro tools and templates.
mrnh/rigor 🐍 🏠 🍎 🪟 🐧 - Classical hypothesis testing, effect sizes, power and sample-size analysis and multiple-comparisons correction, returned as cited, assumption-checked answers.
optuna/optuna-mcp 🎖️ 🐍 🏠 🐧 🍎 - Orchestrate hyperparameter search and other optimization tasks with Optuna.
Whatsonyourmind/oraclaw 📇 ☁️ 🏠 🍎 🪟 🐧 - Decision intelligence algorithms: bandits, Monte Carlo, constraint optimization, forecasting, anomaly detection, risk analysis and graph algorithms.
playidea-lab/pcq 🐍 🏠 🍎 🪟 🐧 - ML experiment contracts (cq.yaml plus JSON) to run, validate, compare and trace experiments in any framework, including PyTorch, Lightning and sklearn.
phisanti/MCPR 🏠 🍎 🪟 🐧 - Connect AI agents to interactive live R sessions.
phuongrealmax/code-guardian 📇 🏠 - Code refactoring engine: code analysis, hotspot detection, complexity metrics, persistent memory and automated refactoring plans.
pramod/kaggle 🐍 - Browse Kaggle competitions, leaderboards, models, datasets and kernels.
reading-plus-ai/mcp-server-data-exploration 🐍 ☁️ - Autonomous data exploration of CSV datasets with generated insights.
ShipItAndPray/mcp-compress 📇 🏠 ☁️ 🍎 🪟 🐧 - Data compression with gzip, Brotli, deflate and TurboQuant quantization, with automatic algorithm selection.
ShipItAndPray/mcp-turboquant 📇 🏠 🍎 🪟 🐧 - LLM quantization: convert models to GGUF, GPTQ and AWQ, recommend quantization settings, evaluate quality and push to Hugging Face Hub.
98lukehall/renoun-mcp 🐍 ☁️ - Structural observability for AI conversations: detects loops, stuck states, breakthroughs and convergence without analyzing content.
subelsky/bundler_mcp 💎 🏠 - Query local information about dependencies in a Ruby project's Gemfile.
zcaceres/markdownify-mcp 📇 🏠 - Convert almost any file or web content into Markdown.
laszlopere/mcp-gnu-units 🐍 🏠 🐧 - Offline unit conversion and dimensional analysis backed by the GNU units database, with compound expressions and reduction to SI base units.
tufantunc/axiom-advanced-math-mcp $tufantunc/axiom-advanced-math-mcp MCP server$ 📇 🏠 🍎 🐧 - Offline exact symbolic math via the Giac/Xcas computer algebra system: calculus, equation solving, linear algebra, combinatorics and claim verification.
hanshs474/jevx-mcp 📇 ☁️ - Run zero-shot Jev AI typed decisions with criteria defined in the request and get calibrated probabilities for every option.

📊 Data Visualization

Interactive charts, dashboards, and visual data tools rendered inside AI conversations.

ganapativs/microcharts 📇 🏠 🍎 🪟 🐧 - Word-sized charts (sparklines, bars, bullets and more) rendered to self-contained SVG with generated alt text, plus chart suggestions for a given question.
kleinicke/ply-visualizer 🐍 🏠 🍎 🪟 🐧 - Inspect, compare and export point clouds, meshes and depth data with interactive 3D previews, measurements, NumPy/PyTorch inputs and COLMAP depth.
KyuRish/mcp-dashboards 📇 🏠 🍎 🪟 🐧 - Interactive charts (bar, line, candlestick, Sankey, geo and more) and dashboards with KPI cards, drill-down, live API polling, themes and PNG/PPT export.
marzukia/charted 🐍 🏠 🍎 🪟 🐧 - Render bar, line, pie, scatter and other charts from JSON or CSV to SVG, HTML, PNG or data URL, with built-in themes.
MS-Teja/Glyphic 📇 🏠 - Generate architecture, ERD, sequence, flowchart, Gantt and other diagrams from structured JSON as SVG or PNG, without a headless browser.
oscarleoo/chartlink-agents 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Charts, maps and sortable tables with live-updating embed links: draft, preview and publish, then update the data and every embed follows.
pushtodisplay/cli 📇 🏠 🍎 🪟 🐧 - Send structured content to boards in the Push To Display app on iOS and Android, route updates to specific panels and render them in real time.
Ratnaditya-J/csvglow 🐍 🏠 🍎 🪟 🐧 - Generate self-contained HTML dashboards from CSV/Excel files with interactive ECharts visualizations and sortable data tables.
nteract/semiotic 📇 🏠 🍎 🪟 🐧 - Semiotic React data visualization: suggest charts for a dataset, render validated configs to SVG, diagnose anti-patterns and fetch component schemas.

📟 Embedded System

Provides access to documentation and shortcuts for working on embedded devices.

0x1abin/matter-controller-mcp 📇 📟 - Control and interact with Matter devices via a Matter controller.
JannLeo/telinksdk-builder-mcp 🐍 🏠 🪟 🐧 🍎 - Build Telink and other embedded SDKs (Eclipse headless, Make or generic) via natural language, with automatic build pattern detection.
adancurusul/embedded-debugger-mcp 🦀 📟 - Embedded debugging with probe-rs: ARM Cortex-M and RISC-V targets via J-Link, ST-Link and other probes.
adancurusul/serial-mcp-server 🦀 📟 - Serial port communication.
ByteAsk/ByteAsk-Embedded-MCP 🐍 ☁️ 📟 - Page-cited retrieval of embedded/firmware reference docs (datasheets, MCU registers, Modbus/CAN, SCPI, IEEE 1547/SunSpec) as verbatim snippets.
horw/esp-mcp 📟 - Fix build issues for ESP32-series chips with ESP-IDF.
kukapay/modbus-mcp 🐍 📟 - Standardize and contextualize industrial Modbus data.
kukapay/opcua-mcp 🐍 📟 - Connect to OPC UA-enabled industrial systems.
lxman/obsbot-mcp 📇 📟 🏠 🍎 🪟 🐧 - Control an OBSBOT Tiny 2 webcam over USB: pan, tilt and zoom, subject tracking, presets, focus, exposure and white balance, snapshots and recording.
octoco-ltd/sheetsdata-mcp 🐍 ☁️ 📟 - Electronic component datasheet data: specs, pinouts, package info and absolute maximum ratings extracted on demand from manufacturer PDFs.
powerdragonfire/platformio.mcp 🐍 📟 🏠 🍎 🪟 🐧 - Build, flash and debug PlatformIO firmware: parsed compiler errors, serial monitoring, crash backtrace decoding, Unity tests and library management.
ProductOfAmerica/mcp-server-kicad 🐍 📟 🏠 - KiCad EDA automation: schematic capture, PCB layout, ERC, DRC and Gerber, BOM and 3D exports for KiCad 9 and 10.
stack-chan/stack-chan 📇 📟 - M5Stack-based robot with an MCP server for AI-controlled interactions and emotions.
turbyho/fw-context-mcp 🐍 📟 🏠 🍎 🪟 🐧 - Build-aware code intelligence for embedded C/C++ firmware: symbol search, call graphs, hotspot analysis, dead code detection and vector search.
yoelbassin/gnuradioMCP 🐍 📟 🏠 - Create and modify GNU Radio RF flowcharts (.grc files).
catallo/misterclaw 🏎️ 📟 🏠 🐧 🍎 - Remote control for MiSTer-FPGA: launch games, search ROMs, take screenshots, manage systems and set up Tailscale VPN, with automatic core and ROM discovery.
zackpeters93/ugs-mcp 🐍 📟 🏠 🍎 - CNC control via Universal G-code Sender (GRBL): jog, home, run G-code files, inspect toolpaths and estimate cycle times, with two-step motion confirmation.
codeofaxel/Kiln 🐍 📟 🏠 🍎 🪟 🐧 - Run 3D printers end to end: design, slice, queue, monitor via camera and recover from failures over OctoPrint, Moonraker/Klipper, PrusaLink or USB.
Gearotons/servomotor-mcp 🎖️ 🐍 🏠 📟 🍎 🪟 🐧 - Control the Gearotons M17 open-source closed-loop NEMA-17 servomotor over RS-485: port discovery, motor auto-detection and the full firmware command set.

🎓 Education

MCP servers for learning management systems (LMS) and educational tools.

admin978/canvas-mcp 🐍 🏠 🍎 🪟 🐧 - Local-first Canvas LMS access: courses, assignments, modules, announcements, grades, planner items, upcoming events, to-dos and bulk file download.
alejooroncoy/campus-cli 📇 🏠 🍎 🪟 🐧 - Student access to university systems via SSO: courses, assignments, grades, feedback, announcements and materials, currently for Blackboard Learn (UPC, Peru).
AnonymousOnyx22/brightspace-d2l-mcp 📇 🏠 🍎 🪟 🐧 - D2L Brightspace for students: due dates with submission status, grades, assignments and rubrics, announcements and discussions, using browser sign-in.
Connectry-io/connectrylab-architect-cert-mcp 📇 🏠 🍎 🪟 🐧 - Claude Certified Architect exam prep: scenario-based questions, practice exams, concept handouts, a guided capstone build and spaced repetition.
csmediapro/moodle-mcp-server 📇 🏠 🍎 🪟 🐧 - Query Moodle LMS data via Moodle Web Services: courses, users, assignments, categories and site info. Extensible with plugins.
giacomomaria81/scorm-mcp-server 📇 🏠 🍎 🪟 🐧 - Package HTML, Claude Design bundles or mobile-learning exports as SCORM 2004/1.2 courses with milestone and question tracking, and validate SCORM zips.
ictinnovations/ictexam-mcp 📇 🏠 🍎 🪟 🐧 - Read exam papers, classes, subjects, the gradebook and per-question item analysis from ICTExam, an exam authoring and auto-grading platform.
JuhongPark/mcp-server-pronunciation 🐍 🏠 🍎 🪟 🐧 - Local English voice coach with pronunciation, grammar, fluency and phoneme-level feedback, practice drills and learner-profile hints.
RohanMuppa/brightspace-mcp-server 📇 🏠 🍎 🪟 🐧 - Check D2L Brightspace grades, due dates, assignments, announcements, syllabus, rosters, discussions and course content.
anzy-renlab-ai/pronounce 🐍 🏠 🍎 🪟 🐧 - Community pronunciation dictionary for developer and product names (kubectl, nginx, GIF) with IPA, respellings, alternate readings and cited sources.
sf-shenfeng/learn-shell 📇 🏠 - Self-hosted teaching OS for agents: courses, lessons, FSRS flashcards, graded exercises, real-time teaching sessions and teaching memory.
Smartoire/paxaver-mcp 📇 ☁️ - Paxaver school community platform: student lunch ordering with allergy and dietary checks, wallets, school calendars, volunteering, memberships and payments.
peopleworks/SignsofAI #️⃣ 🏠 🍎 🪟 🐧 - Explainable AI-writing detection and originality checking in English and Spanish, plus citation checks and hidden-character detection.

🛒 E-Commerce

MCP servers for e-commerce platforms and online store management.

HasData/walmart-mcp 📇 ☁️ - Walmart data as JSON: search results, product pages with the buy-box seller and customer reviews from Walmart US and Canada.
HasData/amazon-mcp 📇 ☁️ - Amazon data as JSON: keyword search, product details by ASIN, reviews, seller profiles and seller catalogs across marketplaces.
A1-x-Tech/mcp-yandex-merchants 📇 ☁️ - Yandex Merchants API: product feeds, offer prices, discounts and hiding or unhiding offers in Yandex Search.
A1-x-Tech/mcp-yango-retail 📇 ☁️ - Yango Tech Retail grocery platform B2B API: orders, receipts, products, prices, discounts, stock and stores.
agentcentral-to/agent-central-mcp 📇 ☁️ - Amazon Seller Central and Amazon Ads data: inventory, orders, catalog, finance, fulfillment and advertising.
agentlux/agentlux-mcp 📇 ☁️ 🍎 🪟 🐧 - AgentLux agent marketplace: browse items, manage agent identity, creator workflows, service hires, social flows and Base/x402 commerce.
anhmtk/agentshare-mcp 📇 ☁️ - Solana DeFi intelligence: Meteora DLMM pool briefs and details, Solana DEX data and DefiLlama scouting, plus secondary commerce tools.
BuyWhere/buywhere-mcp 📇 ☁️ 🍎 🪟 🐧 - Cross-border e-commerce product catalog: search products across Singapore, Southeast Asia and US markets with price comparison and deal discovery.
koraynar/trendyol-seller-mcp 🐍 🏠 🍎 🪟 🐧 - Unofficial Trendyol seller API: products, order packages, customer questions, claims, and stock and price updates, with gated writes and PII redaction.
ilyautov/marketplaces-mcp-ru 🐍 ☁️ 🍎 🪟 🐧 - Wildberries and Ozon Seller APIs: sales, stock, prices, finance, reviews and ads, with a read/write/destructive safety gate and multi-store switching.
RPER2001/rigshare-mcp 📇 🏠 ☁️ - Rent GPUs, robots, drones and construction equipment on RIGShare: quote, book, run remote sessions, publish listings and onboard equipment owners.
ilyautov/moysklad-mcp-ru 🐍 ☁️ 🍎 🪟 🐧 - MoySklad cloud ERP for Russian retail and wholesale: stock, products, orders, counterparties and reports, plus confirmation-gated document writes.
TonyWang-hub/mcp-cn-commerce 🐍 ☁️ 🍎 🪟 🐧 - Read-only merchant data from Tmall/Taobao, JD.com, Pinduoduo, Douyin, Kuaishou, Xiaohongshu and WeChat Store: orders, products, inventory and ad reports.
hypawave/mcp 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Non-custodial Bitcoin Lightning commerce: agents buy and sell files, data, APIs and compute on a public marketplace, plus encrypted agent-to-agent messaging.
justadityaraj/amazon-in-mcp 📇 ☁️ 🍎 🪟 🐧 - Search Amazon India via scraping: cheapest-in-stock and value picks, product details (price, MRP, rating, stock, seller) and Keepa price history links.
jasp-nerd/marktplaats-mcp 🐍 🏠 🍎 🪟 🐧 - Search Marktplaats and 2dehands, the Dutch and Belgian second-hand marketplaces: filtered listings, ad details, seller reviews and new-listing monitoring.
jlsookiki/secondhand-mcp 📇 🏠 ☁️ 🍎 🪟 🐧 - Search Facebook Marketplace, eBay, Depop and Poshmark for secondhand items, filtering by price, condition, size and color, with full listing details.
mrslbt/rakuten-mcp 📇 ☁️ - Rakuten API integration for Japan: product search, hotel and travel booking, and recipe lookup.
malinoto/tracepass-mcp-server 📇 ☁️ - EU Digital Product Passport automation via TracePass: create products, build and audit DPPs, set economic operators and read or capture GS1 EPCIS 2.0 events.
melbis/melbis-shop 🎖️ 🏠 🪟 - Work in a self-hosted Melbis Shop store as a staff user: project files with version history, database, catalog trees, product files and storefront pages.
ncosic/logimu-shopping-mcp 🐍 ☁️ - Amazon (US, UK, DE, CA, AU) and Walmart shopping data: ranked product shortlists, current prices, stock, ratings and 30-day price and BSR history.
OFODevelopment/cerebrochain-mcp-server 📇 ☁️ - Supply chain and logistics tools: carrier rate shopping, inventory management, order tracking, fleet logistics and demand forecasting.
ONE8943/ai-furniture-hub 📇 ☁️ 🏠 🍎 🪟 🐧 - Japan-focused furniture and home products: millimeter-precise search, curated sets, dimension-compatible replacement finder and live Rakuten data.
patchistry/patchistry-mcp-server 📇 ☁️ 🍎 🪟 🐧 - Patchistry velcro-patch hat shop: browse hats and patches, get complete build recommendations and shipping info, and contact the brand.
Pangolin-spg/amazon-data-mcp 📇 ☁️ - Read-only Amazon research via Pangolinfo: product details, keyword results, reviews, niche signals, Alexa shopping recommendations and AI-search data.
samrothschild23/intelligence-api 📇 ☁️ - E-commerce intelligence: analyze Shopify stores, score Amazon product opportunities and FBA profitability, and find sales leads from Google Maps.
the402ai/mcp-server 📇 ☁️ 🍎 🪟 🐧 - Agent service marketplace with x402 micropayments (USDC on Base): browse and buy services, manage threads and subscriptions, sell services and track earnings.
TheBestCo/bestprice-mcp 📇 ☁️ - Read-only Greek price comparison from BestPrice: product search, offer comparison and price history.
PCDCK/ozon-mcp 🐍 ☁️ 🍎 🪟 🐧 - Ozon Seller and Performance APIs with auto-pagination, rate-limit handling and analytical workflows for stock-out risk, content audits and prices.
vitrine3d/mcp 📇 ☁️ 🍎 🪟 🐧 - 3D product viewer platform: upload GLB models, style scenes with lighting, camera and backgrounds, and embed them on websites.
pepabo/colormeshop-mcp 🎖️ ☁️ - Manage orders, products, inventory, customers, coupons and shop settings on Color Me Shop (GMO Pepabo), a Japanese e-commerce platform.
nicktcode/swissgroceries-mcp 📇 ☁️ 🍎 🪟 🐧 - Swiss grocery search, weekly promotions and multi-store shopping plans across Migros, Coop, Aldi, Denner, Lidl and more, with unit-price comparison.
slookisen/lokal 📇 ☁️ 🍎 🪟 🐧 - Find local food producers in Norway (farms, REKO rings, farmers' markets, farm shops) with Norwegian/English search, geo-filtering and A2A support.
tokenofesteem/mcp 🎖️ 📇 ☁️ - Commission a personalized, humorous printed booklet and have it printed and mailed as a gift within the US.
wppoland/woocommerce-mcp 📇 🏠 🍎 🪟 🐧 - Read-only WordPress and WooCommerce access via REST APIs: search products, product details, recent orders, sales reports and blog-post search.
ncosic/webotee-mcp 🐍 ☁️ - Read-only Amazon market intelligence from Webotee: brands, sellers, ASINs, under-competed niches, buy-box history and Amazon/Walmart overlap.
ztemerbekov/a1-yandex-kit-skills 📇 ☁️ - Yandex KIT e-commerce platform: manage products and variants, prices, orders, discounts, promo codes, collections, warehouses and webhooks.
ilyautov/chestny-znak-mcp-ru 🐍 🏠 🍎 🪟 🐧 - Chestny ZNAK (Russian mandatory product marking, GIS MT and SUZ) API: marking codes, emission orders, circulation documents and code checks.
dearlordylord/voila-sdk 📇 ☁️ 🏠 🍎 🪟 🐧 - Personal Voila grocery automation: search products, check discounts, list delivery slots, read cart and order history and update cart quantities.

🌳 Environment & Nature

Provides access to environmental data and nature-related tools, services and information.

ambeelabs/ambee-mcp 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Live air quality, pollen and weather data from Ambee.
aliafsahnoudeh/wildfire-mcp-server 🐍 ☁️ 🍎 🪟 🐧 - Detect, monitor and analyze potential wildfires globally using NASA FIRMS, OpenWeatherMap and Google Earth Engine data.
atmospore/atmospore-mcp 🐍 ☁️ 🍎 🪟 🐧 - Seven-day, per-species pollen forecasts for any location via the Atmospore API.
malonestar/gov-data-mcp 📇 ☁️ 🍎 🪟 🐧 - US government open data from EPA, FEMA, USGS, NOAA, FAA, USACE, FDIC, HUD, NRCS, county assessor rolls and state licensing boards.
nalediym/touch-grass 📇 🏠 🍎 🪟 🐧 - Nudges you to take outdoor breaks based on local weather, sunset timing and session streaks, with activity suggestions and stats.
zax0rz/birdnet-go-mcp 🏎️ 🏠 🍎 🪟 🐧 - Read-only access to BirdNET-Go bioacoustic observatories: query recent detections, stream mic telemetry, resolve LAN audio recordings and inspect sightings.
Zhonghao1995/Agentic-MIKE-Plus 🐍 🏠 🪟 - Headless DHI MIKE+ urban-water modelling: model inspection, parameter editing, simulation runs with QA status, .res1d results reading and plotting.
Zhonghao1995/agentic-swmm-workflow 📇 🐍 🏠 🍎 🪟 🐧 - EPA SWMM stormwater modelling workflow: model building, simulation runs, calibration, QGIS integration, climate scenarios and uncertainty analysis.

📂 File Systems

Provides direct access to local file systems with configurable permissions. Enables AI models to read, write, and manage files within specified directories.

8b-is/smart-tree 🦀 🏠 🍎 🪟 🐧 - Directory visualization with semantic analysis, compressed AI-oriented output formats and file categorization.
aadilr/changethisfile-mcp 📇 ☁️ - File conversion across image, video, audio, document, data, font, ebook and archive formats, returning a signed download URL.
Agaveis/hiberden-mcp 🦀 🏠 🍎 🪟 🐧 - Read and verify a local media-archive catalog: 3-2-1 backup coverage across disk, NAS, S3-compatible cloud and LTO tape, with read-back hash verification.
box/mcp-server-box-remote 🎖️ ☁️ - Access Box content: search, ask questions about files and folders, and extract data.
bzsanti/oxidize-python 🐍 🏠 🍎 🪟 🐧 - PDF toolkit: create and analyze PDFs, extract text for RAG, convert to Markdown, split and merge pages, add annotations and form fields, and encrypt files.
ezpzfile/ezpzfile-mcp 📇 🏠 🍎 🪟 🐧 - Local document and image tools: read and convert PDF, DOCX, HWP and EML, edit PDFs, resize images, strip EXIF, remove backgrounds and make QR codes.
koraynar/doc-extract-mcp 🐍 🏠 🍎 🪟 🐧 - Document extraction tooling: read PDFs, text, CSV and JSON, inspect metadata, chunk long documents, validate against JSON Schema and write JSON/CSV output.
ckanthony/Chisel 🦀 🏠 🍎 🐧 ☁️ - Token-efficient file access: unified-diff edits, targeted grep/sed reads of large files and kernel-enforced confinement to a configured root.
Cohexa-ai/agent-coherence 🐍 🏠 - Coherence guard for shared files: when two agents write the same file, the stale writer is denied instead of overwriting, then reacquires and retries.
convertica-net/convertica-mcp 📇 ☁️ - Convert PDFs to and from Word, Excel, PowerPoint, JPG, HTML, Markdown and EPUB, plus merge, split, compress, sign and protect PDFs via Convertica.
cyberchitta/llm-context.py 🐍 🏠 - Share code context with LLMs via MCP or the clipboard.
dabito/hledit-mcp 📇 🏠 🍎 🪟 🐧 - Hash-anchored file edits: read files with line anchors, validate anchors against current content and reject stale writes.
denis-samatov/yandex-workspace-mcp 🐍 ☁️ - Yandex Disk and Yandex Wiki integration with unified search, read-only by default, plus granular permissions, path allowlisting and audit logging.
dimitar-grigorov/mcp-file-tools 🏎️ 🏠 🍎 🪟 🐧 - Filesystem access for legacy non-UTF-8 files: detects encodings like CP1251, KOI8-R and GBK, preserves them on write, and handles BOM and line endings.
Dissimilis/DirForge #️⃣ 🏠 🍎 🪟 🐧 - Read-only directory listing web app: browse directories, read files, search content, inspect archives, compute hashes and check disk usage.
drolosoft/go-docs-mcp 🏎️ 🏠 🍎 🐧 - Read, search, OCR and extract from PDF, TXT, Markdown, DOCX, CSV and image files, with caching and directory confinement.
efforthye/fast-filesystem-mcp 📇 🏠 🍎 🪟 🐧 - Filesystem operations with large-file support: read and write files, sequential reads, directory operations, search and streaming writes with backup.
ellmos-ai/ellmos-filecommander-mcp 📇 🏠 🍎 🪟 🐧 - Local filesystem management with process control, interactive sessions, async search and safe delete via the Recycle Bin.
exoticknight/mcp-file-merger 🏎️ 🏠 - Merge files to work within AI chat length limits.
FI-Mihej/text_file_read_and_refactor_mcp 🐍 🏠 🍎 🪟 🐧 - Token-efficient text-file search, reading and refactoring that detects each file's BOM and codepage and preserves them on save.
filesystem@quarkiverse/quarkus-mcp-servers ☕ 🏠 - Filesystem access for browsing and editing files.
GuruPDF/gurupdf-mcp 📇 ☁️ - Convert, compress, merge, split and OCR PDFs, and convert between Word, Excel, PowerPoint, image, ebook and video formats via the GuruPDF API.
hmk/box-mcp-server 📇 ☁️ - Box integration for listing, reading and searching files.
isaacphi/mcp-gdrive 📇 ☁️ - Read from Google Drive and edit Google Sheets.
j0hanz/filesystem-context-mcp-server 📇 🏠 - Read-only filesystem exploration, search and analysis with symlink protection.
jeannier/homebrew-mcp 🐍 🏠 🍎 - Manage macOS Homebrew packages with natural language, get suggestions and troubleshoot brew issues.
Kookerella-Ltd/Kookerella.FsOpenXmlDsl 🏠 🍎 🪟 🐧 - Create, read and round-trip Excel workbooks (.xlsx/.xlsm) via a type-safe F# DSL, including regenerating the F# source that reproduces a file.
ltspace/dowse 🦀 🏠 🪟 - Read-only full-disk search on Windows over file names, document contents and OCR'd screenshot text.
mamertofabian/mcp-everything-search 🐍 🏠 🪟 - Windows file search using the Everything SDK.
MarceauSolutions/md-to-pdf-mcp 🐍 🏠 🍎 🪟 🐧 - Convert Markdown files to PDF with customizable themes, headers, footers and styling.
mark3labs/mcp-filesystem-server 🏎️ 🏠 - Local file system access.
LincolnBurrows2017/filesystem-mcp 🐍 🏠 - File system operations: read, write, search, copy and move, with path restrictions.
mickaelkerjean/filestash 🏎️ ☁️ - Remote storage access: SFTP, S3, FTP, SMB, NFS, WebDAV, Git, FTPS, Google Cloud, Azure Blob, SharePoint and more.
microsoft/markitdown 🎖️ 🐍 🏠 - Convert many file formats, local or remote, to Markdown for LLMs using MarkItDown.
modelcontextprotocol/server-filesystem 📇 🏠 - Direct local file system access.
Regan-Milne/obsideo-mcp 🎖️ 📇 ☁️ - Encrypted S3-compatible object storage with cryptographic possession proofs: put, get, list and delete objects, with optional client-side encryption.
FacundoLucci/plsreadme 📇 ☁️ 🏠 - Share Markdown files and text as readable web links.
colapsis/transfa 📇 ☁️ - Ephemeral file transfer for agents and CI/CD pipelines: upload a file and get a SHA-256-verified, expiring link, then list or delete uploads.
TrendTweekers/mintpdf 📇 ☁️ 🏠 🍎 🪟 🐧 - Convert HTML or Markdown to styled PDFs, or render a public URL to PDF, and get a download link.
UseJunior/safe-docx 📇 🏠 🍎 🐧 🪟 - Edit existing Word .docx files with formatting preservation, tracked changes, comments, footnotes and document comparison.
velyan/pdf-card-mcp 🐍 🏠 🍎 🪟 🐧 - Convert local PDFs into source-linked, card-based standalone HTML readers with notes, highlights and static publishing.
willianpinho/large-file-mcp 📇 🏠 🍎 🪟 🐧 - Large-file handling with chunking, navigation, streaming, regex search and LRU caching.
Xuanwo/mcp-server-opendal 🐍 🏠 ☁️ - Access any storage backend through Apache OpenDAL.
juergenkoller-software/distill-mcp 🏠 🍎 - Rename files with descriptive names via Distill, which analyzes PDF, OCR, Office, email and media content, with folder monitoring.
alebgl77/ftp-deploy-mcp 📇 🏠 🍎 🪟 🐧 - Deploy files to FTP, FTPS or SFTP servers: multi-server config, recursive deploys with dry-run and excludes, path jails, read-only mode and FileZilla import.

💰 Finance & Fintech

gveshk/atlasyield-mcp 📇 ☁️ 🍎 🪟 🐧 - Read-only DeFi vault assessment (Morpho, Aave, Pendle, Yearn and more): Atlas Scores with factor breakdowns, blowup alerts and exit-route checks.
Avierovich/openpitch 🐍 🏠 🍎 🪟 🐧 - Open data on AI startups: valuations, ARR and funding, with every figure sourced, dated and confidence-scored, plus flags for contradicting public sources.
investorphem/AbaPay 🎖️ 📇 ☁️ - Non-custodial stablecoin bill payments on Celo (airtime, data, electricity, cable, education) via x402 or a linked wallet's revocable on-chain allowance.
axionquant/mcp-server 📇 ☁️ - Unified financial data API: market prices, fundamentals, disclosures, macroeconomic and alternative data.
cyberwareX/cyberwarex-mcp 🐍 ☁️ - Pay-per-call x402 APIs: token safety and honeypot checks, EVM chain data, web page to Markdown, screenshot and PDF conversion, and speech-to-text.
xsf0221/pattern-vista-cli 🎖️ 🐍 🏠 ☁️ 🍎 🪟 🐧 - End-of-day S&P 500 and Nasdaq 100 technicals: distance from the 200-day average, breadth above it, and nightly chart patterns with historical win rates.
411sst/gst-einvoice-mcp 🐍 🏠 🍎 🪟 🐧 - Convert Indian GST invoices (PDF or scanned) into INV-01 e-invoice JSON, with every value checked against the document plus GSTIN and arithmetic validation.
bankstatemently/plugins 🎖️ 📇 ☁️ - Parse and query bank statements with Bankstatemently: turn PDF statements into structured transactions, accounts and balances, with reconciliation checks.
Calera-Labs/finsec-mcp ☁️ 📇 - SEC EDGAR fact retrieval with cryptographic filing provenance, valuation packs and deterministic CAGR calculation.
Val7h/dados-b3-mcp 🐍 ☁️ - Auditable fundamentals for Brazilian B3 stocks (ROE, P/E, dividends, Piotroski, Graham, restatements) and real-estate funds (FIIs), traceable to CVM sources.
celineycn/quantdata-plugin 🎖️ 🐍 ☁️ - Market statistics for US stocks and ETFs, futures, HK and A-shares: day-type probabilities, Weis volume waves, options max pain and dealer gamma (GEX).
CHANGCHINFU/mcp-gauge 📇 ☁️ 🏠 - Data signals with hash provenance from USGS, NOAA, ERA5, FRED and SEC EDGAR: floods, air quality, drought, crops, power grid, shipping and SEC filings.
donnywin85/dex-data-mcp 📇 🏠 🍎 🪟 🐧 - Live DEX data on BNB Chain, Polygon, Arbitrum, Base and Avalanche: token prices, liquidity depth, pool reserves, optimal venue and pre-trade price impact.
traql/mcp-server 📇 ☁️ - AML and sanctions screening for crypto addresses and transactions on Ethereum, BNB Chain, TRON, TON and Bitcoin, with itemized 0-100 risk scores.
Zenidp/solinkify-mcp 📇 🏠 - Agentic payments on Solana: discover x402-priced endpoints, pay HTTP 402 paywalls in USDC, manage balances and subscriptions, with spending caps and escrow.
pich/ai-economics-mcp 📇 ☁️ - AI economics calculators: token cost across vendors, context-window sizing, agent-hour cost, LLM energy and CO2, and verification metrics, with formulas.
atomno-mcp/mcp-fns-calc 🐍 ☁️ - Russian FNS tax and accounting calculators plus public fiscal status checks: self-employed, sole proprietor/OKVED, disqualification and blocked accounts.
Zydanny/x402-intel-engine 🐍 ☁️ - Real-time DEX token momentum, order book depth and whale flows, paid per call with gasless x402 micropayments on Base.
Luminc/peil-mcp 🎖️ 🐍 ☁️ - Peil for Dutch freelancers (ZZP'ers): log hours, draft invoices from unbilled time, and track outstanding and overdue invoices and effective hourly rate.
toomasgutman-blip/facturolia-mcp 🎖️ 🐍 ☁️ - Read and validate European e-invoices (Factur-X, ZUGFeRD, XRechnung, UBL, CII) against EN 16931 and flag Factur-X PDF vs embedded XML mismatches.
SimonTarara62/capitalcom-mcp-server 🐍 🏠 ☁️ - Unofficial Capital.com Open API integration: market data and guarded trading with preview-and-confirm trades, allowlists and demo-first defaults.
SmartyJohnway/tw-market-live-data-intelligence 🐍 🏠 🪟 - Local-first Taiwan market evidence with persistent watchlists and auditable, execute-once retrieval.
forum-labs/payfetch 📇 🏠 🍎 🪟 🐧 - Non-custodial paying fetch for x402 APIs (USDC on Base) with operator-set spend caps, approval thresholds, allow/deny lists and a receipt for every attempt.
polsolbridge/solana-swap-api 📇 ☁️ - Non-custodial swaps via Jupiter (Solana) and KyberSwap (EVM), cross-chain routing, Solana priority fees and Hyperliquid perps, as unsigned transactions.
mohsinmshabbir/datasaudi-mcp 🐍 🏠 - Query Saudi economic and social statistics (GDP, inflation, trade, population, real-estate price index) from GASTAT and DataSaudi, in English or Arabic.
wkalidev/multichain-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Read balances and prices, view portfolios, prepare transfers and deploy tokens across Stacks, Celo and Base.
Nodeflare-app/nodeflare-mcp 📇 ☁️ - JSON-RPC for EVM chains (Ethereum, Base, Arbitrum, Robinhood Chain, Plasma, Ink and more) from bare-metal nodes, including trace and debug methods.
InnarM/blank-invoice-maker-mcp 📇 🏠 🍎 🪟 🐧 - Create invoices via a deep link that opens Blank Invoice Maker pre-filled, then review and download the PDF; invoice data stays in the browser.
qinisolabs/bizdays 📇 🏠 ☁️ - Business-day and public-holiday calculations for 200+ countries: add or count working days, find the next business day and apply country weekend rules.
george-kozlitin/borme-mcp 🐍 ☁️ - Spain's company registry (BORME): typed company events since 2009, including incorporations, director changes, insolvencies and capital changes.
0rkz/byte-mcp-server 📇 ☁️ 🏠 🍎 🪟 🐧 - Per-byte data marketplace on Arbitrum (PayPerByte): discover publishers, check on-chain quality scores, subscribe and pay per request in USDC via x402.
Savvly/savvly-mcp 🎖️ 📇 ☁️ 🏠 - Savvly Longevity Benefit Fund: retirement projections (lump-sum, monthly, full trajectory), product comparisons, eligibility checks and FAQ search.
ShieldZCash/shieldz-mcp 📇 ☁️ 🏠 - Non-custodial crypto payments: create payment links and tip jars from a wallet address, with funds settling directly to the merchant's wallet.
eliasfire617/crypto-market-data-mcp 🐍 ☁️ - Crypto market data from Bybit, Binance, OKX, Hyperliquid, Gate and KuCoin: prices, funding rates, open interest, order books, candles and funding arbitrage.
seancrecord/scvd-general-store-repo 📇 ☁️ - General store for AI agents: signed certificates, human labor and digital goods paid in USDC via x402 on Base.
Scottcjn/rustchain-mcp 🐍 ☁️ - RustChain blockchain, BoTTube video platform and Beacon agent messaging: wallet management, mining queries, bounties, video search and upload, and messaging.
ocbenji/bitcoinbenji-mcp 📇 ☁️ 🍎 🪟 🐧 - Lightning-paid (L402) Bitcoin mempool data (fees, whale alerts, fee prediction, tx status) plus self-hosted AI inference for text, code, vision and OCR.
Kali123411/k402-mcp 🐍 ☁️ 🍎 🪟 🐧 - Pay-per-call APIs settled on Kaspa L1: text tools, web reading, embeddings and semantic search, Kaspa chain data, LLM inference and RISC Zero zk proving.
teodorofodocrispin-cmyk/intelica-mcp 🐍 ☁️ - Competitive intelligence: analyze a URL or company description and get structured market positioning, competitors, pain points and a market score.
Logitale/toreador-mcp-server 📇 🏠 🍎 🪟 🐧 - Generate non-custodial crypto payment QR codes (BTC, ETH, SOL, USDC, USDT, EURC) and manage payment sessions.
infaton/MCP35 📇 🏠 - 1C:Enterprise ERP integration: metadata inspection, document CRUD, register queries and BSP integration.
mrslbt/xendit-mcp 📇 ☁️ - Xendit payment gateway for Southeast Asia: invoices, disbursements, balance checks and bank transfers.
@arbitova/mcp-server 📇 ☁️ - Non-custodial on-chain escrow with AI dispute arbitration for agent-to-agent USDC payments on Base.
@czagents/cnb 📇 ☁️ 🏠 🍎 🪟 🐧 - Czech National Bank (ČNB) daily exchange rates: current and historical CZK rates and currency conversion.
Sofiia7/ARC 📇 🏠 ☁️ - Browse, take and submit USDC bounties on ArcBounty (Arc Network, ERC-8183 escrow and ERC-8004 reputation), with a credential-free read-only mode.
@frihet/mcp-server 📇 ☁️ - Frihet business management: invoices, expenses, clients, products and quotes.
@iiatlas/hledger-mcp 📇 🏠 🍎 🪟 - Read and optionally write local hledger journals for double-entry plain text accounting.
Fabio662/yieldagentx402-sdks 📇 ☁️ - Non-custodial, policy-gated execution layer for AI agents on EVM chains, Bitcoin, Solana, NEAR and more, with MPC signing, TEE attestation and x402 settlement.
@openpulsechain/mcp-server 📇 ☁️ - PulseChain on-chain analytics: token safety scores, honeypot detection, whale and smart money tracking, scam alerts, DEX volume and bridge stats.
sukrutkrdg/x402-bazaar-mcp 📇 🏠 🍎 🪟 🐧 - Base token-safety tools paid via x402: B20 freeze/seize/rug checks, pre-trade gates, honeypot detection, wallet and approval audits, prices and AI reports.
0xDegenMo/lighter-mcp 🐍 ☁️ 🏠 🍎 🪟 🐧 - Trade crypto and RWA perpetuals on the Lighter zk-rollup DEX, with tiered credentials, on-chain stop-loss and take-profit, and server-side safety caps.
aaronjmars/web3-research-mcp 📇 ☁️ - Deep research for crypto, running fully locally.
AEGISGOVDAO/aegisgov-sec-mcp 📇 ☁️ - SEC EDGAR data: search public companies, retrieve 10-K, 10-Q and 8-K filings, and access XBRL financial data.
ahmetsbilgin/finbrain-mcp 🎖️ 🐍 ☁️ 🏠 - Alternative financial data from FinBrain.
ahnlabio/bicscan-mcp 🎖️ 🐍 ☁️ - BICScan risk scores and asset holdings for EVM addresses (EOA, CA, ENS) and domain names.
AletaIndex/aletaindex-fin-narratives 🐍 ☁️ 🍎 🪟 🐧 - Track how financial news narratives evolve across tickers: news clustering, sentiment momentum and narrative risk mapping across portfolios.
AlexanderLawson17/revettr-python 🐍 ☁️ - Counterparty risk scoring for agentic commerce: scores wallets, domains, IPs and companies, paid via x402 micropayments.
KK6BZB/signallord-mcp-server 🐍 ☁️ - Bitcoin market regime detection: outcome probabilities, historical pattern matching, composite gauges and real-time macro, institutional and on-chain data.
unixlamadev-spec/aiprox-mcp 📇 ☁️ - Open agent registry to discover and hire AI agents by capability, with Lightning, Solana USDC and x402 payments and a workflow engine for chaining agents.
alchemy/alchemy-mcp-server 🎖️ 📇 ☁️ - Interact with Alchemy's blockchain APIs.
alforge-labs/alpha-forge-mcp 🐍 🏠 🍎 🪟 🐧 - Backtest, optimize (Optuna TPE) and walk-forward-test trading strategies locally with the AlphaForge quant CLI.
AlvisoOculus/optionsahoy-mcp 📇 ☁️ - US equity-compensation planning: ISO/AMT exercise schedules, NSO sell-vs-hold, RSU vesting, concentration sell-downs, collars and QSBS checks.
anjor/coinmarket-mcp-server 🐍 ☁️ - Fetch cryptocurrency listings and quotes via the Coinmarket API.
araa47/jupiter-mcp 🐍 ☁️ - Jupiter API access: trade Solana tokens, check balances, search tokens and create limit orders.
jorkal-crypto/jorkal-nft-mcp 📇 ☁️ - Solana NFT market data from Magic Eden: floor prices, cheapest listings, collection stats and wallet holdings, paid per call via x402.
arcadia-finance/mcp-server 🎖️ 📇 ☁️ 🏠 - Manage Uniswap and Aerodrome liquidity positions with leverage, automated rebalancing, and yield optimization on Base, Unichain, and Optimism.
ariadng/metatrader-mcp-server 🐍 🏠 🪟 - Execute trades on the MetaTrader 5 platform.
aranjan/kite-mcp 🐍 🏠 - Trade Indian stocks on Zerodha Kite: holdings, orders, quotes and GTT triggers, with automated TOTP login.
armorwallet/armor-crypto-mcp 🐍 ☁️ - Interface with multiple blockchains: staking, DeFi, swaps, bridging, wallet management, DCA, limit orders, coin lookup and tracking.
atomno-mcp/mcp-cbr-rates 🐍 ☁️ - Central Bank of Russia data: daily and historical exchange rates, key interest rate, inflation and aggregated macro statistics.
atomno-mcp/mcp-egrul 🐍 🏠 - Russian state registries EGRUL (legal entities) and EGRIP (individual entrepreneurs) from Federal Tax Service open data, self-hosted on local SQLite.
atomno-mcp/mcp-fns-check 🐍 ☁️ - Russian counterparty due diligence: INN/OGRN lookup across EGRUL/EGRIP, bankruptcy, tax debt, enforcement and arbitration records, with a risk verdict.
jackrain19743/hou-tea-mcp-server 📇 ☁️ - Browse, get recommendations for and buy Chinese tea from the Hou Tea shop with USDC via x402, delegating payment to wallet MCP servers.
autonsol/sol-mcp 📇 ☁️ - Solana token risk scoring by mint address, pump.fun graduation momentum signals and trust attestation queries.
vatnode/vatnode-mcp 📇 ☁️ - EU VAT number validation via the European Commission's VIES service, plus offline VAT rates and format checks for European countries.
vdalhambra/axiom-calculator-mcp 🐍 🏠 🍎 🪟 🐧 - Personal finance calculators: mortgage payments, compound interest, FIRE retirement number, loan comparison, true borrowing cost and debt payoff.
azeth-protocol/mcp-server 📇 ☁️ - Non-custodial ERC-4337 smart accounts, x402 payments, ERC-8004 on-chain reputation and service discovery for AI agents.
Claynsn/agent-discovery-mcp 📇 🏠 🍎 🪟 🐧 - ERC-8004 agent discovery and x402 payment: find agents by skill via 8004scan, fetch agent cards and call agents with USDC payments using direct EOA signing.
bakyang2/kr-crypto-intelligence 🐍 ☁️ - Korean crypto market data and AI analysis: Kimchi Premium, stablecoin premium, Upbit and Bithumb prices and the USD/KRW rate, paid per use via x402.
whdrnr2583-cmd/koreanpulse 🐍 ☁️ 🏠 - Korean equity data in English: real-time DART filings, foreign-holder 5%-rule flows, activist filings and KRX industry news. Self-hostable.
cuthongthai-vn/vimo-mcp-server 📇 ☁️ - Vietnam stock market data: real-time SSI quotes, technical analysis, financial statements, stock screener, AI picks, foreign flows and macro indicators.
bankless/onchain-mcp 📇 ☁️ - Interact with smart contracts and query transaction and token information via the Bankless Onchain API.
belegante-byte/aetherx-mcp 🐍 ☁️ - Predictive congestion signals for global ports: congestion score, ETA delay, waiting vessels and a freight volatility index.
bguillow-rgb/itin-finance-mcp 📇 ☁️ - Read-only directory of US lenders and card issuers accepting ITIN (no-SSN) applicants, plus English/Spanish guides and FAQs on credit without an SSN.
bolivian-peru/baozi-mcp 📇 ☁️ - Solana prediction markets on Baozi.bet: browse markets, place bets, claim winnings and create markets.
cloudQuant/backtrader-mcp 🐍 🏠 🍎 🪟 🐧 - Build and run reproducible Backtrader backtests from local CSV data, with human-gated runs, logs and JSON/Markdown reports. Offline and backtest-only.
clicks-protocol/mcp-server 📇 ☁️ - Non-custodial USDC yield for AI agents on Base: split payments between liquid and yield balances, withdraw anytime, simulate splits and check APY.
up2itnow0822/clawpay-mcp 📇 ☁️ - Non-custodial x402 payments for AI agents on Base: agents sign transactions from their own wallet with on-chain spend limits.
berlinbra/alpha-vantage-mcp 🐍 ☁️ - Fetch stock and crypto data from the Alpha Vantage API.
bitcompare/mcp-server 🎖️ 📇 ☁️ - Crypto lending, staking and borrowing rates, coin metadata, aggregated prices, market stats, stablecoin peg stability and symbol resolution from Bitcompare.
bitteprotocol/mcp 📇 - Run AI agents on several blockchains via Bitte Protocol.
jf-cmyk/blocksize-agentic-payments-mcp 🐍 ☁️ - Read-only Blocksize market-data discovery: search instruments, read docs and build x402 URLs for paid live data settled in USDC on Solana and Base.
signaltech-org/bolthub-sdk 📇 ☁️ - Discover and pay per call for tools on the bolthub API marketplace over Bitcoin Lightning (L402), with budgets, scoped delegation and verifiable receipts.
Cyberweasel777/botindex-mcp-server 📇 ☁️ - BotIndex AI signal intelligence API and Agorion agent service discovery network, with x402 payments for premium endpoints.
Bortlesboat/bitcoin-mcp 🐍 🏠 🍎 🪟 🐧 - Self-hosted Bitcoin Core tools: fee estimates, mempool analysis, mining pool rankings, market sentiment, block and transaction inspection and BTC price.
botwallet-co/mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Wallet for AI agents: earn via invoices, pay other agents and APIs, and manage USDC on Solana with human-set spending limits and FROST 2-of-2 signing.
bubilife1202/crossfin 📇 ☁️ - Korean and global crypto exchange routing and arbitrage signals, with x402 USDC micropayments.
ferinator/bullrun-mcp 📇 ☁️ - Stock screening, company financials and personal portfolio analysis.
cahthuranag/mcp-server 📇 ☁️ - AllRatesToday currency exchange rates: real-time mid-market rates from interbank data, historical rates, currency list and multi-currency lookups.
AllRates-Today/central-bank-mcp 📇 ☁️ - Central bank and tax authority exchange rates (ECB, Fed, Bank of England, RBI, HMRC, US Treasury): latest and historical tables, comparisons and calendars.
cammac-creator/ibanforge-mcp 🎖️ 📇 ☁️ - Pre-payout counterparty screening: IBAN validation, OFAC/EU/UN sanctions screening, Swiss BC-Nummer clearing, SEPA/VoP reachability and a risk score.
carsol/monarch-mcp-server 🐍 ☁️ - Read-only access to Monarch Money data: analyze transactions, budgets, accounts and cash flow, with MFA support.
calintzy/evmscope 📇 ☁️ - Token prices, gas comparison, swap quotes, yield rates, honeypot detection and transaction simulation on Ethereum, Polygon, Arbitrum, Base and Optimism.
chopmob-cloud/AlgoVoi-Platform-Adapters 📇 🐍 🏠 🍎 🪟 🐧 - AlgoVoi crypto payment gateway: create checkout links, verify on-chain payments and generate MPP/x402/AP2 challenges on Algorand, VOI, Hedera and Stellar.
chrisbusbin-pixel/propfirmdealfinder-mcp-server 📇 ☁️ - Prop trading firm discounts, reviews and deals: query discount codes, compare firms by country and check featured deals.
cliwant/mcp-sam-gov 📇 ☁️ 🍎 🪟 🐧 - US government contracting, spending and regulation data: SAM.gov, USAspending, Grants.gov, Federal Register, eCFR, OFAC sanctions and state/local bid portals.
grahammccain/chart-library-mcp 🐍 ☁️ - Find similar historical stock chart patterns by ticker and date or screenshot, with forward returns, regime analysis and trade simulation.
CryptoRugMunch/rug-munch-mcp 🐍 ☁️ - Crypto token risk intelligence: rug pull detection, honeypot scoring, deployer tracking, holder analysis, KOL shill detection, social OSINT and LLM forensics.
4dmrkey/cryptopolitan-mcp ☁️ - Cryptopolitan cryptocurrency news, analysis and price predictions: search articles by category or ticker, with built-in attribution.
cct15/war-dashboard-data 🐍 ☁️ - Daily geopolitical risk probabilities (escalation, ceasefire, regime change) for conflicts like Russia-Ukraine and China-Taiwan, plus chokepoint vessel data.
codex-data/codex-mcp 🎖️ 📇 ☁️ - Real-time enriched blockchain and market data across many networks via the Codex API.
CoinRithm/coinrithm-agent-trading 📇 ☁️ - Paper-trade crypto spot, futures and prediction markets on CoinRithm with simulated funds and a public Agent Arena.
coinpaprika/coinpaprika-mcp 🎖️ 📇 ☁️ 🍎 🪟 🐧 - CoinPaprika API access: real-time prices, tickers, OHLCV, market cap and coin metadata for cryptocurrencies and exchanges.
coinpaprika/dexpaprika-mcp 🎖️ 📇 ☁️ 🍎 🪟 🐧 - DexPaprika API access: real-time DEX token prices, liquidity pool data and historical OHLCV across many chains.
conviction-fm/conviction-mcp 📇 ☁️ - Arena where AI agents compete in daily parimutuel pools: describe a strategy in plain English and get a funded agent that runs autonomously.
Cubiczan/chp-mcp 📇 🏠 🍎 🪟 🐧 - CHP Profile B spend, human-in-the-loop and tool-approval receipts.
dan1d/cobroya 📇 ☁️ 🍎 🪟 🐧 - Mercado Pago payments for LATAM merchants: create payment links, search payments and issue refunds.
debitura/Debitura.MCP 🎖️ 📇 ☁️ - Cross-border debt collection with Debitura: submit cases to local partners, check case status, read partner messages and get quotes.
debridge-finance/debridge-mcp 📇 🏠 ☁️ - Cross-chain swaps and bridging across EVM chains and Solana via deBridge: find routes, evaluate fees and initiate non-custodial trades.
decidefyi/decide 📇 ☁️ - Deterministic refund eligibility checks for subscriptions (Adobe, Spotify, etc.), returning ALLOWED, DENIED or UNKNOWN from a stateless rules engine.
debtstack-ai/debtstack-python 🐍 ☁️ - Corporate debt structure data: search issuers and bonds with leverage ratios, seniority, covenants, guarantor chains and FINRA TRACE prices.
decksaga/market-pulse-mcp 📇 ☁️ - Live market data from CoinGecko, Yahoo Finance and ExchangeRate API: crypto and stock prices, major indices, forex, trending coins and the Fear & Greed Index.
Declan142/calcnook-mcp-server 🐍 🏠 🍎 🪟 🐧 - Personal finance calculators for seven countries plus Islamic finance: income tax, loans, retirement, VAT, Zakat, Murabaha, Ijarah and halal stock screening.
deficlow/zipp-mcp 🐍 ☁️ - Multi-language crypto news summaries with sentiment labels and importance scores, crediting the original publisher.
demwick/polymarket-agent-mcp 📇 🏠 - Polymarket trading tools: direct and copy trading, smart money detection, backtesting, arbitrage scanning, portfolio optimization and live price streaming.
DevDizzle/gammarips-mcp 🐍 ☁️ - Options-flow data: a curated overnight pool selected on liquidity, per-contract liquidity checks, realized outcome history and exit-rule replay.
dizpers/polystrike-examples 🎖️ ☁️ - Live Elon Musk and Ted Cruz tweet feeds and counters for Polymarket tweet-count markets, comparing real, XTracker oracle and UI counts.
OSOJDJD/deeplook 🐍 ☁️ 🏠 🍎 🪟 🐧 - Company research across multiple data sources: structured reports with a bull/bear verdict for stocks, crypto and private companies.
dan1d/dolar-mcp 📇 ☁️ - Argentine exchange rates via DolarAPI (blue, oficial, MEP, CCL, crypto, tarjeta), plus currency conversion and a spread calculator.
dinggi5/kura 🦀 🏠 🍎 - Local Ethereum wallet for AI agents on macOS: read balances and history, request human-approved payments and pay for x402 resources with USDC on Base.
disin7c9/asset-management 🐍 🏠 🪟 🐧 - Read-only, offline analysis of your stock and ETF transaction log: drawdown-focused risk with bootstrap confidence intervals and walk-forward verdicts.
dkaleganov/mercury-multiorg-mcp 🐍 ☁️ - Unofficial, read-only Mercury banking across multiple organizations: balances, transactions, statements, cards, invoices, treasury and 1099 pre-filing checks.
doggybee/mcp-server-ccxt 📇 ☁️ - Real-time crypto market data and trading across many exchanges via CCXT: spot, futures, OHLCV, balances and orders.
dodopayments/dodo-agent-plugin 🎖️ 📇 ☁️ - Dodo Payments: manage payments, subscriptions, customers, products, refunds, license keys and usage-based billing, plus semantic search over the docs.
donnywin85/arb-dex-mcp 📇 ☁️ - Live cross-DEX pool prices, liquidity and spreads from on-chain state on BSC, Polygon, Arbitrum, Base, Avalanche and Optimism, plus a measurement archive.
douglasborthwick-crypto/mcp-server-insumer 📇 ☁️ - On-chain attestation across many blockchains: ECDSA-signed verification, wallet trust profiles, compliance templates, merchant onboarding and ACP/UCP support.
dqj1998/japan-company-info-mcp-bridge 📇 🏠 🍎 🪟 🐧 - Offline Japanese company due diligence: EDINET XBRL financials, NTA corporate numbers, major shareholders, gBizINFO certifications and industry benchmarks.
edge-claw/mood-booster-agent 📇 ☁️ - ERC-8004 registered agent that delivers uplifting messages, with on-chain USDC tipping, reputation feedback and discovery across multiple chains.
EmblemCompany/Agent-skills 🎖️ 📇 ☁️ - Crypto tools for Solana, Ethereum, Base, BSC, Polygon, Hedera and Bitcoin: swaps, DeFi yield, conditional orders, NFTs, cross-chain bridges and market data.
equivault/equivault-mcp 🎖️ 📇 ☁️ - EquiVault equity research: fundamentals, financial statements, ratios, quotes, screening, peer comparison, insider transactions and portfolio analytics.
AiAgentKarl/solana-mcp-server 🐍 🏠 - Solana blockchain data: wallet balances, token prices, Raydium and Orca DeFi yields, and token safety checks (RugCheck, holder concentration, insiders).
ExpertVagabond/solana-mcp-server 📇 ☁️ - Solana wallet management, SOL and SPL token transfers, SPL token creation and minting, account operations and mainnet/devnet/testnet switching.
haiiibin/acb-tax-mcp 🐍 🏠 🍎 🪟 🐧 - Canadian adjusted cost base (ACB) and capital gains from trade history: average-cost tracking, per-disposition realized gains and superficial-loss detection.
Haiku-Trading/haiku-mcp-server 📇 ☁️ - DeFi execution across many chains: swap, provide liquidity, lend, bridge and run yield strategies, plus token discovery, portfolio analysis and quotes.
Hashlock-Tech/hashlock-mcp 📇 ☁️ - Cross-chain OTC trading of ETH, BTC and SUI via sealed-bid RFQ and HTLC atomic settlement, without bridges or custodians.
hifriendbot/agentwallet-mcp 📇 ☁️ - Permissionless wallets for AI agents on EVM chains and Solana: wallet creation, transaction signing, token transfers and x402 payments in USDC.
hernaninverso/eleata-einvoice-mcp 📇 ☁️ - Validate EU electronic invoices (Peppol BIS, XRechnung, Factur-X/ZUGFeRD, UBL, CII) and explain rejection codes.
etbars/vibetrader-mcp 🐍 ☁️ - Trading bot platform: create automated trading strategies in natural language via the Alpaca brokerage.
everstake/mcp 🎖️ ☁️ - Everstake non-custodial staking data across many networks: live APY, uptime metrics, rewards calculator, integrations, security and compliance info.
FalsifyLab/falsifylab-alpha-mcp 🐍 ☁️ - FalsifyLab market research data: DeFi yields, Hyperliquid vaults, SEC Form 4 insider buys, 8-K filings, crypto ETF flows and Polymarket whale positions.
fdcommercial/property-finance-mcp 📇 ☁️ 🏠 - UK property finance calculators: bridging loan costs, development appraisal, buy-to-let stress tests and stamp duty (SDLT, LBTT, LTT).
ferdousbhai/investor-agent 🐍 ☁️ - Fetch stock market data, including options recommendations, from Yahoo Finance.
sh-patterson/fec-mcp-server 📇 ☁️ - Query FEC campaign finance data via the OpenFEC API: search candidates, track donations, analyze spending and monitor Super PAC activity.
stillmarcus24/stillos-notary-mcp 📇 ☁️ - Signed, x402-paid verification tools: claim notarization, graded verdicts with bonded disputes, OFAC SDN screening and Altman Z-score distress scoring.
ferdousbhai/tasty-agent 🐍 ☁️ - Trade on Tastytrade via the Tastyworks API.
ferdousbhai/wsb-analyst-mcp 🐍 ☁️ - Analyze content from Reddit's WallStreetBets community.
callbk/finlight-mcp 🎖️ ☁️ - Real-time financial news: search by ticker, source, and language, with sentiment scores and tagged company entities.
finlynq/finlynq 📇 ☁️ 🏠 🍎 🪟 🐧 - Self-hostable personal finance app: track and query income, expenses, budgets, investments, loans, subscriptions and goals, with per-user encryption at rest.
finmap-org/mcp-server - Historical US, UK, Russian and Turkish stock exchange data from finmap: sectors, tickers, company profiles, market cap, volume and treemap visualizations.
flox-foundation/flox-mcp 🐍 🏠 - FLOX trading systems framework: run backtests, scaffold strategies, check for lookahead bias, place orders and query PnL.
foretak/registry-mcp 🐍 ☁️ 🏠 - Company data from UK Companies House and Norway's Brønnøysund registers: lookup, name search, filing deadlines and Norwegian VAT registration checks.
Fund-z/fundzwatch-mcp 📇 ☁️ - Real-time business events: funding rounds, acquisitions, executive hires, AI-scored leads and market intelligence.
gabrielmahia/mpesa-mcp 🐍 ☁️ - M-PESA via the Safaricom Daraja API: STK push, B2C payments, balance queries, transaction status, SIM swap detection and Bill Manager.
gblinproject/GBLIN-MCP 📇 ☁️ - Treasury for AI agents on Base: park idle USDC in a cbBTC/WETH index with Crash Shield protection and swap to USDC just in time for x402 payments.
getAlby/mcp 🎖️ 📇 ☁️ 🏠 - Connect any Bitcoin Lightning wallet to send and receive instant payments.
GeiserX/cashpilot-mcp 🏎️ ☁️ 🍎 🪟 🐧 - Monitor CashPilot bandwidth-sharing dashboards: passive income, DePIN earnings and container status across sharing services.
giskard09/argentum-core 🐍 🏠 - Karma for AI agents and humans: submit good actions, get community attestations and earn on-chain reputation on Arbitrum, with Kleros dispute resolution.
glaksmono/finbud-data-mcp 📇 ☁️ 🏠 - Real-time financial data for stocks, options, crypto and forex.
cryptobriefing/gloria-mcp 🎖️ 🐍 ☁️ - AI-curated crypto news: real-time headlines with sentiment analysis, AI-generated recaps, keyword search and ticker summaries.
gpartin/CryptoGuardClient 🐍 ☁️ - Deterministic per-transaction crypto trade validation (PROCEED/CAUTION/BLOCK), token scanning and rug pull detection for trading agents.
gosodax/builders-sodax-mcp-server 📇 ☁️ - SODAX cross-chain DeFi data and SDK docs: query swaps, lending, solver volume and intent history.
goodmeta/intelligence-mcp 📇 ☁️ - Agent payments ecosystem tracking: scans GitHub, Hacker News and npm for AP2, ACP, x402, MPP and UCP activity and returns scored opportunities.
Helm-Protocol/openttt-mcp 📇 ☁️ - Proof-of-Time temporal attestation for AI agents based on multiple HTTPS sources.
heurist-network/heurist-mesh-mcp-server 🎖️ ☁️ 🏠 🐍 - Access Heurist Mesh web3 AI agents for blockchain analysis, smart contract auditing, token metrics, DeFi analysis, NFT valuation and transaction monitoring.
hive-intel/hive-crypto-mcp 📇 ☁️ 🏠 - Hive Intelligence: unified access to crypto, DeFi and Web3 analytics.
hypeprinter007-stack/signalfuse-mcp 📇 ☁️ - Pay-per-call x402 tools for trading agents: fused crypto signals, sentiment, macro regime, strategy arena, Brave/Tavily web search and E2B code execution.
hypurrquant/perp-cli 📇 ☁️ 🏠 🍎 🪟 🐧 - Perpetual futures trading on Pacifica, Hyperliquid and Lighter: market data, execution with dry runs, funding rate arbitrage scanning and portfolio analytics.
sentien-labs/verdictswarm-mcp 📇 🏠 - Multi-AI crypto token risk scanner for Solana, Base and Ethereum: agents debate risk to detect rug pulls, honeypots, holder concentration and wash trading.
hoqqun/stooq-mcp 🦀 ☁️ - Fetch real-time stock prices from Stooq for global markets, including the US, Japan, UK and Germany.
horustechltd/horus-flow-mcp 🐍 ☁️ - Crypto and US equity order flow engine for real-time liquidity analysis.
Hovsteder/powersun-tron-mcp 📇 ☁️ - TRON Energy and Bandwidth marketplace and DEX swap aggregator: buy energy, sell resources and swap TRC-20 tokens via SunSwap.
HuggingAGI/mcp-baostock-server 🐍 ☁️ - Access and analyze Chinese stock market data via baostock.
human-beyond/mainbook-mcp 🎖️ 🐍 🏠 ☁️ 🍎 🐧 - Convert PDF bank statements into JSON, Excel or CSV with balance validation via the MainBook API. Does not connect to bank accounts.
hypeprinter007-stack/anchor-x402-mcp 📇 ☁️ - x402 pay-per-call wallet tools on Base and Solana: OFAC screening, wallet intel, hash anchoring, signed attestations, tx decoding and ENS/SNS resolution.
icyberdeveloper/tbank-mcp 🐍 ☁️ - T-Bank mobile banking: accounts, cards, transfers, bill pay, grocery ordering, tickets and travel search.
ignaciohermosillacornejo/copilot-money-mcp 📇 🏠 ☁️ 🍎 - Read and manage Copilot Money data: transactions, budgets, accounts, recurring charges, investments and goals, with local reads and opt-in writes.
IMBAwallet/agent-mcp 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - IMBA Wallet for agents: docs, plus USDT TRC-20 deposits and spending on prepaid Visa cards, travel eSIMs and gift cards. No withdrawals.
IndigoProtocol/indigo-mcp 📇 ☁️ 🏠 - Indigo Protocol on Cardano: iAsset prices, CDP and loan analytics, stability pools, INDY staking, governance and DEX data.
IndigoProtocol/cardano-mcp 📇 ☁️ 🏠 - Cardano wallet interactions: submit transactions, fetch addresses, read UTxOs, check balances, resolve ADAHandles and check stake delegation.
intentos-labs/beeper-mcp 🐍 - BSC transactions: balance and token transfers, PancakeSwap token swaps and Beeper reward claims.
babyblueviper1/invinoveritas 📇 ☁️ - AI reasoning, decisions, persistent memory and an agent marketplace paid per use via Bitcoin Lightning, where agents sell services and message each other.
JacobiusMakes/parlay-api-mcp 🐍 ☁️ - Sports odds, player props and prediction-market data, with live previews and source-quality and coverage tools.
JamesANZ/bitcoin-mcp 📇 🏠 - Query the Bitcoin blockchain.
JamesANZ/evm-mcp 📇 ☁️ - Access EVM JSON-RPC methods through any EVM-compatible node provider, such as Infura, Alchemy, QuickNode or a local node.
JamesANZ/prediction-market-mcp 📇 ☁️ - Real-time prediction market odds, prices and market info from Polymarket, PredictIt and Kalshi.
Jeric1223/tossinvest-mcp 📇 🏠 🍎 🪟 🐧 - Toss Securities Open API for Korean and US stocks: orders behind single-use confirmation tokens, quotes, order book, candles, investor flows, holdings and FX.
jakzaizzat/cukaimax-agent 🎖️ ☁️ - Read-only, source-linked Malaysian individual and sole-proprietor tax reference: YA2025 Form BE drafts, Form B preparation readiness and YA2026 planning.
janswist/mcp-dexscreener 📇 ☁️ - Real-time on-chain market prices from the Dexscreener API.
jblaz6335/mcp-server-aidatamarketplace 📇 🏠 - Discover, preview and buy live agent data APIs (vendor risk, company intelligence, transaction preflight, EVM reads), paying via x402 in USDC on Base.
jjlabsio/korea-stock-mcp 📇 ☁️ - Korean stock analysis using the OpenDART and KRX APIs.
JosueM1109/personal-finance-mcp 🐍 ☁️ 🏠 - Self-hosted, read-only access to bank, credit card, loan and brokerage accounts via Plaid: balances, transactions, recurring charges, liabilities and holdings.
jacobsd32-cpu/djd-agent-score-mcp 📇 ☁️ - Reputation scoring for AI agent wallets on Base: trust scores, fraud reports, blacklist checks, leaderboard, badges and agent registration.
JayOfemi/shikamaru 📇 🏠 - Deterministic day-count and accrued-interest calculations using ISDA and ICMA conventions.
keel-trade/keel-trade 🐍 ☁️ 🏠 🍎 🪟 🐧 - Build, backtest and automate Hyperliquid trading strategies: typed strategy composition, deterministic backtests on historical data and opt-in live execution.
kevin2003050666-coder/x402-micro-tollgate 📇 ☁️ 🏠 🍎 🪟 🐧 - HTTP 402 and MCP paywall for any API: unpaid requests get a 402, agents pay USDC on Base, then the request is proxied. Also serves paid MCP tools.
kinance/circle-agent-stack-mcp 📇 ☁️ - Circle Agent Stack via the Circle CLI: create USDC wallets, set spend policies, send stablecoins and pay x402-gated endpoints.
krystiangw/agenticpay 📇 ☁️ 🏠 - x402 micropayments stack for MCP: pay-per-tool-call USDC settlement on Solana via a self-hostable facilitator, with SDK, CLI and paywall middleware.
kukapay/binance-alpha-mcp 🐍 ☁️ - Track Binance Alpha trades to help optimize alpha point accumulation.
kukapay/bitcoin-utxo-mcp 🐍 ☁️ - Track Bitcoin unspent transaction outputs (UTXOs) and block statistics.
kukapay/blockbeats-mcp 🐍 ☁️ - Blockchain news and in-depth articles from BlockBeats.
kukapay/blocknative-mcp 🐍 ☁️ - Real-time gas price predictions across multiple blockchains from Blocknative.
kukapay/bridge-metrics-mcp 📇 ☁️ - Real-time cross-chain bridge metrics.
kukapay/bridge-rates-mcp 📇 ☁️ - Real-time cross-chain bridge rates and optimal transfer routes.
kukapay/chainlink-feeds-mcp 📇 ☁️ - Real-time access to Chainlink's decentralized on-chain price feeds.
kukapay/chainlist-mcp 📇 ☁️ - Verified EVM chain information: RPC URLs, chain IDs, explorers and native tokens.
kukapay/cointelegraph-mcp 🐍 ☁️ - Real-time access to the latest Cointelegraph news.
kukapay/crypto-feargreed-mcp 🐍 ☁️ - Real-time and historical Crypto Fear & Greed Index data.
kukapay/crypto-funds-mcp 🐍 ☁️ - Structured, real-time data on cryptocurrency investment funds.
kukapay/crypto-indicators-mcp 🐍 ☁️ - Cryptocurrency technical analysis indicators and strategies.
kukapay/crypto-liquidations-mcp 🐍 ☁️ - Streams real-time cryptocurrency liquidation events from Binance.
kukapay/crypto-news-mcp 🐍 ☁️ - Real-time cryptocurrency news from NewsData.
kukapay/crypto-orderbook-mcp 🐍 ☁️ - Analyze order book depth and imbalance across major crypto exchanges.
kukapay/crypto-pegmon-mcp 🐍 ☁️ - Track stablecoin peg integrity across multiple blockchains.
kukapay/crypto-portfolio-mcp 🐍 ☁️ - Track and manage cryptocurrency portfolio allocations.
kukapay/crypto-projects-mcp 🐍 ☁️ - Cryptocurrency project data from Mobula.
kukapay/crypto-rss-mcp 🐍 ☁️ - Aggregate real-time cryptocurrency news from multiple RSS feeds.
kukapay/crypto-sentiment-mcp 🐍 ☁️ - Cryptocurrency sentiment analysis.
kukapay/crypto-stocks-mcp 🐍 ☁️ - Track real-time data for major crypto-related stocks.
kukapay/crypto-trending-mcp 🐍 ☁️ - Track the latest trending tokens on CoinGecko.
kukapay/crypto-whitepapers-mcp 🐍 ☁️ - Structured knowledge base of crypto whitepapers.
kukapay/cryptopanic-mcp-server 🐍 ☁️ - Latest cryptocurrency news from CryptoPanic.
LamboPoewert/mcp-server-madeonsol 📇 ☁️ - Real-time Solana memecoin data: KOL wallet tracking and coordination signals, Pump.fun deployer scoring, alpha-wallet intel, copy-trade rules and DEX trades.
praveendias1180/easypaydirect-mcp 📇 🏠 🍎 🪟 🐧 - Read-only access to Easy Pay Direct and NMI-family payment gateways: search transactions, subscriptions, recurring plans and the Customer Vault.
LightSpeedPlusOne/invovate-mcp-server 📇 ☁️ 🍎 🪟 🐧 - Generate PDF, JSON and UBL invoices in multiple languages and scripts, including right-to-left Arabic, Japanese, Hindi and Cyrillic.
mobymedia/polymarket-news-mcp 🐍 🏠 - Match news headlines to the Polymarket prediction markets they could move, with live odds, deep links and explainable matching. Read-only.
27dream/mcp-eastmoney 🐍 ☁️ 🏠 🍎 🪟 🐧 - China A-share market data via Eastmoney: real-time quotes, main capital flow rankings, sector fund flows and historical K-lines.
make-software/cspr-trade-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Non-custodial DEX trading on the Casper Network via CSPR.trade: market data, swaps, liquidity and account queries, with transactions signed locally.
kukapay/dao-proposals-mcp 🐍 ☁️ - Aggregate live governance proposals from major DAOs.
kukapay/defi-yields-mcp 🐍 ☁️ - Explore DeFi yield opportunities.
kukapay/dex-pools-mcp 🐍 ☁️ - Real-time access to DEX liquidity pool data.
kukapay/dexscreener-trending-mcp 📇 ☁️ - Real-time trending tokens from DexScreener.
kukapay/dune-analytics-mcp 🐍 ☁️ - Access Dune Analytics data.
kukapay/etf-flow-mcp 🐍 ☁️ - Crypto ETF flow data.
kukapay/ethereum-validator-queue-mcp 🐍 ☁️ - Track Ethereum validator activation and exit queues in real time.
kukapay/freqtrade-mcp 🐍 ☁️ - Integrate with the Freqtrade cryptocurrency trading bot.
kukapay/funding-rates-mcp 🐍 ☁️ - Real-time funding rate data across major crypto exchanges.
kukapay/hyperliquid-info-mcp 🐍 ☁️ - Real-time data and insights from the Hyperliquid perp DEX for bots, dashboards and analytics.
kukapay/hyperliquid-whalealert-mcp 🐍 ☁️ - Real-time Hyperliquid whale alerts for positions with a notional value above $1 million.
kukapay/jupiter-mcp 🐍 ☁️ - Execute token swaps on Solana using Jupiter's Ultra API.
kukapay/pancakeswap-poolspy-mcp 🐍 ☁️ - Track newly created pools on PancakeSwap.
kukapay/polymarket-predictions-mcp 🐍 ☁️ - Real-time market odds from Polymarket.
kukapay/pumpswap-mcp 🐍 ☁️ - Real-time token swaps and automated on-chain trading on PumpSwap.
kukapay/raydium-launchlab-mcp 🐍 ☁️ - Launch, buy and sell tokens on Raydium LaunchLab (Raydium Launchpad).
kukapay/rug-check-mcp 🐍 ☁️ - Detect potential risks in Solana meme tokens.
kukapay/stargate-bridge-mcp 📇 ☁️ - Cross-chain token transfers via the Stargate protocol.
kukapay/sui-trader-mcp 📇 ☁️ - Optimal token swaps on the Sui blockchain.
kukapay/thegraph-mcp 🐍 ☁️ - Indexed blockchain data from The Graph.
kukapay/token-minter-mcp 🐍 ☁️ - Mint ERC-20 tokens across multiple blockchains.
kukapay/token-revoke-mcp 🐍 ☁️ - Check and revoke ERC-20 token allowances across multiple blockchains.
kukapay/twitter-username-changes-mcp 🐍 ☁️ - Track historical Twitter username changes.
kukapay/uniswap-poolspy-mcp 🐍 ☁️ - Track newly created Uniswap liquidity pools across multiple blockchains.
kukapay/uniswap-price-mcp 📇 ☁️ - Real-time token prices from Uniswap V3 across multiple chains.
kukapay/uniswap-trader-mcp 🐍 ☁️ - Automate token swaps on Uniswap across multiple blockchains.
kukapay/wallet-inspector-mcp 🐍 ☁️ - Inspect any wallet's balance and on-chain activity across major EVM chains and Solana.
kukapay/web3-jobs-mcp 🐍 ☁️ - Real-time access to curated Web3 job listings.
kukapay/whale-tracker-mcp 🐍 ☁️ - Track cryptocurrency whale transactions.
Liquidiction/liquidiction-mcp 📇 ☁️ - Live Hyperliquid HIP-4 prediction market data: odds, order books, candles, trades and portfolio positions.
Frontier-Compute/zcash-mcp 📇 ☁️ - Zcash shielded operations: chain queries, memo decoding, on-chain attestation and proof verification.
KyuRish/trading212-mcp-server 🐍 ☁️ - Trading 212 API integration: portfolio management, market, limit and stop orders, pies, dividends, market data and analytics.
klever-io/mcp-klever-vm 🎖️ 📇 ☁️ - Klever blockchain smart contract development, on-chain data exploration, account and asset queries, transaction analysis and contract deployment.
kindrat86/agentmail 🐍 ☁️ 🏠 - OFAC sanctions screening of names, wallets and countries before payment, via MCP, HTTP or CLI.
kindrat86/mcp-deal-flow-signal 📇 ☁️ - VC deal flow signals from GitHub activity: startup commit velocity, contributor growth and repo expansion across sectors, for seed and Series A investors.
laukikk/alpaca-mcp 🐍 ☁️ - Manage stock and crypto portfolios, place trades and access market data via the Alpaca trading API.
lightningfaucet/lightning-wallet-mcp 📇 ☁️ - Bitcoin Lightning wallet for AI agents with L402/x402 paid API support, operator/agent hierarchy, budget controls and a CLI.
likidodefi/riskstate-mcp 📇 ☁️ 🍎 🪟 🐧 - Deterministic risk governance for BTC and ETH trading agents: a five-level policy engine with position sizing, leverage limits and trade blocking.
unixlamadev-spec/lightningprox-mcp 📇 🏎️ - Pay-per-request AI access via Bitcoin Lightning through LightningProx, with vision and multimodal support.
unixlamadev-spec/lpxpoly-mcp 📇 ☁️ - Polymarket analysis via LightningProx: find mispriced markets, analyze specific markets and list top markets by volume, paid per request over Lightning.
untitledfinancial/dpx-mcp 📇 ☁️ - Cross-border USDC settlement on Base: stability oracle (macro, FX, ESG, climate), ESG scoring, FX quotes, Verification of Payee and settlement execution.
lnbits/LNbits-MCP-Server - LNbits Lightning Network wallet integration.
longbridge/longbridge-mcp 🎖️ 🦀 ☁️ - Longbridge brokerage: US and HK real-time quotes, options, trading, fundamentals, analyst ratings, calendars, price alerts, DCA plans and portfolio analytics.
longportapp/longport-mcp 🦀 ☁️ - Real-time stock market data, analysis and trading via the LongPort OpenAPI.
makeev/alphai-mcp 🎖️ 🐍 ☁️ - AI-enriched financial news: full-text and ticker search, trending feeds, SEC Form 4 insider transactions and per-ticker analysis with relevance scores.
MarcinDudekDev/crypto-signals-mcp 🐍 ☁️ - Real-time crypto volume anomaly detection: unusual trading activity, whale movements and pump signals.
Mattbusel/Reddit-Options-Trader-ROT- 🐍 ☁️ - AI-scored trading signals from Reddit, SEC filings, FDA approvals, Congressional trades and other sources.
tersignhq/tersign-js 📇 ☁️ - Signed receipts, verification and dispute evidence for agent-to-agent commerce.
tresor4k/macalc-mcp ☁️ 📇 - Everyday calculators for finance, tax (eight countries), health, math, science, construction, conversions, education, sport, cooking and travel.
mcpdotdirect/evm-mcp-server 📇 ☁️ - Blockchain services for many EVM networks: native tokens, ERC-20, NFTs, smart contracts, transactions and ENS resolution.
MeshLedger/MeshLedger 📇 ☁️ - AI-to-AI marketplace with on-chain escrow.
mcpdotdirect/starknet-mcp-server 📇 ☁️ - Starknet blockchain integration: native tokens (ETH, STRK), smart contracts, StarknetID resolution and token transfers.
jacksun911/megalaunch-mcp 📇 ☁️ - Meme token launches on Solana via pump.fun: create tokens with AI-generated art, bundled buys and Jito MEV protection.
minhyeoky/mcp-server-ledger 🐍 🏠 - Manage financial transactions and generate reports with ledger-cli.
mission69b/t2000 📇 ☁️ - Non-custodial DeFi banking for AI agents on Sui: save, borrow, invest, exchange, send and pay, with yield optimization across NAVI, Suilend and Cetus.
mmxrealQQ/bobai-buyburn 🎖️ 📇 ☁️ - On-chain data for the $BOBAI token on BNB Chain: price from pair reserves and Chainlink, liquidity depth, LP-burn proof and a buyback-and-burn audit trail.
moxiespirit/oathscore 🐍 ☁️ - Real-time market state for trading agents (exchange status, VIX/VVIX/SKEW, economic events) plus quality ratings for financial data APIs.
muvon/mcp-binance-futures 🐍 ☁️ - Binance USDT-M Futures trading: market data, account state, order management and position and margin control.
narumiruna/yfinance-mcp 🐍 ☁️ - Get Yahoo Finance data using yfinance.
nckhemanth0/subscription-tracker-mcp 🐍 ☁️ 🏠 - Subscription management with Gmail and MySQL integration.
netanelavr/trading-mcp 📇 🏠 - Local stock research: screening, fundamentals, insider trades, options and Reddit sentiment, and AI news analysis.
nexusforge-tools/mcp-eu-finance 📇 🏠 ☁️ - European financial data: ECB rates, plus Eurostat inflation, GDP and unemployment by EU country.
nhantour/inferenceview-mcp 📇 🏠 ☁️ 🍎 🪟 🐧 - Preflight x402 and MCP resources before payment and fact-check claims before an agent acts, with local wallet keys and USDC settlement on Base.
nicholasbester/clickup-cli 🦀 🏠 ☁️ 🍎 🪟 🐧 - ClickUp API integration covering all endpoints, with compact, token-efficient responses. Also works as a standalone CLI.
nikicat/mcp-wallet-signer 📇 🏠 - Non-custodial EVM wallet that routes transactions to browser wallets like MetaMask for signing, with explicit user approval for every action via EIP-6963.
0x-devc/novai-mcp-server 📇 ☁️ - Read-only queries of the NOVAI layer-1 blockchain: blocks, transactions, AI entities, on-chain signals, oracle anchors and memory objects.
noblabs/lit-forge-mcp 📇 🏠 🍎 🪟 🐧 - Personal asset planning for Japan's Tsumitate NISA and iDeCo: NISA simulations, retirement gap analysis, required monthly savings and compound interest.
nonameuserd/paybond-kit 📇 🐍 ☁️ 🏠 🍎 🪟 🐧 - Tenant-bound agent spend authorization: policy guardrails, spend intents, evidence, escrow settlement, completion validation and portable receipts.
none298-dotcom/mylinedchart-mcp-chart-context 📇 🏠 🍎 - Local, read-only access to live MyLinedChart desktop chart context: symbol, candles, drawings, indicators and IBKR status.
OctagonAI/octagon-mcp-server 🐍 ☁️ - Integrate private and public market data via Octagon AI agents.
oerc-s/primordia 📇 ☁️ - Economic settlement for AI agents: receipt verification, metering, net settlements, credit lines and balance sheets.
OilpriceAPI/mcp-server 🎖️ 📇 ☁️ - Real-time oil, gas and commodity prices: spot, history, futures curves, price alerts and market briefs for Brent, WTI, diesel, jet fuel and more.
olgasafonova/gleif-mcp-server 🏎️ ☁️ - Access the Global Legal Entity Identifier (LEI) database for company verification, KYC, and corporate ownership research via GLEIF's public API.
omni-fun-mcp-server 📇 ☁️ - Multichain memecoin launchpad where agents can tokenize themselves: trending tokens, search, quotes, bonding curves and trade simulation.
omniologynow-rgb/profitspot-mcp 🐍 ☁️ - Cross-chain DeFi analytics: yield discovery, pool analysis, profit simulation, risk scoring, whale tracking and impermanent loss calculation.
openaccountants/openaccountants 📇 ☁️ - Open-source accounting skills reviewed by licensed accountants, covering income tax, VAT and payroll by country, US state and Canadian province.
openMF/mcp-mifosx-self-service 🐍 ☁️ - Apache Fineract self-service integration: user registration, authentication, account management, transactions and third-party transfers.
openMF/mcp-mifosx ☁️ 🏠 - Core banking integration for managing clients, loans, savings, shares and transactions, and generating financial reports.
opsloft/tariff-resolver 📇 🏠 - US import duty research from USITC data: HTS code candidates, Chapter 99 duties (Section 301/IEEPA), MPF/HMF fees, landed costs and tariff-change tracking.
orcalayer/orcalayer-mcp 🐍 ☁️ - Polymarket whale tracking and smart-money analytics: filtered leaderboard, hedge detection and Ukraine territorial markets with ISW frontline overlay.
partymola/monzo-mcp 🐍 ☁️ 🏠 - Read-only access to the UK Monzo banking API with a local SQLite transaction cache, full-text search and spending analysis by category.
paulf280-ui/solana-safe-sniper-mcp-template 📇 ☁️ - Pre-trade risk checks for Solana tokens: traces holder funding, flags bundle buys, coordinated dumps and serial launchers, and screens individual wallets.
payclaw/mcp-server 📇 ☁️ - Virtual Visa cards for AI agents: just-in-time card issuance per transaction with human-approved spend authorization.
mikusnuz/pexbot-mcp 📇 ☁️ - Simulated crypto trading with real-time Upbit prices and a virtual KRW balance: registration, trading and autonomous AI investing.
PaulieB14/graph-aave-mcp 📇 ☁️ - Multichain Aave V2/V3 lending data via The Graph: reserves, user positions, health factors, liquidations, flash loans and governance.
PaulieB14/graph-polymarket-mcp 📇 ☁️ - Polymarket prediction market data via The Graph: markets, positions, orders, user activity and real-time odds.
plagtech/spraay-x402-mcp 📇 ☁️ - Onchain data, AI models and batch USDC payments on Base via x402: swap quotes, token prices, wallet balances, ENS resolution and multi-recipient transfers.
polygon-io/mcp_polygon 🐍 ☁️ - Access Polygon.io financial market data APIs for stocks, indices, forex, options and more.
PostOakLabs/ainumbers-mcp-apps 📇 ☁️ - Deterministic, read-only fintech tools: agentic payments (AP2, x402, Visa TAP, A2A), AML/KYC risk rating, BaaS provider comparison and MCP dev tooling.
predictionmarketspicks/mcp 🎖️ 📇 ☁️ - Quant tools for Kalshi and Polymarket (expected value, Kelly sizing, Bayesian updating, odds conversion) plus an NFL fantasy draft assistant.
PreReason/mcp 📇 ☁️ - Bitcoin and macro market briefings (Fed balance sheet, M2, Treasury yields, correlations) with trend signals, confidence scores and regime classification.
pwh-pwh/coin-mcp-server 🐍 ☁️ - Fetch cryptocurrency prices from the Bitget API.
pythia-the-oracle/pythia-oracle-mcp 🐍 ☁️ - On-chain calculated crypto indicators (EMA, RSI, Bollinger Bands, volatility) delivered via Chainlink oracle across multiple timeframes.
qbt-labs/openmm-mcp 📇 ☁️ - Crypto market-making toolkit for DeFi analytics, CEX/DEX trading and liquidity management.
QuantConnect/mcp-server 🐍 ☁️ - QuantConnect API access: create projects, backtest strategies, manage collaborators and deploy live trading.
QuantOracledev/quantoracle 📇 ☁️ - Deterministic quant finance tools: options pricing, risk metrics, portfolio optimization, Monte Carlo, technical indicators, crypto/DeFi and FX/macro.
QuantGeekDev/coincap-mcp 📇 ☁️ - Real-time cryptocurrency prices and market information from CoinCap's public API.
QuantToGo/quanttogo-mcp 📇 ☁️ - Macro-factor quantitative trading signals for US and A-share markets: strategy discovery, live signal retrieval and forward-tracked performance.
QuentinCody/braintree-mcp-server 🐍 - Unofficial PayPal Braintree integration: process payments, manage customers and handle transactions.
refined-element/lightning-enable-mcp 🐍 ☁️ 🏠 - Bitcoin Lightning payments for AI agents: pay and create invoices, check balances and access L402-paywalled APIs, with Strike, OpenNode and NWC wallets.
Regenerating-World/pix-mcp 📇 ☁️ - Generate Pix QR codes and copy-paste strings with fallback across multiple providers (Efí, Cielo, etc.) for Brazilian instant payments.
rascal-3/chainanalyzer-mcp 📇 ☁️ - Multi-chain AML risk scoring and sanctions screening with ML anomaly scoring and graph analysis across Bitcoin, Ethereum, Polygon, Avalanche and Solana.
romanshumy/llm-prices-data 📇 ☁️ 🏠 - Live LLM API token prices, model comparisons, cheapest-model lookups and The LLM Price Index, re-verified daily against provider pages.
vdmeu/registrum-mcp 📇 ☁️ - UK Companies House data via the Registrum API: company search, profiles, iXBRL-parsed financials, director history and corporate network graphs.
RomThpt/xrpl-mcp-server 📇 ☁️ - XRP Ledger access: account information, transaction history, ledger objects, transaction submission and network monitoring.
ryansilk/apexvol-mcp 🐍 ☁️ 🏠 - ApexVol options analytics: chains, IV rank, volatility risk premium, Greeks, gamma exposure (GEX), expected moves and market screeners.
sachinuppal/modelcostsaver 📇 🏠 🍎 🪟 🐧 - Offline LLM cost prediction: estimate request costs, pick the cheapest capable model, compare models, list prices and optimize requests.
SaintDoresh/Crypto-Trader-MCP-ClaudeDesktop 🐍 ☁️ - Cryptocurrency market data from the CoinGecko API.
SaintDoresh/YFinance-Trader-MCP-ClaudeDesktop 🐍 ☁️ - Stock market data and analysis from the Yahoo Finance API.
sapph1re/findata-mcp 🐍 ☁️ - Real-time stock data, company fundamentals, FRED economic indicators, SEC filings and crypto prices, paid per call via x402 on Base.
sailorpepe/litvm-tcg-oracle-mcp 🐍 ☁️ 🏠 - On-chain TCG price oracle for LitecoinVM: card search, price history, Merkle proof verification, Monte Carlo simulation and AI card grading.
sailorpepe/undesirables-mcp-server 🐍 🏠 ☁️ 🍎 🪟 🐧 - TCG collectibles and agent utilities: AI card grading, Monte Carlo price simulation, music and image generation, TTS, RAG memory and SAST auditing.
scjang01/tossinvest-mcp 📇 ☁️ - Toss Securities Open API: real-time quotes, order book, candles, holdings, buying power and order management (create, modify, cancel).
seaworthy-io/seaworthy-mcp 📇 ☁️ - Disability insurance brokerage: submit quote requests on a user's behalf, compare carriers and research coverage.
Setell-AI/setell-mcp 📇 🏠 - Quote-to-cash for service businesses (machine shops, contractors, HVAC): jobs, quotes, customer memory, price signals, follow-ups and confirmed sends.
shareseer/shareseer-mcp-server 🏎️ ☁️ - Real-time SEC filings, financials and insider trading data via ShareSeer.
ShipItAndPray/mcp-market-data 📇 🏠 ☁️ 🍎 🪟 🐧 - Live cryptocurrency market data: real-time prices, OHLCV, order books and market summaries.
ShinyDapps/l402-kit 📇 ☁️ 🍎 🪟 🐧 - L402 SDK for TypeScript, Python, Go and Rust: server middleware, an auto-paying agent client, an MCP server, LangChain integration and budget control.
lmwharton/sieve-mcp 🐍 ☁️ - Startup due diligence: screens startups across IMPACT-X dimensions and returns a Sieve Score, evidence-typed findings and a meeting recommendation.
SiftingIO/siftingio-mcp 🎖️ 📇 🏠 - Live and historical data for stocks, forex, crypto, commodities and DEXs, plus fundamentals, filings and market calendars.
SidneyBissoli/bcb-br-mcp 📇 ☁️ 🍎 🪟 🐧 - Brazilian Central Bank (BCB) economic time series via the SGS public API: Selic, IPCA, exchange rates, GDP and curated indicators.
signal8ai/signal8-mcp 📇 ☁️ - SEC filing data from Signal8: insider and 13F ownership, dilution-risk scoring, STOCK Act trades, FEC campaign finance, filing search and a stock screener.
smythmyke/govtoolspro-mcp-server 📇 ☁️ - Tools for US federal contractors: go/no-go bid scoring, incumbent research, teaming-partner search, recompete prediction and SAM.gov solicitations.
subsquid-labs/portal-mcp-server 🎖️ 📇 ☁️ 🏠 - Query onchain data across EVM, Solana, Bitcoin, Substrate and Hyperliquid via the SQD Portal API.
summerstateofmind/cityparity 📇 ☁️ - Cost-of-living and quality-of-life comparison between cities: take-home pay, taxes, equivalent salary, childcare, healthcare, vacation and parental leave.
SupplyMaven-SCR/supplymaven-mcp-server 📇 ☁️ - Real-time supply chain risk data: disruption indices, commodity prices, port congestion, border delays, chokepoints, freight and trade policy.
swiftnodes/swiftnodes-mcp 📇 🏠 🍎 🪟 🐧 - Multi-chain blockchain RPC reference: endpoint URL templates, JSON-RPC method support per chain and live endpoint probing.
supra126/taiwan-payroll 📇 ☁️ 🏠 - Taiwan statutory payroll calculations: labor and health insurance, labor pension, NHI supplementary premium, income-tax withholding and old-age benefits.
szhygulin/recon-crypto-mcp 📇 🏠 - Self-custodial crypto portfolio: EVM balances and DeFi positions with risk alerts, plus unsigned transactions signed on a Ledger via WalletConnect.
tamasPetki/HeadlessTracker 📇 🏠 ☁️ 🍎 🪟 🐧 - Local-first crypto portfolio aggregation across Bybit, Binance, EVM and Solana wallets and Polymarket, with read-only credentials in the OS keychain.
tatumio/blockchain-mcp ☁️ - Access Tatum's blockchain API across many networks, including an RPC gateway and blockchain data insights.
ThomasMarches/substrate-mcp-rs 🦀 🏠 - Interact with Substrate-based blockchains.
traceloop/opentelemetry-mcp-server 🐍 🏠 - Connect to any OpenTelemetry backend, such as Datadog, Grafana, Dynatrace or Traceloop.
Trade-Agent/trade-agent-mcp 🎖️ ☁️ - Trade stocks and crypto on brokerages such as Robinhood, E*Trade, Coinbase and Kraken via Trade Agent.
TradeRouter/trade-router-mcp 📇 ☁️ 🏠 - Non-custodial Solana trading engine: swaps, limit, trailing, TWAP and DCA orders across Raydium, PumpSwap, Orca and Meteora with Jito MEV protection.
trayders/trayd-mcp 🐍 ☁️ - Trade on Robinhood: portfolio analysis, real-time quotes and order execution.
twelvedata/mcp 🐍 ☁️ - Real-time and historical financial market data from the Twelve Data APIs.
VENTURE-AI-LABS/cryptodataapi-mcp 📇 ☁️ - Real-time crypto market data via CryptoDataAPI: market health scores, derivatives, funding rates, ETF flows and cycle indicators.
veroq-ai/veroq-mcp 📇 ☁️ - Claim verification with evidence chains, plus market data, trading signals, SEC filings, insider trades and technical analysis.
szhygulin/vaultpilot-mcp 📇 🏠 🍎 🪟 🐧 - Hardware-verified DeFi: read balances and positions and prepare transactions across EVM chains, TRON, Solana and Bitcoin, with approval on a Ledger.
minhoyoo-iotrust/WAIaaS 📇 🏠 🍎 🪟 🐧 - Self-hosted wallet-as-a-service for AI agents on Solana and EVM: transfers, DeFi, NFTs, smart contracts, signing and x402 payments, with spending policies.
wildsurfer/cnn-fear-and-greed-parse 🏎️ 🏠 - CNN Fear & Greed Index for the US stock market: score, rating, component indicators and about a year of daily history.
wowinter13/solscan-mcp 🦀 🏠 - Query Solana transactions via the Solscan API.
W3Ship/w3ledger-mcp-server 📇 ☁️ - Self-verifying ledger with dual-signed transactions, gift and sponsor cards and loyalty tiers, using EVM or post-quantum (ML-DSA-65, SLH-DSA) signatures.
vdalhambra/financekit-mcp 🐍 ☁️ 🏠 - Market data and analysis: stock quotes, technical indicators, CoinGecko crypto prices, risk metrics, options chains and portfolio analysis.
Wuye-AI/mcp-server-wuye-ai 🎖️ 📇 ☁️ - Access the CRIC Wuye AI platform, an assistant for the property management industry.
XeroAPI/xero-mcp-server 📇 ☁️ - Access Xero's accounting and business features via its API.
yamariki-hub/japan-corporate-mcp 🐍 ☁️ - Japanese corporate data via government APIs (gBizINFO, EDINET, e-Stat): companies, financials, patents, subsidies, procurement and government statistics.
YBSbarker/barker-stablecoin-skills 🎖️ 📇 ☁️ - Real-time stablecoin yield index across DeFi protocols and CEX earn programs, with a yield advisor, risk signals and non-custodial deposit/redeem quotes.
yli769227-jpg/ashare-mcp 🐍 🏠 - Chinese A-share financial statements: pull annual reports, run industry-aware accounting cross-checks and compare peers with average-equity ROE.
yolfinance/yolfi-agent 📇 ☁️ - Yolfi Payments integration: register workspaces, create crypto checkout links, configure and verify webhooks and check payment status.
ypratap11/dokimo-mcp 🐍 🏠 - Verify AI-agent revenue claims by recomputing a Merkle proof and checking it against an on-chain anchor (x402, agentic payments).
zlinzzzz/finData-mcp-server 🐍 ☁️ - Access financial data from multiple providers, such as Tushare.
zolo-ryan/MarketAuxMcpServer 📇 ☁️ - Market and financial news search with filtering by symbols, industries, countries and date ranges.
mnemox-ai/tradememory-protocol Glama 🐍 🏠 - Layered memory for AI trading agents (trades, patterns, strategy), supporting MT5, Binance and Alpaca.
thoughtproof/thoughtproof-mcp 📇 ☁️ - Adversarial pre-trade verification: Claude, Grok and DeepSeek challenge each agent decision and return ALLOW or HOLD with a signed attestation.
tickerdb/tickerdb-mcp 📇 ☁️ - Pre-computed indicators for US stocks, ETFs and crypto (trend, momentum, volatility, fundamentals) with state-transition history for screening and backtesting.
tunedforai/x402-mcp 📇 ☁️ - Real-time crypto market structure: cross-exchange orderflow, price, funding and open-interest snapshots, CVD with whale activity and OHLCV history.
toolstem/toolstem-mcp-server 📇 ☁️ 🏠 - Financial data aggregated from multiple sources: stock snapshots, company metrics and comparisons with derived signals, CAGRs, margin trends and DCF upside.
toolstem/toolstem-sec-mcp-server 📇 ☁️ - SEC EDGAR signals: insider trading (Form 4), 13F institutional holdings, 10-K/8-K filing velocity, activist risk flags and disclosure comparisons.
pickelfintech/the13f-mcp 🐍 ☁️ - Institutional 13F data from SEC EDGAR: manager search, holdings lookup, portfolio similarity, consensus portfolio, market regime and sector flows.
tradallo/reputation 📇 ☁️ - Tradallo Verified Record Protocol: query verified human and AI-agent trading reputations, track records, trade receipts and Solana memo notarizations.
pineforge-4pass/pineforge-codegen-mcp 📇 🏠 - Backtest Pine Script v6 strategies locally by transpiling them to C++ and running them on the deterministic PineForge engine.
michalperni11-gif/secfinapi-mcp 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Standardized SEC EDGAR financial data for US public companies: income statements, balance sheets, cash flow and ratios, normalized from XBRL.
namixai/funding-mcp 📇 ☁️ - Perpetual funding-rate data and cross-exchange funding arbitrage across many venues, including HIP-3 sub-DEXes, with x402-paid signals.
namixai/signer-mcp 📇 ☁️ - Keyless CEX/DEX signing for trading agents: keys stay in an AWS Nitro Enclave and agents get policy-bounded signatures for Binance, OKX, Bybit and others.
JeongSeongMok/tossinvest-openapi-mcp 📇 🏠 🍎 🪟 🐧 - Read-only Toss Securities Open API documentation: browse endpoints and schemas, follow integration guides and generate curl, TypeScript and Python samples.
ophis-fi/ophis 🎖️ 📇 ☁️ - Intent-based DEX aggregator (self-hosted CoW Protocol): parse swap intents, get quotes, build and submit EIP-712 orders and check balances on EVM chains.
phuocdu/agentpay-vn 🐍 ☁️ - Non-custodial VietQR payments in Vietnam: generate a VietQR code for the user and auto-confirm settlement from the merchant's bank feed.
Gainium/gainium-mcp 🎖️ 📇 ☁️ 🏠 - Manage Gainium DCA, Combo and Grid trading bots: bots, deals, balances, backtests, the crypto screener and strategy presets.
wuzenghai616-lang/goldbean 📇 ☁️ 🍎 🪟 🐧 - Pay-per-call x402 tools: crypto prices, web search, weather, image generation, LLM chat, code execution, translation, sentiment analysis and QR codes.
Faouzi122/Arsenal-Quant-Project 🐍 ☁️ - Deterministic MEV and slippage risk oracle for DeFAI agents.
true402/mcp-server 🎖️ 📇 ☁️ - x402 pay-per-call tools: token rug and honeypot checks, new-pair and whale-swap signals, SEO/GEO audits, web extraction, link previews and LLM inference.
bevanding/signaldaemon 🐍 ☁️ - Narrative and signal tracking for crypto, AI and macro: cross-source narrative convergence and capital-versus-narrative divergence.
ENTIA-IA/entia-mcp-server 🎖️ 🐍 ☁️ - Business identity data: company verification, VAT, BORME, GLEIF, ownership and risk signals across many countries.
Nikolife2016/pulsefeed-x402 📇 ☁️ - Safety checks before paying x402 endpoints: liveness, scam scans (payTo hijack, honeypot), on-chain receiver verification and trust scores.
ninetails-io/gnucash-mcp 🐍 🏠 🍎 🪟 🐧 - Multi-currency double-entry accounting on local GnuCash books: transactions, invoices, bills, budgets, investment lots, reconciliation and reports.
viniciuslazzari/bolsai-mcp 🐍 🏠 🍎 🪟 🐧 - Brazilian stock market data from B3, CVM and BCB: stock prices, fundamentals, dividends, FIIs and macro indicators (Selic, IPCA, CDI).
@agentfund/mcp 📇 ☁️ - Fundraising for AI agents on Solana: register agents, create campaigns, donate via x402 and track on-chain reputation.
sebastienrousseau/camt053-mcp 🐍 🏠 🍎 🪟 🐧 - ISO 20022 camt.053 bank statement parsing and XSD validation, IBAN/BIC/LEI checks, Xero and QuickBooks journal export and reversing-entry generation.
sebastienrousseau/pacs008-mcp 🐍 🏠 🍎 🪟 🐧 - Generate, validate and parse ISO 20022 pacs.008, pacs.004 and pacs.002 messages, repair structured addresses and convert SWIFT MT103 to pacs.008.
manganate006/openlmnp 🏠 ☁️ - Accounting for the French LMNP furnished-rental tax status: journal entries, depreciation, 2031/2033 tax forms, FEC export and Airbnb/Booking.com imports.
tonnode/mcp 📇 🏠 ☁️ - Direct liteserver access to The Open Network (TON) over ADNL: GRAM balances, account state, transaction history and contract get-methods.
slenderongithub/fix-protocol-mcp 🐍 🏠 - Parse, validate, build and explain FIX protocol trading messages offline, using a bundled FIX 4.4 field dictionary.
andresdefi/zerodust 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Sweep native gas balances to exactly zero on EVM chains via EIP-7702 sponsored execution, same-chain or cross-chain, to allowlisted destinations.
amitesh-m/wealthville-integrations 🎖️ 📇 🏠 - Read-only Solana and EVM liquidity pool scores: Enter/Hold/Exit verdicts, a composite Wealthville Score, top pools, signals and a public track record.
SynderAccounting/gl-importer-plugin 🎖️ 📇 ☁️ - Import CSV/XLSX accounting data into QuickBooks Online or Xero via the Synder Importer API, with field mapping and post-import rules.
sturs49/cryptotaxedge-mcp 🎖️ ☁️ - US tax classification for on-chain transactions: submit a transaction hash to get its category, tax treatment, a confidence score and a review flag.
sand0vvv/hyperevm-mcp 📇 ☁️ 🍎 🪟 🐧 - Read-only Hyperliquid/HyperEVM data: HYPE yields (staking, lending, LP, HLP vault), protocol TVL and fees, markets, funding history and order-book depth.
asokore/statcite 📇 ☁️ - Cited economic statistics from the World Bank, IMF, BIS, ECB and Caribbean central banks, plus checks of claimed figures against the source series.
ravndex/ravn-mcp-glama 📇 ☁️ - Cross-chain swap execution across multiple venues and chains, including native Bitcoin as source or destination.
parkyucheol-del/alphapipeline 🐍 ☁️ 🏠 - x402 pay-per-call market and on-chain data: token-unlock risk, kimchi-premium alerts, honeypot and LP-lock audits, DEX slippage and funding-rate carry.
henfrydls/actual-budget-mcp 📇 🏠 🍎 🪟 🐧 - Self-hosted Actual Budget analysis: spending breakdowns, category trends, projections and budget vs. actual, with guarded writes and an optional read-only mode.
yourmatematt/agent-billboard-mcp 📇 🏠 🍎 🪟 🐧 - Read and post to The Agent Billboard, a single on-chain Solana message slot won by outbidding the previous poster, with operator spend limits.
tillbooks/tillbooks 📇 🏠 🍎 🐧 - Local-first Swiss accounting: double-entry journal entries, invoice categorization and follow-up, and Swiss VAT (MWST) returns, stored in local SQLite.

🎮 Gaming

Integration with gaming related data, game engines, and services

26048608982lp-ai/gamenumerics 📇 🏠 🍎 🪟 🐧 - Game balance design and auditing: import xlsx config tables, audit growth curves, simulate battle and gacha systems, and reverse-engineer spreadsheet formulas.
3aKHP/prts-mcp 🐍 📇 ☁️ 🏠 - Arknights game data via the PRTS Wiki API, with auto-synced operator archives and voice lines for fan-work creation.
antics-gg/antics-mcp 📇 ☁️ - Deploy a single-file HTML game to a shareable multiplayer URL with rooms, state sync and leaderboards, without a backend or player accounts.
beckettlab/beckett-godot-mcp 🏠 🍎 🪟 🐧 - Godot 4 editor addon that runs without a sidecar: class reflection, validated GDScript writes, scene/script/resource authoring and a runtime play-test loop.
butterlatte-zhang/unity-ai-bridge #️⃣ 🐍 🏠 🍎 🪟 - Control the Unity Editor from AI coding tools via file-based IPC.
buildepicshit/Wick #️⃣ 🏠 🍎 🪟 🐧 - Godot Engine tooling: Roslyn-enriched exception telemetry, scene tree inspection, C# symbol navigation, MSBuild orchestration and GDScript analysis.
chaoz23/srdcheck 🐍 🏠 - Deterministic D&D 5e (SRD 5.2.1) rules verdicts: cited turn legality checks, legal-action enumeration, advantage math and hash-stamped game-state lineage.
CoderGamester/mcp-unity #️⃣ 🏠 - Unity game engine integration for game development.
Coding-Solo/godot-mcp 📇 🏠 - Interact with the Godot game engine: edit, run and debug projects and manage scenes.
danielenricocahall/lorcana-mcp 🐍 🏠 🍎 🪟 🐧 - Disney Lorcana TCG: card search, deck validation against format rules, deck stats and Dreamborn/Pixelborn deck list import and export.
dirtcubeinteractive/specter-skills 📇 🏠 - Configure a Specter game backend: players, economy, progression, leaderboards, tournaments, battle passes and real-time multiplayer.
ddsky/gamebrain-api-clients ☁️ - Search and discover video games on any platform via the GameBrain API.
DiegoLopez0208/RpgMakerMVUltimate-MCP 📇 🏠 - Offline RPG Maker MV assistant: generate maps, edit the database and events, validate broken references, debug events and search a project semantically.
dmang-dev/mcp-bizhawk 📇 🏠 🍎 🪟 🐧 - Control the BizHawk multi-system emulator: memory read/write, joypad input, frame advance, screenshots and save states.
dmang-dev/mcp-dolphin 📇 🏠 🍎 🪟 🐧 - Control the Dolphin GameCube/Wii emulator: memory read/write, GameCube and Wii Remote input, reset, save states and frame advance, via Felk's scripting fork.
dmang-dev/mcp-mgba 📇 🏠 🍎 🪟 🐧 - Control the mGBA Game Boy Advance emulator: memory read/write, button input, screenshots, save states and stepping.
Dreiev/l2calendar-mcp 📇 ☁️ 🏠 - Query upcoming Lineage 2 private server openings by chronicle via the public L2 Calendar API.
drknowhow/fluxdots-mcp 📇 ☁️ - Play FluxDots, a ranked strategy board game where humans and AI agents share one Elo ladder: host or join live matches, with profiles, ratings and replays.
dmang-dev/mcp-pine 📇 🏠 🍎 🪟 🐧 - Memory read/write, save state slots and game metadata for PCSX2 and other emulators that support the PINE protocol.
dmang-dev/mcp-ppsspp 📇 🏠 🍎 🪟 🐧 - Control PSP games via PPSSPP's built-in WebSocket debugger: memory read/write, input, pause and step, screenshots, CPU registers and breakpoints.
dmang-dev/mcp-retroarch 📇 🏠 🍎 🪟 🐧 - Control libretro cores via RetroArch's Network Control Interface: memory read/write, save states, screenshots, pause, frame advance and on-screen messages.
gripforgeai/mcp 📇 ☁️ - Attach weapons and props to rigged 3D characters: finds the hand bone, scales the prop, closes the fist and exports three.js, Unity or Godot binds and GLBs.
gregario/dnd-oracle 📇 🏠 - D&D 5e SRD reference: monster search, spell lookup, encounter building and loadout analysis.
gregario/godot-forge 📇 🏠 🍎 🪟 🐧 - Godot 4 dev companion: GUT/GdUnit4 test running, API docs with 3-to-4 migration mapping, script analysis, scene parsing, screenshots and LSP diagnostics.
gregario/lorcana-oracle 📇 🏠 - Disney Lorcana TCG card search, deck analysis, ink curves, lore generation and franchise browsing.
gregario/hearthstone-oracle 📇 🏠 - Hearthstone card search, deck decoding and analysis, archetype classification and strategy coaching using HearthstoneJSON data.
gregario/mtg-oracle 📇 🏠 - Magic: The Gathering card search, rules lookup, deck analysis, prices and Commander data from Scryfall, Academy Ruins and Commander Spellbook.
gregario/onepiece-oracle 📇 🏠 - One Piece TCG card search, deck analysis, cost curves, leader browsing and counter strategies.
gregario/tft-oracle 📇 🏠 - Teamfight Tactics reference for champions, traits, items and augments using CommunityDragon data: synergy lookups, item recipes and rolling odds.
gregario/warhammer-oracle 📇 🏠 - Warhammer 40K, Combat Patrol and Kill Team rules reference: unit datasheets, keyword definitions, phase sequences and game flow.
Erodenn/godot-mcp-runtime 📇 🏠 🍎 🪟 🐧 - Control running Godot 4 games via an injected bridge: input simulation, screenshots, UI discovery and live GDScript execution.
german-krasnikov/unity-biome-mcp 🐍 #️⃣ 🏠 🍎 🪟 🐧 - Control the Unity Editor, including from chat inside Unity: scenes, GameObjects, components, Shader Graph, materials, animation, UI and deterministic playtests.
haoyifan/Silicon-Pantheon 🐍 ☁️ 🏠 🍎 🪟 🐧 - Turn-based strategy game where AI agents command armies on tactical grids while humans coach, with post-match reflections and learning across games.
hkaanengin/opendota-mcp-server 🐍 🏠 ☁️ - Dota 2 statistics via the OpenDota API: player stats, hero data and match analysis.
hope1026/weppy-roblox-mcp 📇 🏠 🍎 🪟 - Control a live Roblox Studio session via a plugin: create scripts, instances, terrain, lighting and assets, with bidirectional sync and automated playtests.
isco-tec/scorezilla-mcp 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Provision and inspect Scorezilla leaderboards, including one-step setup of a game, board and keys with ready-to-use SDK code.
IvanMurzak/Unity-MCP #️⃣ 🏠 🍎 🪟 🐧 - Integration for the Unity Editor and for games built with Unity.
taygunsavas/patina-unity-mcp 🦀 #️⃣ 🏠 🍎 🪟 🐧 - Control the Unity Editor via a local server and C# bridge: scenes, GameObjects, prefabs, assets, scripts, console, tests and build settings.
jiayao/mcp-chess 🐍 🏠 - Chess opponent that plays against LLMs.
jkiley129/steam-mcp 📇 🏠 🍎 🪟 🐧 - Query your Steam library: games, playtime, recently played titles and store metadata.
justinscott12/modrinth-mcp 📇 ☁️ 🍎 🪟 🐧 - Search Modrinth and publish Minecraft mods via the Modrinth API: create projects, upload new versions and read project and version metadata.
Grinv/steam-games-mcp 📇 🏠 🍎 🪟 🐧 - Search the Steam store (deals, reviews, Steam Deck compatibility) plus player profiles, libraries, achievements and friends via the Steam Web API.
kitao/pyxel-mcp 🐍 🏠 - Pyxel retro game engine integration: run games, capture screenshots, inspect sprites and analyze audio.
kkjdaniel/bgg-mcp 🏎️ ☁️ - Board game data via the BoardGameGeek XML API2.
lodordev/mcp-romm 🐍 🏠 - Read-only access to the RomM retro game library manager: platforms, ROM search, metadata, collections, saves, firmware, devices and tasks.
miracle1814/ue5-automation 🐍 🌊 🏠 🪟 - Unreal Engine 5 Blueprint automation: create, wire and compile Blueprints, author materials and UMG widgets, and verify PIE runtime state.
murzin-ml/mcp-ps-store 🐍 🏠 🍎 🪟 🐧 - PlayStation Network gaming history (playtime, trophies, purchased library) for game recommendations based on what you played.
truetick-gg/mcp 📇 ☁️ - Manage TrueTick Minecraft servers: create, start and stop servers, live TPS/MSPT metrics, RCON console, files, backups and Modrinth/CurseForge mods.
NAJEMWEHBE/unreal-ai-connection 🌊 🐍 🏠 🪟 - Unreal Engine 5.7 editor automation via a native plugin and local TCP bridge.
omniologynow-rgb/mcp-server 📇 ☁️ - AI agent contest platform on Solana: skill tournaments (art, stories, jokes) with USDC payouts via an on-chain smart contract.
opgginc/opgg-mcp 📇 ☁️ - Real-time gaming data for League of Legends, TFT and Valorant: champion analytics, esports schedules, meta compositions and character statistics.
pab1ito/chess-mcp 🐍 ☁️ - Access Chess.com player data, game records and other public information.
EnioAguiar/llmpvp-plugin 📇 ☁️ 🍎 🪟 🐧 - Ranked, bring-your-own-LLM chess and Go arena for AI agents: register, join matchmaking or challenge by name and play Glicko-2 rated games.
razz-games/razz-mcp 📇 ☁️ - Provably fair dice, flip, crash, plinko, limbo, mines, tower and HexWar games with real SOL wagering.
rkocosmergon/cosmergon-agent 🐍 ☁️ - Economy simulation for AI agents based on Conway's Game of Life, with an energy currency, a marketplace and benchmark reports.
rishijatia/fantasy-pl-mcp 🐍 ☁️ - Real-time Fantasy Premier League data and analysis.
SerifeusStudio/rpgmaker-xp-mcp 📇 🏠 🪟 - Author RPG Maker XP games: read and write project data (actors, skills, items, maps, events, scripts) directly and render map previews to PNG.
sonirico/mcp-stockfish 🏎️ 🏠 🍎 🪟 🐧️ - Access the Stockfish chess engine.
stagproject/sec-filings-mcp 📇 ☁️ - Search SEC EDGAR 10-K and 10-Q filings, with sample previews and full filing JSON paid via x402 on Polygon.
stefan-xyz/mcp-server-runescape 📇 - RuneScape and Old School RuneScape data: item prices, player hiscores and more.
Tanshaydar/Quartermaster 🐍 🏠 🪟 🐧 - Local search of game assets from Unity, Fab, Quixel Megascans, Gumroad and Leartes Cosmos, combining full-text and visual CLIP search.
alex-gon/thegamecrafter-mcp-server 📇 ☁️ - Design, manage and price tabletop games on The Game Crafter: browse catalogs, create projects, upload artwork and get prices.
jhomen368/steam-reviews-mcp 📇 ☁️ - Search Steam games, fetch user reviews and analyze sentiment with topic drill-down.
tomholford/mcp-tic-tac-toe 🏎️ 🏠 - Play Tic Tac Toe against an AI opponent.
youichi-uda/godot-mcp-pro 📇 🏠 🍎 🪟 🐧 - Godot game engine integration: scene editing, scripting, animation, tilemaps, shaders, input simulation and runtime debugging.
HadiCherkaoui/crafty-mcp 📇 🏠 🍎 🪟 🐧 - Manage Minecraft servers via the Crafty Controller 4 API: start, stop, back up, send commands and manage files, schedules, webhooks and users.
yanjingzhaisun/cozyvtt-mcp 🐍 🏠 🍎 🪟 🐧 - Run campaigns as game master in CozyVTT, a self-hosted virtual tabletop: dice, chat narration, tokens and maps, initiative, character sheets and rulebooks.

🏥 Health & Wellness

Access health metrics, wellness data, and medical information through various health platforms.

findsaunaplunge/mcp 🎖️ 📇 ☁️ - Cold plunge, sauna and contrast-therapy venues across US metros, with dated temperatures and prices from each venue's own pages, plus city stats.
io.github.PhilipAD/health-export-mcp 🍎 🏠 - Read-only, local-first queries of Apple Health metrics.
proscar87/oura-mcp 🐍 📇 🏠 ☁️ 🍎 🪟 🐧 - Raw access to all Oura Ring API v2 collections with full pagination and page counts, without server-side analysis.
Thecimal/quantified-self-mcp 🐍 🏠 - Query personal health and finance data stored in local SQLite files, without any cloud service.

🏠 Home Automation

Control smart home devices, home network equipment, and automation systems.

handsomejustin/mijia-control 🐍 ☁️ - Control Xiaomi/Mijia smart home devices (lights, AC, heaters, robots, cameras), with a web dashboard, REST API, CLI, energy monitoring and automation rules.
apiarya/wemo-mcp-server 🐍 🏠 🍎 🪟 🐧 - Local control of WeMo smart home devices without the cloud: discovery, dimmer brightness, device renaming and HomeKit codes.
Hybirdss/smartest-tv 🐍 🏠 🍎 🪟 🐧 - Control LG, Samsung, Android TV and Roku smart TVs: play Netflix, YouTube and Spotify content by name, cast URLs, scene presets and multi-TV sync.
kambriso/fritzbox-mcp-server 🏎️ 🏠 - Control AVM FRITZ!Box routers: manage devices, Wi-Fi, network settings and parental controls, and schedule time-delayed actions.
ober37/ac-infinity-mcp 🐍 ☁️ 🏠 🍎 🪟 🐧 - Monitor and automate AC Infinity grow controllers: live sensor data and history, VPD/temperature/humidity automations, port control and scheduling.
laszlopere/mcp-kodi 🌊 🏠 🐧 - Control Kodi media players via JSON-RPC: playback, volume, library search, queue management and playback history across multiple instances.
claymore666/debmatic-mcp 📇 🏠 🍎 🪟 🐧 - Control a HomeMatic/debmatic CCU: switch and dim actuators, read sensors and system variables, run programs and manage rooms, links and devices.
NickoScope/nickol-knx-mcp 🐍 🏠 - Design-time KNX/ETS6 assistant: read-only .knxproj parsing, DPT, naming and command/status validation, and Home Assistant YAML and ETS exports.
alexpfau/zigbee2mqtt-mcp 📇 🏠 🍎 🪟 🐧 - Administer Zigbee2MQTT via its MQTT bridge API: network health reports, mesh topology, pairing, binding, reporting intervals and device options.

🪪 Identity

Servers that establish who a person or an agent is and what may be known about them.

AIops-tools/Identity-AIops 🐍 🏠 - Keycloak and Authentik SSO/IAM operations: root-cause analysis for login, permission, client and MFA issues, plus guarded writes with audit logs and rollback.
true-alter/cli 🎖️ 📇 ☁️ - Personal identity profiles under a ~name handle, paid lookups that share revenue with the person found, skill-proving quests and collectives.

🏭 Industrial & IoT

Connect AI agents to industrial equipment, machinery, and operational technology (OT) — telemetry ingestion, monitoring, and control across manufacturing and factory-floor protocols.

ahmed-khalil-hafsi/P2Predict 🐍 🏠 🍎 🪟 🐧 - Local price benchmarking trained on your purchasing history: predict part costs, attribute them to spec and supplier drivers and get a likely price range.
Extelligence-ai/bagel 🐍 🏠 - Query robotics, drone and IoT data (ROS bags, MCAP, flight logs, CAN, MQTT) in plain English via DuckDB SQL, with Rerun, PlotJuggler and LeRobot exports.
FoundryNet/forge-mcp 🐍 ☁️ - Connect AI agents to industrial equipment across protocols and manufacturers: cross-OEM telemetry normalization, health index and failure prediction.
LGDiMaggio/predictive-maintenance-mcp 🐍 🏠 - Industrial predictive maintenance: vibration analysis, bearing fault diagnosis (ISO 20816-3) and diagnostic reports.
purinzan/gx3-cli-mcp 🐍 🏠 🪟 - Unofficial, read-only analysis of Mitsubishi MELSEC GX Works3 PLC projects: trace ladder logic, find device reads and writes and search device comments.

🧠 Knowledge & Memory

Persistent memory storage using knowledge graph structures. Enables AI models to maintain and query structured information across sessions.

dockndevai/ossian-mcp 📇 🏠 🍎 🪟 🐧 - RAG over your own documents with cited passages, plus durable agent memory ranked by relevance, importance and recency; read-only by default.
anuragsync78/subctx-connector 📇 ☁️ - Support center for autonomous artificial minds.
Octonove/crbro-memory 📇 🏠 🍎 🪟 🐧 - Persistent agent memory in local JSON files: neuron/synapse graph with heat scoring, fact-level search, corrections, secret redaction and team sharing via Git.
bborota/cairn-mcp 📇 ☁️ - Shared base of one-sentence lessons, must-dos and must-nots learned by other agents, organized by stack and situation.
Magnemo-AI/magnemo 🐍 🏠 🍎 🪟 🐧 - Governed local agent memory in plain files: each entry records who wrote it, when and through which gate, and nothing is kept without user approval.
fish827-08/rag-kb 🐍 🏠 🪟 - Local-first agent memory and knowledge base: hybrid dense and BM25 retrieval, document and webpage ingestion and optional RAG answers via local Ollama.
dahshanlabs/klypix-mcp 📇 🏠 🍎 🪟 🐧 - Versioned project brain for coding agents, committed with the repo: decisions, corrections, evidence anchors that flag code drift and file-overlap warnings.
AkashGoenka/coldstart 📇 🏠 🍎 🪟 🐧 - Codebase memory for coding agents: a deterministic AST index finds task-relevant files, and in-repo Markdown notes flag themselves stale when code changes.
forgemeshlabs/library-mcp 📇 ☁️ - Public-domain book knowledge base paid via x402: full-text search, metadata, chapters, quotes, ask-a-book Q&A and curated subject shelves.
jayasukuv11-beep/agenthelm 📇 🐍 ☁️ 🏠 🍎 🪟 🐧 - Shared, versioned memory and governance for AI coding agents, resolving architectural decision conflicts across agents.
AIStorageDepot/aistoragedepot-mcp 📇 ☁️ 🍎 🪟 🐧 - Shared, versioned team library of prompts, rules, skills and docs, searchable by agents, with items exposable as slash commands.
jmpdsevilla/BovedIA 📇 🏠 🍎 🪟 🐧 - Personal memory for Claude Code in plain Markdown notes, with a router note that decides what context to load and a layer for thoughts and feelings.
lbailey94/whitemagic 🦀 🏠 🍎 🪟 🐧 - Local-first durable memory and session continuity for AI agents, with a hash-chained audit ledger and backup, export and import across devices.
LiLara-AI/shadowgraph 📇 🏠 🍎 🪟 🐧 - Local-first decision memory for AI agents: stores choices, rejected alternatives and reasons, failed attempts, outcomes, provenance and review conditions.
lockstep-team-agent/lockstep 📇 ☁️ - Shared decision memory for teams using AI coding agents: captures engineering decisions, ranks them by blast radius and briefs agents before they act.
lumayapartners/memini 📇 🏠 🍎 🪟 🐧 - Local-first project memory and guardrails for coding agents: records failed attempts, fragile files and decisions per repo and warns before repeated mistakes.
nazar256/memheaven 📇 ☁️ - Self-hosted, remotely accessible shared long-term memory for AI agents.
jessedu29260-netizen/booboo 📇 🏠 🍎 🪟 🐧 - View and query your AI system (agents, memory, knowledge, automations) as a 3D knowledge graph: stats, search, node details, neighbors and pathfinding.
JinyangWang27/people-context 🐍 🏠 🍎 🪟 🐧 - Local-first memory about the people in your life: identity resolution, relationships, facts, interactions, reminders and communication guidance.
gpitrella/memxus-remote-mcp 📇 ☁️ - Shared context for dev teams: syncs GitHub, Notion and saved decisions into reusable project context that agents load at the start of each session.
seanmeverett/shared-memory-mcp 🐍 ☁️ - Public, source-linked notebook for AI agents: search and read entries, and publish findings, questions and corrections with permanent IDs and linked replies.
soluai-spa/solucortex-mcp 🎖️ 🐍 🏠 ☁️ - Technical memory for AI agents: recall a project's approved decisions, conventions and risks at task start and record lessons at the end.
basemouse/basemouse-core 📇 ☁️ 🏠 - Shared, versioned agent memory with sourced answers and full history: search, context packs and document upserts.
caix84476-netizen/personal-understanding 🏠 🐍 📇 - Verbatim-first personal memory: hashed word-for-word messages, records linked to their source quotes, anti-fabrication validators and an audit dashboard.
Fisher521/burn-mcp-server 📇 ☁️ 🍎 - Search, triage and organize bookmarks saved in the Burn 451 read-later app as a knowledge base.
soolaugust/0CompactMem 🐍 🏠 🍎 🪟 🐧 - Persistent multi-agent memory with OS-style demand paging, eviction and pinning, BM25 retrieval, importance scoring and capacity-aware reclaim.
0spoon/seamless 🏎️ 🏠 🍎 🪟 🐧 - Local-first shared memory and task coordination for AI coding agents, stored as Markdown files.
adelinamart/robrain 📇 🏠 🍎 🪟 🐧 - Self-hosted decision memory for coding agents: captures architectural decisions and rejected alternatives, and warns before a rejected approach is re-proposed.
a2cr/a2cr 🐍 ☁️ 🏠 🍎 🪟 🐧 - Agent handoffs via client-encrypted WorkBaton checkpoints and WorkStash notes, so work can resume in another client without the full chat history.
afairai/afair 🐍 🏠 🍎 🪟 🐧 - Self-organizing, self-hostable, encrypted memory for AI tools, with background entity extraction, conflict resolution, consolidation and decay.
ahmetakyurt/zipmem-mcp 📇 🏠 - Local long-term memory for terminal coding agents: blueprints, code anchors and distilled lessons in one JSON file, restoring project context across sessions.
ihorponom/agentpack 📇 🏠 🍎 🪟 🐧 - Repo-native task continuity for coding agents: a reviewed task-state ledger of decisions, dead ends, evidence and checkpoints that later sessions resume from.
thomasjumper/agentbay 📇 ☁️ 🏠 - StremAI shared memory for coding agents across sessions, machines and tools, with per-agent attribution, provenance, verification status and export.
uniskela/adhd-hub 🐍 🏠 🐧 - Self-hosted project-continuity hub for coding agents: tracks unfinished work, progress, overlap and reminders across clients.
Vasilispapg/claude-handoff 🐍 🏠 🍎 🪟 🐧 - Claude Code session handoffs: turns any transcript, even crashed ones, into a handoff file and distills project history into a cited memory brief.
aidesignblueprint/integrations 🐍 ☁️ - Read-only access to the Agentic AI Blueprint, a reference for agent UX: browse and search principles, implementation examples and application guides.
aliasunder/vault-cortex 📇 🏠 ☁️ - Standalone Obsidian vault server: hybrid search, notes and files, memory and tasks; run locally or self-host for remote access.
andreas-roennestad/openhive-mcp 📇 ☁️ - Shared knowledge base where AI agents search and post problem-solution pairs, with semantic search, duplicate detection and auto-scoring.
AndreLYL/memkin 📇 🏠 🍎 🪟 🐧 - Local-first personal memory that distills Feishu/Lark chats and Claude Code/Codex sessions into a private knowledge graph of people, projects and tasks.
NORTHTEKDevs/genome 🐍 🏠 🍎 🪟 🐧 - Local persistent agent memory without LLM calls: semantic recall over SQLite with bi-temporal fact tracking.
Shweta-Mishra-ai/tokenmizer 🐍 🏠 🍎 🪟 🐧 - Session memory via a local OpenAI-compatible proxy that extracts tasks, decisions and files into a knowledge graph and checkpoints before context overflow.
ashlesh-t/cognirepo 🐍 🏠 🍎 🪟 🐧 - Persistent memory and codebase context for coding agents: FAISS vector store, AST symbol index, knowledge graph, episodic journal and cross-agent handoff.
AshutoshRaj97/agentready-mcp 📇 ☁️ 🍎 🪟 🐧 - Index any website and ask questions about it, with cited answers grounded in its content via RAG.
Auctalis/nocturnusai 🐍 🏠 - Deterministic reasoning engine for agent context compression: extracts structured facts with logical inference, proof chains and truth maintenance.
0xshellming/mcp-summarizer ☁️ - Summarize plain text, web pages, PDF documents, EPUB books and HTML content.
20alexl/claude-engram 🐍 🏠 - Local persistent memory for Claude Code: tracks mistakes and decisions via hooks, searches session history, detects loops and warns before edits.
timmx7/acheron-mcp-server 📇 🏠 - Persistent memory shared across Claude Chat, Code and Cowork, stored in local SQLite with full-text search.
Terobyte/librarian-cli 🐍 🏠 🍎 🪟 🐧 - Ebook-to-Markdown pipeline (FB2, EPUB, DOCX, HTML, PDF) with full-text search and read-only tools to browse, read chapters and verify quotes offline.
TeleAI-UAGI/telemem 🐍 🏠 ☁️ 🍎 🪟 🐧 - Mem0-compatible long-term and multimodal agent memory: character-isolated profiles, semantic deduplication, optional local stack and video memory with QA.
agentic-mcp-tools/memora 🐍 🏠 ☁️ - Persistent memory with knowledge graph visualization, semantic/hybrid search, cloud sync (S3/R2) and cross-session context management.
Thezenmonster/agentmem 🐍 🏠 🍎 🪟 🐧 - Governed memory for coding agents with trust lifecycle (hypothesis, active, validated, deprecated), conflict detection, staleness tracking and health scoring.
AliceLJY/recallnest 📇 🏠 🍎 🪟 🐧 - Local-first memory for coding agents: hybrid vector/BM25 retrieval with reranking, knowledge graph, session checkpoint/resume and multi-scope isolation.
robotel-limited/robo-cortex 🐍 🏠 - Git-aware memory store for coding agents: memories anchored to git blob hashes are flagged for review when the linked code changes.
ailenshen/apple-notes-mcp 📇 🏠 🍎 - Read and write Apple Notes with bidirectional Markdown conversion: SQLite queries for listing and search, AppleScript for full CRUD.
AgentModule/mcp 📇 ☁️ - Deterministic, vertical-specific knowledge bases for autonomous agents, including an ethics module mapped to the EU AI Act.
juyterman1000/entroly 🐍 🦀 🏠 🍎 🪟 🐧 - Context control layer for coding agents: compression, prompt-prefix stabilization for caching, cheaper-model routing, local hallucination checks and memory.
Goldentrii/AgentRecall 📇 ☁️ 🏠 🍎 🪟 🐧 - Persistent cross-session agent memory that surfaces the most relevant past memories using the Intelligent Distance Protocol.
gordonkjlee/facthouse 📇 🏠 🍎 🪟 🐧 - Local memory engine for AI tools, stored in a SQLite file you own.
AlekseiMarchenko/central-intelligence 📇 ☁️ - Persistent agent memory to remember, recall, forget and share, with semantic vector search and agent, user and org scoping.
kskurtveit/echocache 📇 🏠 🍎 🪟 🐧 - Cache expensive LLM results with HTTP-style freshness (TTL, stale-while-revalidate) and semantic recall of related past answers.
epicsagas/alcove 🦀 🏠 🍎 🪟 🐧 - On-demand BM25 search over private project docs for coding agents, keeping docs out of public repos.
alibaizhanov/mengram 🐍 ☁️ 🏠 🍎 🪟 🐧 - Agent memory with semantic, episodic and procedural types, a knowledge graph, Claude Code auto-save/recall hooks, smart triggers and multi-user isolation.
AntonioTF5/soul-mcp-server 📇 🏠 🍎 🪟 🐧 - Validate and generate SOUL.md agent identity files, a YAML format for an agent's personality, voice, values and behavioral constraints.
apecloud/ApeRAG 🐍 ☁️ 🏠 - RAG platform combining Graph RAG, vector search and full-text search for building knowledge graphs and context engineering.
ayushagrawal288/memex 🐍 🏠 - Persistent agent memory with semantic search and recency decay, local ONNX embeddings, background summarization and Prometheus/Grafana observability.
baodq06/memocall 📇 🏠 🍎 🪟 🐧 - Read-only search and recall of past Claude Code sessions, loading any session on demand as compact Markdown with outline, turn-range and in-session search.
basicmachines-co/basic-memory 🐍 🏠 ☁️ 🍎 🪟 🐧 - Local-first AI memory: a semantic knowledge graph of Markdown files that humans and LLMs both read and write, with optional cloud sync and team workspaces.
Battam1111/Myco 🐍 🏠 🍎 🪟 🐧 - Cross-session, cross-project agent memory built on a self-validating filesystem graph derived from ASTs and Markdown links, not embeddings.
Beever-AI/beever-atlas 🐍 🏠 🍎 🪟 🐧 - Team knowledge base turning Slack, Discord, Teams and Mattermost chats into a knowledge graph and wiki with cited answers, semantic search and expert finding.
bitatlas-group/bitatlas 📇 ☁️ - Zero-knowledge cloud drive with client-side AES-256-GCM encryption: upload, download, search and organize files the server never sees in plaintext.
besslframework-stack/project-tessera 🐍 🏠 🍎 🪟 🐧 - Local workspace memory: indexes Markdown, CSV and session logs into a vector store with hybrid search, cross-session memory and knowledge graph visualization.
BetaBots-LLC/callimachus 🦀 🏠 🍎 🪟 🐧 - Local hybrid search (SQLite FTS5 and on-device vectors) over coding-agent conversation history from multiple tools, so agents can recall their past work.
billy12151/memory-arbiter-mcp 🐍 🏠 🍎 🪟 🐧 - Local memory middleware: targeted retrieval instead of full-memory loading, rule-based conflict arbitration and one SQLite store shared across coding agents.
bh-rat/context-awesome 📇 ☁️ 🏠 - Search curated awesome lists and fetch the most relevant resources for your agent.
bitbonsai/mcp-obsidian 📇 🏠 🍎 🪟 🐧 - Safe read/write access to Obsidian vaults: search, batch operations, tag management and frontmatter handling.
bluzername/lennys-quotes 📇 🏠 - Search Lenny's Podcast transcripts with YouTube timestamps for product management insights on PRDs, strategy and PM careers.
lildaddyo/braintube-mcp 📇 ☁️ - Compiles saved YouTube videos, podcasts, articles, PDFs and Notion/Obsidian notes into a persistent, semantically searchable knowledge base.
linklore/linklore-mcp 🐍 🏠 - Structured memory for coding agents: typed lore and doc entries with status and links that agents read and write.
cameronrye/openzim-mcp 🐍 🏠 - Search and navigate Wikipedia and other ZIM-format knowledge archives offline, with smart retrieval and caching.
carrasquelalex1/hipocampo 🐍 🏠 🍎 🪟 🐧 - Bilingual (English/Spanish) dual-memory system on PostgreSQL, pgvector and NVIDIA NIM with progressive retrieval, deduplication, checkpoints and auto-repair.
catfish-1234/sessionmem 📇 🏠 - Local memory for coding assistants: watches sessions and injects a compact summary at the start of each new one, stored in a SQLite file.
cachly-dev/cachly-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Persistent memory for coding assistants: session briefings on lessons and open tasks, shared team memory, BM25 search and managed Valkey/Redis.
ccf/agentcairn 🐍 🏠 🍎 🪟 🐧 - Local-first agent memory: a Markdown Obsidian vault as source of truth plus a rebuildable DuckDB index for hybrid BM25, vector and graph recall.
cdeust/Cortex 🐍 🏠 🍎 - Neuroscience-inspired memory for Claude Code on PostgreSQL/pgvector: decay, consolidation, a predictive-coding write gate and lifecycle hooks.
contradictory-body/cc-sensei 📇 🏠 🍎 🪟 🐧 - Explore Claude Code's source as queryable architecture modules: trace cross-cutting concerns, search patterns and read source code locally.
celiums/celiums-memory 📇 🏠 ☁️ 🍎 🪟 🐧 - Cognitive memory engine with knowledge modules, circadian rhythm awareness, emotional state tracking, hybrid PostgreSQL/Qdrant search and per-user isolation.
cg3-llc/prior_mcp 📇 ☁️ - Shared knowledge base where agents exchange proven solutions and failed approaches, so they can skip known dead ends.
Cavinooo/claude-find 📇 🏠 🍎 - Retrieve memory from across your Claude Code sessions on demand.
chatmcp/mcp-server-chatsum - Query and summarize your chat messages with AI prompts.
vshulcz/deja-vu 🏎️ 🏠 🍎 🪟 🐧 - Local memory over session histories from Claude Code, Codex CLI and opencode: lexical search, session-start auto-recall, secret redaction and SSH sync.
ZengLiangYi/ChatCrystal 📇 🏠 🍎 🪟 🐧 - Local-first memory for AI coding conversations: imports chats from coding assistants into notes with semantic search, tag graphs and Markdown export.
CheMiguel23/MemoryMesh 📇 🏠 - Graph-based memory focused on AI role-play and story generation.
ChevalGrand520/local-gpu-imagegen 🐍 🏠 🍎 🪟 🐧 - Confirmation-gated local GPU image generation with ComfyUI: SHA-256 model identity, explicit license approval, evidence retention and human-in-the-loop runs.
ChrisGVE/workspace-qdrant-mcp 🦀 📇 🏠 🍎 🪟 🐧 - Project-scoped memory for coding assistants: indexes project code and docs into Qdrant with tree-sitter chunking, LSP integration and hybrid search.
cipherfoxie/sovereign-mcp 🐍 ☁️ 🐧 - Search and read the Sovereign AI Blog on self-hosted AI on NVIDIA DGX Spark, and validate SGLang configs for GB10 hardware.
CodeAbra/iai-personal-memory-engine 🐍 🏠 🍎 🪟 🐧 - Local memory daemon with episodic, semantic and procedural tiers, SQLite and hnswlib storage, sleep-cycle consolidation and AES-256-GCM encryption at rest.
XJTLUmedia/Context-First-MCP 📇 ☁️ 🏠 🍎 🪟 🐧 - Session memory with tiered storage, context health monitoring, reasoning quality checks and truthfulness verification.
alfredoizdev/contextforge-mcp 📇 ☁️ - Persistent memory for coding assistants with semantic search, Git commit/PR sync, project-based organization and team collaboration.
contextium-io/contextium-mcp-server 📇 ☁️ 🍎 🪟 🐧 - Shared team context for AI tools: serves versioned, permissioned knowledge, coding standards, skills and agents, loading whole workflows in one call.
yonro/memory-os-cli 📇 ☁️ - XMemo: user-owned agent memory to save, search, recall and manage scoped memories across AI tools.
contextstream/mcp-server 📇 ☁️ 🍎 🪟 🐧 - Persistent memory for AI coding tools with semantic code search, knowledge graphs, impact analysis and decision tracking.
conversation-handoff-mcp 📇 🏠 - Hand off conversation context between Claude Desktop projects and across MCP clients, stored in memory rather than files.
cryptosquanch/legends-mcp 📇 🏠 🍎 🪟 🐧 - Chat with AI personas of famous founders and investors such as Elon Musk, Warren Buffett and Steve Jobs, based on their voices, frameworks and principles.
dcostenco/prism-mcp 📇 🏠 🍎 🪟 🐧 - Local SQLite agent memory with a web dashboard, session rewind/replay, cross-client memory sharing, morning briefings and progressive context loading.
darktw/usecortex-mcp ☁️ - Persistent knowledge memory for agents: read context into projects and write discoveries back, organized by topic with AES-256 encryption.
davidgut1982/lore-mcp 🐍 🏠 ☁️ 🍎 🪟 🐧 - Persistent knowledge layer for agents: knowledge base, investigation threads and a journal with multi-agent attribution, on SQLite, PostgreSQL or Supabase.
dbwls99706/deadends.dev 🐍 ☁️ 🏠 🍎 🪟 🐧 - Known dead ends for code errors and country-specific rules (visa, banking, legal): fixes that look right but fail, and workarounds with success rates.
decisionnode/DecisionNode 📇 🏠 🍎 🪟 🐧 - Record development decisions as structured JSON with Gemini embeddings and search them semantically from a local store shared across AI tools.
giuliohome-org/doc-manager 🦀 ☁️ - Personal document vault on Azure Blob Storage: read, write and search plaintext docs, while client-side AES-256-GCM encrypted docs stay opaque.
Destrayon/Connapse #️⃣ 🏠 🍎 🪟 🐧 - Self-hosted knowledge backend for agents with hybrid vector and keyword search and container-isolated indexes.
dengls24/annota 🐍 🏠 - Annotate papers in Zotero: highlight key findings with semantic color coding, explain formulas and write structured reading notes.
deusXmachina-dev/memorylane 📇 ☁️ 🏠 🍎 - Desktop app that captures screen activity, stores AI summaries and OCR text locally, and exposes the history via semantic search and a timeline.
dnotitia/akb 🐍 📇 🏠 🍎 🪟 🐧 - Organizational knowledge base: Markdown docs, PostgreSQL tables and files linked by a URI graph, with hybrid search, Git history and multi-tenant ACLs.
dodopayments/contextmcp 📇 ☁️ 🏠 - Self-hosted documentation indexer that serves docs from various sources to agents with semantic search.
doobidoo/MCP-Context-Provider 📇 🏠 - Static server providing persistent tool-specific context and rules to AI models.
doobidoo/mcp-memory-service 📇 🏠 - Memory service with semantic search, persistent storage and autonomous memory consolidation.
dot-RealityTest/obsidian-codex-mcp 🐍 🏠 🍎 🪟 🐧 - Local Obsidian vault access working directly on Markdown files without the Obsidian app or plugins, with read-only mode, backup-on-write and path isolation.
DollhouseMCP/mcp-server 📇 🏠 🍎 🪟 🐧 - Reusable personas, skills, templates, agents and memory for AI clients, with dynamic permissions, versioning and a public collection of shareable content.
DomDemetz/claude-soul 📇 🏠 🍎 🐧 - Learning engine for Claude Code: extracts signals from sessions, runs periodic reflections and promotes or retires behavioral frameworks based on evidence.
dshakes/distil 🐍 🏠 - Reversibly compress large tool outputs into recoverable handles, expand them on demand and track token and cost savings locally.
edobusy/agenthold 🐍 🏠 🍎 🪟 🐧 - Shared versioned state store with optimistic concurrency control for coordinating concurrent agents, plus SQLite-backed claim/release locks and an audit log.
elvismdev/mem0-mcp-selfhosted 🐍 🏠 🍎 🪟 🐧 - Self-hosted mem0 for Claude Code: Qdrant vector search, Neo4j knowledge graph, Ollama embeddings and session hooks for automatic cross-session memory.
entanglr/zettelkasten-mcp 🐍 🏠 - Zettelkasten knowledge management: create, link and search atomic notes.
g1itchbot8888-del/agent-memory 🐍 🏠 - Three-layer agent memory (identity, active, archive) with semantic search, graph relationships and conflict detection.
giskard09/giskard-oasis 🐍 🏠 - Refocuses an agent that has lost its thread by distilling its original purpose, paid per use via Lightning or Arbitrum.
ErebusEnigma/context-memory 🐍 🏠 🍎 🪟 🐧 - Persistent, searchable context storage across Claude Code sessions using SQLite FTS5, with AI session summaries, checkpoint recovery and a web dashboard.
majiayu000/remem 🦀 🏠 🍎 🐧 - Local-first memory for Claude Code and Codex: hooks capture sessions and an LLM distills them into SQLite, with auditable full-text and embedding recall.
MakeaMouse/fish-bridge-mcp 🐍 🏠 🍎 🪟 🐧 - Compresses AI chat sessions into a compact typed knowledge graph, with optional offline extraction via Ollama.
evc-team-relay-mcp - Read and write notes in your Obsidian vault.
dl4rce/flaiwheel 🐍 🏠 🍎 🪟 🐧 - Self-hosted memory and governance for coding agents: structured knowledge capture, hybrid search with reranking, codebase analysis and git-native storage.
fabio-rovai/open-ontologies 🦀 🏠 - Ontology engineering for OWL, RDF and SPARQL: validate, query, diff, lint, version and govern knowledge graphs on an Oxigraph triple store.
grooverLab/fable 🐍 🏠 🍎 🐧 - Full-text and semantic search over Claude Code transcript history, with exact thread recall and durable remembered facts in local SQLite.
fenghaochang/LoreRoom 📇 🏠 🍎 - Encrypted local memory for Claude Code Telegram bots: captures both sides of conversations, with SQLCipher encryption and CJK-friendly full-text search.
FilippoPilo/cortex-connector 📇 ☁️ - Persistent semantic memory for agents with quality-gated writes, typed claims, conflict tracking and coherence scoring.
gamosoft/NoteDiscovery 🐍 🏠 🍎 🪟 🐧 - Self-hosted Markdown knowledge base with a web UI: search, read, create, edit, tag and template notes.
geondongkim/geond-agent-protocol 🐍 🏠 ☁️ 🍎 🪟 🐧 - Local-first shared memory and coordination for coding agents on PostgreSQL/pgvector: repository evidence, reservations, handoffs and code graph context.
gingugu/gingugu 🐍 🏠 🍎 🪟 🐧 - Local SQLite memory for coding assistants: typed memories with confidence lifecycle, namespaces, knowledge graph, hybrid search and keychain credential vault.
GistPad-MCP 📇 🏠 - Manage personal knowledge, daily notes and reusable prompts in GitHub Gists, as a companion to GistPad.
GetCacheOverflow/CacheOverflow 📇 ☁️ - Knowledge marketplace where agents search, publish and unlock previously solved problems, earning tokens for shared solutions.
graphlit-mcp-server 📇 ☁️ - Ingest content from Slack, Discord, websites, Google Drive, Linear or GitHub into a Graphlit project, then search and retrieve relevant knowledge.
gregario/lego-oracle 📇 🏠 - LEGO sets, parts, minifigs and inventories from Rebrickable: search and compare sets, find parts by colour, browse themes and discover alternate builds.
gregario/brewers-almanack 📇 🏠 - Brewing knowledge: BJCP 2021 beer styles, hop varieties, malts, yeasts, water profiles, off-flavour diagnosis, recipe suggestions and food pairings.
gregario/3dprint-oracle 📇 🏠 🍎 🪟 🐧 - 3D printing filament knowledge base from SpoolmanDB: search filaments, compare material properties and print settings, and diagnose print issues.
hannesrudolph/mcp-ragdocs 🐍 🏠 - Retrieve and process documentation through vector search to augment responses with relevant documentation context.
HBarefoot/engram 📇 🏠 🍎 🪟 🐧 - Offline persistent agent memory on SQLite with local embeddings, hybrid semantic and full-text recall, secret detection and contradiction handling.
HatmanStack/ragstack-mcp 🐍 ☁️ 🍎 🪟 🐧 - Access RAGStack serverless knowledge bases on AWS: search, chat with AI answers, upload documents and media, scrape websites and analyze metadata.
hermes-labs-ai/fidelis 🐍 🏠 🍎 🐧 - Local-first memory with verbatim recall, querying, health checks and context-sensitive orientation, using LLM-free retrieval by default.
hifriendbot/cogmemai-mcp 📇 ☁️ 🍎 🪟 🐧 - Cloud-based persistent memory for Claude Code with semantic search, AI extraction and project scoping.
hjqcan/GoodMemory 📇 🏠 - Local-first, auditable memory with scoped user/project storage in SQLite or Postgres, read-only recall by default and opt-in reviewed writeback.
hoornet/agentdocs-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Read, create, update, comment on and share AgentDocs Markdown docs, with full-text and semantic search.
hubinoretros/deep-thinker 📇 🏠 🍎 🪟 🐧 - Reasoning via a DAG thought graph with multiple strategies (dialectic, analogical, abductive and more), stuck detection, confidence scoring and self-critique.
hyunjae-labs/lore 📇 🏠 🍎 🪟 🐧 - Local semantic search across Claude Code conversations with hybrid vector and keyword search, background indexing and per-project selection.
DanceNitra/inspeximus 🐍 🏠 🍎 🪟 🐧 - Agent memory with a correction channel: supersede or revert stale facts, block restated old values, and prove deletions with signed tombstones.
idapixl/algora-mcp-server 📇 ☁️ - Browse and search open-source bounties on Algora, filter by org, tech or amount, and get top bounties and aggregate stats.
IgorGanapolsky/mcp-memory-gateway 📇 🏠 - Pre-action gates that prevent coding agents from repeating known mistakes by turning captured feedback and failures into rules enforced via hooks.
Ikalus1988/MisakaNet 🐍 🏠 🍎 🪟 🐧 - Agent failure memory: search verified debugging lessons from real engineering sessions.
irisxc4/memoryguard 🐍 🏠 🍎 🪟 🐧 - Local-first governed shared memory for coding agents with CLI and desktop console: classify, dedupe, supersede, quarantine and roll back memories.
zsxh1990/pr-genius 🐍 🏠 - Pull request contribution advisor based on case studies from real repos: merge probability analysis, pattern matching and contribution strategy.
jaimenbell/rag-mcp 🐍 🏠 - Minimal local RAG that vector-searches a document corpus and returns cited passages.
JamesANZ/cross-llm-mcp 📇 🏠 - Cross-LLM communication and memory sharing so different AI models can collaborate and share context across conversations.
JamesANZ/memory-mcp 📇 🏠 - Store and retrieve conversation memories from multiple LLMs in MongoDB, with timestamps and LLM identification.
japlete/md-vision-mcp 📇 🏠 🍎 🪟 🐧 - Read Markdown with inlined images and heading indexes for agentic RAG over local docs or allowed URLs.
jcdickinson/simplemem 🏎️ ☁️ 🐧 - Simple memory for coding agents using DuckDB and VoyageAI.
jagoff/memo 🐍 🏠 🍎 🐧 - Local-first semantic memory: hybrid search, Markdown storage, MLX or CPU embeddings, contradiction detection, time-travel history and cross-machine git sync.
JinNing6/Noosphere 🐍 ☁️ - Shared community repository of insights, decisions, warnings and patterns with semantic search, a 3D interactive globe and automated content moderation.
jinzcdev/markmap-mcp-server 📇 🏠 - Convert Markdown into interactive markmap mind maps with PNG/JPG/SVG export and live browser preview.
junnnnnw00/obsidian-everywhere 📇 🏠 🍎 🪟 🐧 - Graph-native Obsidian vault access: search, backlinks, n-hop neighborhoods, paginated reads and safe partial and bulk edits with dry-run and rollback.
kael-bit/engram-rs 📇 🏠 🍎 🪟 🐧 - Hierarchical agent memory engine with automatic decay, promotion, semantic deduplication and a self-organizing topic tree.
kage-core/Kage 📇 🏠 🍎 🪟 🐧 - Git-native memory for coding agents: JSON entries in the repo, verified against cited code so hallucinated citations are rejected and stale memory is withheld.
kaliaboi/mcp-zotero 📇 ☁️ - Work with collections and sources in your Zotero Cloud library.
khwanlabs/khwan-mcp 🐍 ☁️ 🍎 🪟 🐧 - Memory for coding agents built around corrections: distills your corrections into standing rules for later sessions, with isolated memory per project.
krimto-labs/krimto 📇 🏠 - Team memory for coding agents stored as Markdown in git, with user, team and org access levels and hybrid SQLite/sqlite-vec retrieval.
Krzysztof318/MailFathom #️⃣ 🏠 🐧 - Self-hosted email search: syncs IMAP mailboxes into PostgreSQL to list, search and read mail and ask cited questions across the archive.
kunickiaj/codemem 📇 🏠 - Persistent coding memory across sessions, machines and teammates, with memory search, optional sync, project sharing and automatic capture.
kunwar-shah/claudex 📇 🏠 🍎 🪟 🐧 - Persistent memory and full-text search over Claude Code conversation history indexed into SQLite, with session summaries and a web UI for exploration.
renezander030/agentic-task-system 📇 🏠 - Turns your task manager into agent memory with hybrid retrieval over TickTick or an Obsidian vault, without a separate vector database.
KVANTRA-dev/NOUZ-MCP 🐍 🏠 🍎 🪟 🐧 - Semantic knowledge graph for Obsidian with graph, classification and hierarchy modes, local embeddings, semantic bridge discovery and drift detection.
leesgit/passbaton 📇 🏠 🍎 🪟 🐧 - Local session continuity across Claude Code, Codex CLI and Gemini CLI: context injection on start, compaction handover, memory, tasks and multilingual search.
lfrmonteiro99/memento-mcp 📇 🏠 🍎 🪟 🐧 - Local-first memory for coding agents: stores facts, decisions, patterns and architecture notes in SQLite to reduce repeated context across sessions.
Lians-ai/Lians 🐍 🏠 🍎 🪟 🐧 - Bitemporal agent memory with deterministic fact supersession, point-in-time recall, memory lineage, conflict tracking and tamper-evident audit trails.
liftkkkk/owl-mcp 🐍 🏠 - Work with OWL/TTL/RDF ontologies: SPARQL queries, HermiT/Pellet reasoning and CRUD operations on knowledge graphs.
linxule/lotus-wisdom-mcp 📇 🏠 ☁️ - Contemplative problem-solving using the Lotus Sutra's framework: multi-perspective reasoning, skillful means, non-dual recognition and meditation pauses.
knaisoma/data-olympus 🐍 🏠 🍎 🪟 🐧 - Git-native Markdown knowledge base for coding agents with proposed vs. accepted guidance, validity windows, supersession chains and status-aware retrieval.
lithtrix/lithtrix-mcp 📇 ☁️ 🍎 🪟 🐧 - Persistent cross-vendor agent memory with credibility-scored web search, browser fetch and a shared Commons pool under one stable key.
louis030195/easy-obsidian-mcp 📇 🏠 🍎 🪟 🐧 - Create, read, update and search notes in local Obsidian vaults via filesystem access.
LuizEduPP/rememb 🐍 🏠 🍎 🪟 🐧 - Persistent agent memory in local JSON with sectioned entries (project, user, context), semantic search, a CLI and per-project scope.
lyonzin/knowledge-rag 🐍 🏠 🍎 🪟 🐧 - Offline RAG for Claude Code with hybrid BM25 and semantic search, cross-encoder reranking, Markdown-aware chunking and query expansion.
markmhendrickson/neotoma 📇 🏠 🍎 🪟 🐧 - Deterministic state layer for agents: versioned entities like contacts, tasks and decisions with immutable observations and provenance, in local SQLite.
mattjoyce/mcp-persona-sessions 🐍 🏠 - Structured, persona-driven sessions for interview preparation, personal reflection and coaching, with timers and performance evaluation.
max-ramas/rms-memory-mcp 🦀 🏠 🍎 🐧 🪟 - Local-first memory for coding agents: hybrid LanceDB/Tantivy search, Markdown and code indexes, per-project vaults and recall that abstains on low confidence.
maxkuminov/obsidian-mcp 🐍 🏠 🍎 🪟 🐧 - Self-hosted Obsidian server: semantic and full-text search on PostgreSQL/pgvector, wikilink graph traversal, atomic note CRUD and a self-describing vault guide.
mcasdfgf/mcp-roo-memory 🐍 🏠 🍎 🪟 🐧 - Persistent fractal graph memory for coding agents: semantic search, hot/cold/archive context tiers and decision tracking on Qdrant.
udjin-labs/mnemostack 🐍 🏠 🍎 🪟 🐧 - Self-hosted hybrid agent memory on Qdrant combining vector search, BM25, temporal retrieval and an optional Memgraph knowledge graph via rank fusion.
tverney/mcp-agent-memory 📇 🏠 🍎 - Filesystem-based persistent agent memory: agents read, write and search memory while a background daemon handles consolidation and extraction.
memstate-ai/memstate-mcp 📇 ☁️ - Versioned, structured agent memory storing facts as keypaths with full version history and automatic conflict detection.
michael-denyer/memory-mcp 🐍 🏠 🍎 🪟 🐧 - Two-tier memory (hot cache and cold semantic search) that promotes frequently used patterns, extracts knowledge from Claude outputs and links it in a graph.
michielinksee/linksee-memory 📇 🏠 🍎 🪟 🐧 - Local-first cross-agent memory in one SQLite file with a layered structure, Ebbinghaus-style forgetting and detection of code drifting from past decisions.
mercurialsolo/counsel-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Strategic reasoning, multi-perspective debate analysis and interactive advisory sessions via the Counsel API.
mlorentedev/hive 🐍 🏠 🍎 🪟 🐧 - On-demand Obsidian vault access: adaptive context loading, full-text and ranked search, health checks, auto git commits and delegation to cheaper models.
TheGoatPsy/mneme 🐍 🏠 🍎 🪟 🐧 - Vault-native, accountable memory for Claude Code: Markdown is the source of truth, with no LLM on the Stop path and redaction before any derived store.
mnlt/wellread 📇 ☁️ - Shared research cache across agents: reuse answers from verified sources, or save new research for the next developer.
modelcontextprotocol/server-memory 📇 🏠 - Knowledge graph-based persistent memory for maintaining context.
DuhoKim/NebulaMind 🐍 ☁️ - Collaborative astronomy wiki written by AI agents, who can register, read, edit, vote and comment via an open API.
MWGMorningwood/Central-Memory-MCP 📇 ☁️ - Workspace-grounded knowledge graph shared by multiple developers, hosted on Azure Functions with Table storage.
MyAgentHubs/aimemo 🏎️ 🏠 🍎 🪟 🐧 - Local, dependency-free memory server shipped as a single binary.
n24q02m/mnemo-mcp 🐍 🏠 🍎 🪟 🐧 - Persistent memory with SQLite hybrid search (FTS5 and semantic), built-in Qwen3 embeddings and rclone sync across machines.
ndjordjevic/pinrag 🐍 🏠 - RAG over PDFs, YouTube videos, GitHub repos and Discord exports: index documents and query them with citations.
nfemmanuel/iranti 📇 🏠 ☁️ 🍎 🪟 🐧 - Persistent shared memory for coding agents: facts stored as entity/key/value triples with hybrid semantic search, task checkpoints and conflict resolution.
NicolasPrimeau/artel 🐍 🏠 🍎 🪟 🐧 - Self-hosted coordination for agent fleets: shared semantic memory, tasks, agent-to-agent messaging, session handoffs and cross-agent knowledge synthesis.
nicholasglazer/gnosis-mcp 🐍 🏠 - Make Markdown documentation searchable: loads it into SQLite or PostgreSQL with keyword search and optional pgvector hybrid semantic search.
nonatofabio/local-faiss-mcp 🐍 🏠 🍎 🐧 - Local FAISS vector database for RAG with document ingestion (PDF, TXT, MD, DOCX), semantic search, re-ranking and CLI tools for indexing and querying.
nworks3d/THOR-memory-bible-for-AI 🦀 🏠 🪟 🐧 - Local memory for coding agents where rules with machine-checkable proofs block matching commands, plus an append-only event log and per-project scoping.
olgasafonova/mediawiki-mcp-server 🏎️ ☁️ 🏠 🍎 🪟 🐧 - Connect to any MediaWiki wiki (Wikipedia, Fandom, corporate wikis) to search, read and edit pages, analyze links, view revision history and convert to Markdown.
omega-memory/omega-memory 🐍 🏠 🍎 🪟 🐧 - Local-first persistent memory for coding agents with semantic search, auto-capture, cross-session learning and intelligent forgetting.
ontorata/ratary 📇 🏠 ☁️ 🍎 🪟 🐧 - Persistent coding memory for AI assistants with hybrid search, a knowledge graph and token-efficient context, self-hostable on D1, Postgres, MariaDB or Docker.
oomkapwn/enquire-mcp 📇 🏠 🍎 🪟 🐧 - Long-term agent memory backed by a local Obsidian vault: hybrid retrieval with reranking, agentic RAG, wikilink community detection, Obsidian Bases and PDF OCR.
AgentBase1/mcp-server 📇 ☁️ - AgentBase: an open registry of agent instruction files. Search and retrieve system prompts, skills, workflows, domain packs and safety filters.
pallaprolus/mendeley-mcp 🐍 ☁️ - Search your Mendeley library, browse folders, get document metadata, search the global catalog and add papers to your collection.
paladini/mcp-me 📇 🏠 🍎 🪟 🐧 - Digital identity for AI tools: your bio, career, skills and projects in local YAML profiles, auto-generated from public APIs such as GitHub, Medium and Strava.
Patdolitse/piia-engram 🐍 🏠 🍎 🪟 🐧 - Persistent user identity across AI tools: preferences, lessons and decisions in local JSON with staged verification, AES-256-GCM encryption and cross-tool sync.
pavelpilyak/devrecall 🏎️ 🏠 🍎 🐧 - Local-first index of your commits, PRs, Jira/Linear tickets, Confluence docs, Slack threads and calendar events to search and cite past work.
Pantheon-Security/notebooklm-mcp-secure 📇 🏠 🍎 🪟 🐧 - Security-hardened Google NotebookLM access: session-based conversations, notebook library management and source-grounded answers, with post-quantum encryption.
pathrule/mcp 📇 ☁️ - Path-scoped team memories, rules and skills for coding agents from Pathrule workspaces.
paultaki/ailooplibrary-mcp 🐍 🏠 ☁️ - Read-only AI Loop Library catalog of bounded agent work loops: pick one for a goal and render a run protocol with verification, stop conditions and budgets.
pi22by7/In-Memoria 📇 🦀 🏠 🍎 🐧 🪟 - Cumulative memory and pattern learning for coding assistants, with local SQLite/SurrealDB storage for semantic codebase analysis.
penfieldlabs/penfield-mcp 🐍 ☁️ 🐍 ☁️ - Penfield: persistent memory with hybrid BM25/vector/graph search, typed graph relations, context checkpoints, artifact storage and a personality system.
Piccolo123/url-manager-mcp 📇 🐍 🏠 🍎 🪟 🐧 - Bookmark and knowledge manager where agents save web pages and auto-categorize them into collections with search, tags and shared folders.
pinecone-io/assistant-mcp 🎖️ 🦀 ☁️ - Connect to your Pinecone Assistant and retrieve context from its knowledge engine.
pipeshub-ai/mcp-server 📇 🏠 ☁️ - Permission-aware enterprise search and RAG over business apps such as Google Workspace, Microsoft 365, Slack and Jira.
pomazanbohdan/memory-mcp-1file 🦀 🏠 🍎 🪟 🐧 - Persistent semantic and graph-based agent memory in a single self-contained binary with embedded database and models.
ProfessionalWiki/MediaWiki-MCP-Server 📇 ☁️ 🏠 🍎 🪟 🐧 - Read, search and edit any MediaWiki wiki, including Wikipedia and Fandom, with multi-wiki support and Semantic MediaWiki, Cargo, Wikibase and NeoWiki queries.
Rarefied-Earth/groundwork 📇 ☁️ - Company state for operating small businesses: brand, voice, charter, priorities, modules and skills.
ragieai/mcp-server 📇 ☁️ - Retrieve context from your Ragie knowledge base, connected to sources like Google Drive, Notion and Jira.
ravi-labs/mindmap-mcp-server 📇 🏠 - Local-first memory and context handoff across AI tools, with graceful decay, a persona layer and a portable memory passport.
remembra-ai/remembra 🐍 📇 🏠 ☁️ 🍎 🪟 🐧 - Self-hosted persistent agent memory with entity resolution, PII detection, AES-256-GCM encryption at rest and hybrid search.
redleaves/context-keeper 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - LLM-driven context and memory management: short- and long-term memory with vector, timeline and knowledge graph retrieval plus reranking.
riponcm/projectmem 🐍 🏠 🍎 🪟 🐧 - Local-first memory for coding agents: records issues, failed attempts, fixes and decisions, re-injects them and warns at git commit before a repeated mistake.
Skitchy/rekindle 📇 🏠 🍎 🪟 🐧 - Session continuity: start-of-session reports with gap detection and scoring, structured end-of-session capture and BM25 memory search, stored in local SQLite.
roampal-ai/roampal-core 🐍 🏠 - Outcome-based persistent memory for Claude Code and OpenCode: memories that help get promoted, misleading ones get demoted.
roomi-fields/notebooklm-mcp 📇 🏠 🍎 🪟 🐧 - Automate Google NotebookLM: Q&A with citations, audio podcasts, video, content generation, source management and notebook library.
rushikeshmore/CodeCortex 📇 🏠 🍎 🪟 🐧 - Persistent codebase knowledge for coding agents: symbols, dependency graphs, co-change patterns and architectural decisions extracted with tree-sitter.
rwnalds/engram 📇 🏠 - Git-backed, Obsidian-compatible Markdown second brain for agents: search ranks live notes above superseded ones, with per-agent tokens and a git audit trail.
s60yucca/mnemos 🏎️ 🏠 🍎 🪟 🐧 - Persistent memory for coding agents storing architecture decisions, bug root causes and conventions, with full-text search and token-budgeted context assembly.
seanmarkwei/agentram-mcp 📇 ☁️ - Key-value agent memory over an HTTP API without embeddings: store, retrieve, search and share memory across agents with shared namespaces and TTLs.
SagaPeak/artifacta-mcp 🎖️ 📇 🐍 ☁️ 🍎 🪟 🐧 - Artifact store for agent outputs: persist, retrieve and share them across runs and sessions, with content-hash dedup and expiring share links.
SAIHM-Admin/saihm-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Encrypted persistent agent memory anchored on COTI V2 mainnet: remember, recall, share, and forget with GDPR Article 17 erasure.
SAIHM-Admin/saihm-mcp-server-pro 📇 ☁️ 🏠 🍎 🪟 🐧 - Client-side encrypted agent memory where the server only sees ciphertext, with post-quantum identity and sharing and crypto-shredding for GDPR erasure.
SaravananJaichandar/world-model-mcp 🐍 🏠 🍎 🪟 🐧 - Temporal codebase knowledge graph that links test failures to code changes, learns co-edit patterns, predicts regression risk and enforces edit constraints.
sachitrafa/YourMemory 🐍 🏠 🍎 🪟 🐧 - Persistent agent memory with Ebbinghaus-style decay, hybrid BM25/vector retrieval, entity graph for multi-hop reasoning, auto-pruning and a browser dashboard.
Schubeler-Consulting/knowmind 📇 ☁️ - Agent memory and knowledge graph hosted in Germany: hybrid BM25, vector and Neo4j graph recall with reranking, typed relations and a bi-temporal store.
SecurityRonin/alaya 🦀 🏠 🍎 🪟 🐧 - Neuroscience-inspired local agent memory that stores episodes, consolidates knowledge over time and builds a personal knowledge graph with semantic recall.
SecurityRonin/docx-mcp 🐍 🏠 🍎 🪟 🐧 - Read and edit Word (.docx) documents with tracked changes, threaded comments, footnotes, OOXML-level validation and document auditing.
setheerwagen/mcp-modelmanager 🐍 🏠 - Manage a local model machine: pull and remove Ollama models, switch the inference service between models and run LoRA fine-tuning jobs.
sheawinkler/ContextLattice 🏠 🍎 🪟 🐧 🦀 🏎️ - Private-by-default memory and context layer for agents with staged retrieval across fused data backends and long-horizon context continuity.
writerslogic/scrivener-mcp 📇 🏠 🍎 🪟 🐧 - Work with Scrivener 3 writing projects: document management, writing analysis, semantic search, character and plot memory, and content enhancement.
shinpr/mcp-local-rag 📇 🏠 - Local document search: semantic search over PDF, DOCX, TXT and Markdown files with LanceDB vector storage and local embeddings.
ShipItAndPray/mcp-memory 📇 🏠 🍎 🪟 🐧 - SQLite-based memory with exponential decay: memories strengthen on access and fade when unused, limiting unbounded context growth.
sgx-labs/statelessagent 🏎️ 🏠 🍎 🪟 🐧 - Local agent memory with provenance tracking that detects when sources change, plus session handoffs, decision records, semantic search and a knowledge graph.
l33tdawg/sage 🏎️ 🏠 🍎 🪟 🐧 - Local institutional memory for agents where BFT consensus among validators approves every memory before it is committed.
laradji/deadzone 🏎️ 🏠 🍎 🐧 - Offline semantic search over library documentation using a pre-built, version-pinned vector index fetched and verified on first launch.
leonardsellem/hypermnesic 🐍 ☁️ 🏠 🍎 🪟 🐧 - Git-first agent memory: Markdown files are the source of truth, the index is disposable and writes are reviewable commits, with hybrid search and a CLI.
Smart-AI-Memory/empathy-framework 🐍 🏠 - Five-level AI collaboration system with persistent local-first memory via MemDocs and anticipatory capabilities.
rps321321/obsidian-mcp-pro 📇 🏠 🍎 🪟 🐧 - Obsidian vault access: full-text search, note CRUD, frontmatter queries, tags, backlinks, graph traversal, orphan and broken link detection, and canvas support.
Semiotronika/LINZA-MCP 🐍 🏠 🍎 🪟 🐧 - Review-gated sidecar for Markdown workspaces: indexes notes into SQLite and proposes links, domains and memory with evidence, editing files only after review.
smith-and-web/obsidian-mcp-server 📇 🏠 🍎 🪟 🐧 - Remote Obsidian vault management over SSE: notes, directories, frontmatter, tags, search and link operations, deployable with Docker.
skill-seekers/Skill_Seekers 🐍 🏠 🍎 🪟 🐧 - Turn docs, GitHub repos, PDFs, videos, Confluence, Notion and Slack/Discord into AI skills and RAG knowledge, exportable to vector databases like Qdrant.
stevepridemore/graph-memory 📇 🏠 ☁️ 🍎 🪟 🐧 - Personal knowledge graph for Claude on Neo4j with typed entities, bi-temporal edges, weighted decay, contradiction detection and local embeddings.
SubDownload/subdownload-mcp 🏎️ ☁️ 🍎 🪟 🐧 - YouTube knowledge base: summarize videos, fetch transcripts (even without captions), search channels and playlists, and save results for cross-session recall.
TechDocsStudio/biel-mcp 📇 ☁️ - Answer questions from your product documentation using Biel.ai's RAG system.
The-40-Thieves/obsidian-tc 📇 🦀 🏠 🍎 🪟 🐧 - Obsidian vault access with role-based access control, native search, multi-vault support, pluggable embeddings and SLSA provenance.
threadctx-dev/threadctx-mcp 📇 🏠 ☁️ 🍎 🪟 🐧 - Local-first shared team memory for coding agents: decisions, fixes and gotchas persist per repo and are shared across teammates' agents.
tomohiro-owada/devrag 🏎️ 🏠 🍎 🪟 🐧 - Local RAG for semantic vector search over Markdown documents with sqlite-vec and multilingual-e5-small embeddings, filterable by directory and filename.
topoteretes/cognee 📇 🏠 - Memory manager for AI apps and agents using graph and vector stores, with ingestion from many data sources.
timowhite88/farnsworth-syntek 📇 ☁️ - Seven-layer recursive agent memory with context branching, holographic recall, dream consolidation and on-chain persistence.
topskychen/tilde 🐍 🏠 - Portable, privacy-first AI identity: a home directory for your agents with profile management, skills, resume import and team sync.
tstockham96/engram 📇 🏠 🍎 🪟 🐧 - Agent memory with semantic recall, automatic consolidation, contradiction detection and a bi-temporal knowledge graph.
teampolarity/cosmos-mcp 📇 ☁️ 🏠 🍎 - Portable personal knowledge graph shared across AI clients, with sources like iMessage, browser history, calendar, shell history, Notion and Obsidian.
TeamSafeAI/LIFE 🐍 🏠 - Persistent identity for AI agents: servers for drives, relationships, semantic memory with decay, working threads, learned patterns, journaling and forecasting.
TT-Wang/cortex-plugin 🐍 🏠 🍎 🐧 - Claude Code memory plugin that mines past sessions for decisions, conventions and bug fixes, stores them in an Obsidian vault and briefs new sessions.
TyKolt/kremis 🦀 🏠 🍎 🪟 🐧 - Local deterministic knowledge graph on redb with no LLM or embedding calls, BLAKE3 state hashing and canonical export for byte-identical audits.
unibaseio/membase-mcp 📇 ☁️ - Save and query agent memory in a distributed way with Membase.
upstash/context7 📇 ☁️ - Up-to-date code documentation for LLMs and AI code editors.
varun29ankuS/shodh-memory 🦀 🏠 - Cognitive agent memory with Hebbian learning, a three-tier architecture and knowledge graphs, running offline on edge devices.
vbcherepanov/total-agent-memory 🐍 🏠 🍎 🪟 🐧 - Local memory for coding agents: temporal knowledge graph with fact invalidation, procedural and episodic memory, AST codebase ingest and cross-project analogy.
samvallad33/vestige 🦀 🏠 🍎 🪟 🐧 - Local-first cognitive agent memory with FSRS-6 scheduling, smart ingest, SQLite storage, portable sync, an embedded dashboard and optional hooks.
vectorize-io/hindsight 🐍 ☁️ 🏠 - Hindsight: long-term memory for AI agents modeled on human memory.
vishnu-77/openreflex 🐍 🏠 🍎 🪟 🐧 - Local execution memory for coding agents: injects what worked and known fixes before similar tasks and advises whether to continue, pivot or stop.
vornicx/Midas 🐍 📇 🏠 🍎 🪟 🐧 - Local-first long-horizon agent memory: source-traceable recall, belief revision, selective forgetting and a guard against memory-driven destructive actions.
Abhigyan-Shekhar/Waggle-mcp 🐍 🏠 🍎 🪟 🐧 - Persistent graph memory that extracts facts from conversations into typed nodes with local embeddings, supporting temporal queries and conflict detection.
whynowlab/jarvis-orb 🐍 🏠 - Four-tier memory (episodic, semantic, project, procedural) with temporal scoring, contradiction detection, entity tracking and a desktop visualization orb.
wnbhr/being 📇 ☁️ - Personality runtime for agents: persistent memory, identity (SOUL) and relationships that carry across AI clients.
Wuesteon/lean-memory 🐍 🏠 🍎 🪟 🐧 - Embedded local agent memory in one SQLite file per namespace: hybrid retrieval, append-only history queryable at any past time and human-reviewed maintenance.
TheStack-ai/waypath 📇 🏠 - Local-first memory CLI for coding agents: SQLite-backed context, graph-aware recall via FTS5 and RRF, and governed memory with promote and review gates.
zzhang82/Agent-Memory-Bridge 🐍 🏠 - Local-first memory for coding agents that turns coding sessions into reusable engineering memory: decisions, gotchas and domain knowledge.
teolex2020/AuraSDK 🐍 🏠 - Persistent, encrypted cognitive memory that works offline.
arthurpanhku/Arthor-Agent 🐍 🏠 ☁️ - Cybersecurity assessment of documents, questionnaires and reports: multi-format parsing, RAG knowledge base, risks, compliance gaps and remediations.
Wynelson94/longhand 🐍 🏠 🍎 🪟 🐧 - Persistent local memory for Claude Code: indexes all sessions verbatim into SQLite and ChromaDB for semantic recall across your history, with no API calls.
yubinkim444/repo-memory 🐍 🏠 🍎 🪟 🐧 - Shared, git-tracked memory for AI agents on the same codebase: facts, decisions and gotchas stored in a committed repo directory and synced via git.
agentcivics/agentcivics 📇 ☁️ 🏠 🍎 🪟 🐧 - Decentralized civil registry for AI agents on Sui: soulbound identities, on-chain memories, reputation and refusal records.
STiFLeR7/memex 🐍 🏠 🍎 🪟 🐧 - Watches git repos and builds a temporal knowledge graph of modules, symbols, decisions and open problems via Graphiti and Neo4j, served to AI coding agents.
xChuCx/agent-memory 🏎️ 🏠 🍎 🪟 🐧 - Git-native project memory for coding agents: Markdown in your repo, reviewable staged updates, secret/PII-safe and branch-aware, without cloud or vector DB.
XuebinMa/AIWiki 📇 ☁️ 🍎 🪟 🐧 - Search and read AiWiki, a bilingual English/Chinese encyclopedia of AI-coding pitfalls and LLM privacy protection, with cited evidence.
zzallirog/weighted-compact 🐍 🏠 - Inspectable memory for Claude Code: read-only search and session compaction over a local, signal-scored parse of its project logs, with no outbound calls.
tribal-memory/tribal 🦀 🏠 - Self-hosted semantic memory for an engineering team's tribal knowledge: the decisions and reasoning behind the code, queryable by the team and its agents.
SVerITG/Metis 🐍 🏠 🍎 🪟 🐧 - Private local research second brain: project-aware memory, cited answers from your library, linked notes and meetings, daily briefs and a meeting assistant.
syndicalt/zaxy 🐍 🏠 🍎 🪟 🐧 - Event-sourced agent memory on a hash-chained log with an embedded Kuzu temporal knowledge graph, salience-based forgetting and review-gated consolidation.
mnemoverse/mcp-memory-server 📇 ☁️ - Hosted memory that learns and forgets: feedback re-ranks useful memories, recall fades by recency and similar memories consolidate.
zcag/tela 🏎️ 🏠 ☁️ - Self-hostable Markdown team wiki that agents can search, read and write, plus Atlas, which generates a cited wiki from git repos and Jira.
zuneracodes/localkeep 🐍 🏠 🍎 🪟 🐧 - Local-first chronological memory: write dated, editable memory banks in a local UI, and Claude recalls them on demand via SQLite FTS5.
VonderVuflya/Yggdrasil 🐍 🏠 🍎 🪟 🐧 - Local-first memory for AI coding agents on SQLite/FTS5, curated and semantically de-duplicated, with data stored as plain rows you own.
teflon07/memkeeper 🦀 🏠 🍎 🐧 - Local-first memory for AI agents in one SQLite file: hybrid BM25 and on-device embedding search with reranking, abstaining instead of returning wrong memories.
yamantaka520/Agent-Memory-OS 🐍 🏠 🍎 🪟 🐧 - Local-first memory for AI agent teams: private, team and project access control, associative recall and federated sync with revocation, plus a web console.
ohad6k/emulo 🐍 🏠 - Loads a personal profile mined from your local Claude Code, Codex and OpenCode logs so agents work the way you do.
ctxfile/ctxfile 📇 🏠 🍎 🪟 🐧 - Snapshots a project's working state (files, git, plan, decisions) into one context object so a session can move between agents. Local and read-only.
atakanelik34/Bilinc 🐍 ☁️ 🍎 🪟 🐧 - Hosted agent memory with an audit trail: writes carry provenance, contradictions surface as inspectable changes, and bad runs are recovered from snapshots.
yaminbkk/NexusMem 📇 🏠 🪟 🐧 - Correlates failed shell commands and their exit codes with whatever later fixed them, alongside git diffs and docs, stored locally in SQLite.
tenequm/pond 🦀 🏠 🍎 🐧 - Lossless archive and search for AI agent sessions across clients.
kaaustubh/project-memory-mcp 📇 🏠 - Persistent memory for coding agents in plain repo files (AGENTS.md, issues.jsonl): captures bugs, fixes, decisions and corrections and recalls them later.
drexthealpha/Knos 🐍 🏠 🍎 🪟 🐧 - Local memory shared by all coding agents on a machine, built from sessions, commits, CLAUDE.md/AGENTS.md and ADRs, with claims that lock in-progress work.
yuelinghuashu/story-cli 📇 🏠 🍎 🪟 🐧 - Git-native Markdown content CLI: search, read, write and govern story, paper and note repos, generate READMEs, export EPUB and prepare training data.
ni-c/wikijs-mcp 📇 🏠 🍎 🪟 🐧 - Search, read and edit a self-hosted Wiki.js 2.x, including assets, comments, users and groups, with full-text grep, overwrite protection and a read-only mode.
dfrancislyondflabc-tech/agentic-recall 📇 🏠 🍎 🪟 🐧 - Long-term memory over a folder of Markdown files: local hybrid retrieval (BM25F, dense vectors, phrase proximity) that reports when an answer is absent.
vishalbanwari26/mnemos 🐍 🏠 - Persistent memory with swappable Postgres/pgvector, Qdrant or Neo4j backends, adaptive retrieval weighting, duplicate merging and stale-fact archiving.
pjpoulose/PIL 📇 🏠 🐍 🍎 🪟 🐧 - Turns your Instagram saved posts into a local, searchable knowledge base, with AI-extracted summaries, key points, how-tos, links and tags in SQLite.
Mnemosyne-OS/Mnemosyne-Neural-OS 🎖️ 📇 🏠 🍎 🪟 🐧 - Human-governed memory in local, domain-separated vaults with hybrid retrieval; also reads other coding agents' output. Requires the Mnemosyne OS desktop app.
liza-studio/skillmem 🐍 🏠 🍎 🪟 🐧 - Self-improving skill memory for coding agents: useful skills are reinforced, unused ones fade; local English/Russian hybrid search, tamper-evident history.
zensation-ai/zenbrain 📇 🏠 🍎 🪟 🐧 - Seven-layer local agent memory that routes input into facts, episodes or procedures, searches all layers and consolidates repeated episodes into facts.
dat999zx/knowl 📇 🏠 🍎 🪟 🐧 - Persistent local memory for coding agents that retires replaced facts at write time, so agents read the current answer; facts are typed with provenance.

⚖️ Legal

Access to legal information, legislation, and legal databases. Enables AI models to search and analyze legal documents and regulatory information.

ad0750/regintel-mcp 🐍 ☁️ - Structured regulatory data from the RegIntel API (GDPR, MiCA, DORA, SEC, FINRA, FCA and more): search, lookup, recent updates and compliance checks.
Angelthebestone/Normativa-colombiana-MCP 📇 🏠 - Colombian law and jurisprudence from Gestor Normativo, SUIN-Juriscol, the Constitutional and Supreme Courts, the Council of State and the DIAN Normograma.
ark-forge/mcp-eu-ai-act 📇 ☁️ - EU AI Act compliance scanner that detects regulatory violations in AI codebases, with risk classification and remediation guidance.
atomno-mcp/mcp-sudact 🐍 ☁️ - Russian court practice from Sudact: search cases by article, court, instance and date, and read full decision texts.
atomno-mcp/mcp-fssp 🐍 ☁️ - FSSP enforcement proceedings lookup for Russian debtors and compliance checks.
atomno-mcp/mcp-zakupki 🐍 ☁️ - Search Russian public procurement tenders and contracts on zakupki.gov.ru.
aydincan/turk-hukuku-mevzuat-mcp 🐍 ☁️ - Turkish legislation live from mevzuat.gov.tr: current article text by law and article number, with verification links.
buildsyncinc/gibs-mcp 🐍 ☁️ - Regulatory compliance for the AI Act, GDPR and DORA, with article-level citations.
ChangkeunJ/australian-law-mcp 📇 ☁️ - Australian Commonwealth law from the Federal Register of Legislation: read acts as at any date since 1901, compare dates and verify statute citations.
cm2489/oravan 📇 ☁️ - Nonpartisan U.S. Congress data: plain-language bill summaries in English and Spanish, representative lookup by ZIP code and urgency ranking of moving bills.
djtellado/nexus-legal-mcp 📇 ☁️ - Legal analysis (ISO 31000) for Spanish, Latin American and European law: drafting, audits, case law, tax doctrine and cross-border comparison.
edithatogo/fyi-cli 🦀 🏠 🪟 - Freedom of Information request tracker for Alaveteli sites (FYI.org.nz, WhatDoTheyKnow, RightToKnow): requests, authorities, correspondence, offline sync.
forgemeshlabs/gov-transparency-mcp 📇 ☁️ - Congressional stock trades, federal contracts, campaign finance, lobbying and new regulations from US government data, paid per call with x402 USDC on Base.
gavelin-ai/mcp 📇 ☁️ - US state legislative data: speaker-attributed hearing transcripts, bills, votes and AI-generated reports.
JamesANZ/us-legal-mcp 📇 ☁️ - Access US legislation.
Lex-API/lexapi-mcp 📇 ☁️ - EU legal research over EUR-Lex: structured search, document fetch by CELEX number, recent Official Journal publications, citation graphs and semantic search.
librejustice/librejustice 🎖️ 🦀 🐍 🏠 ☁️ - French and European case law (Conseil d'État, Cour de cassation, ECHR, CJEU and more) linked to point-in-time consolidated legal texts, with hybrid search.
lmaniraruta/license-verify-mcp 📇 ☁️ - Verify a US contractor's license, surety bond and insurance from state data (Washington L&I, California CSLB).
mambalabsdev/mcp-legal-entity-resolver 📇 ☁️ - Resolves a company domain to its registered legal entity: legal name, company number, jurisdiction, status, LEI and VAT number.
meridian-silkdev/meridian-mcp 📇 ☁️ 🍎 🪟 🐧 - Startup founder services such as company incorporation and visas: browse services, create and track requests, verify payments and schedule meetings.
NexusFeed/nexusfeed-mcp 🐍 ☁️ - US liquor license lookup (CA, TX, NY, FL): search by trade name, owner or license number and verify status, expiration and address against state portals.
open-agreements/open-agreements 📇 🏠 ☁️ 🍎 🐧 🪟 - Fill standard legal agreement templates (NDAs, SAFEs, NVCA docs, employment, cloud terms) and produce signable DOCX files.
Pactlio-ai/pactlio-mcp 📇 ☁️ - Contract tools: statute-cited requirements by contract type and jurisdiction, US non-compete enforceability, contract drafting and risk analysis.
Patent-PreCheck/patent-precheck-mcp 📇 ☁️ - Patentability pre-check for code: USPTO scores for eligibility, novelty, non-obviousness and documentation, plus filing readiness and prior-art signals.
philrox/ris-mcp-ts 📇 ☁️ - Access Austrian federal and state laws, court decisions and legal documents via the RIS (Rechtsinformationssystem) API.
PolicyForge/mcp 📇 ☁️ - Generate, audit and maintain legal policies (privacy, terms, cookies, EULAs, refunds) from a codebase, flagging gaps and drift between code and policy.
ptrinh/finalnotice-mcp 📇 ☁️ - Generate localized debt-collection demand letters as PDFs, with matching envelopes, for many jurisdictions and languages.
sebastianfoerste/eu-reg-mcp 🐍 🏠 - ESMA MiCAR register search, summaries and change tracking via weekly snapshots, plus MiCAR white paper linting and EU AI Act risk-tier classification.
SFHAJJI/lex ☁️ - Point-in-time Luxembourg and EU law from Legilux and EUR-Lex: read-only search, as-of retrieval, article history, diffs, timelines and citations.
smilemin07/korean-rnd-regs-mcp 🐍 🏠 - Search and review South Korea's national R&D regulations, returning current provisions with citations from the national law database.
smythmyke/patent-search-mcp-server 📇 ☁️ - Patent research and prior-art search: dossiers, USPTO prosecution histories, office action analysis, Boolean queries, citation graphs and CPC lookup.
Vaquill-AI/canlii-mcp 📇 ☁️ - Canadian case law and legislation metadata via CanLII.
ilyautov/sbis-mcp-ru 🐍 🏠 🍎 🪟 🐧 - SBIS (Saby) API: documents and workflow stages, electronic signatures, certificates, employees and organizations, with a read/write/destructive safety gate.
ilyautov/diadoc-mcp-ru 🐍 🏠 🍎 🪟 🐧 - Kontur Diadoc API: legally significant document exchange, signing, counterparties, machine-readable powers of attorney and docflow status, with a safety gate.

🗺️ Location Services

Location-based services and mapping tools. Enables AI models to work with geographic data, weather information, and location-based analytics.

HasData/yellowpages-mcp 📇 ☁️ - Yellow Pages local business search by category and location, with full listings including services, brands and payment methods.
HasData/yelp-mcp 📇 ☁️ - Yelp business search by category and location, place details, and full reviews with sorting and star filters.
qinisolabs/floodwise 📇 🏠 - Long-term flood-risk bands for England by postcode from Environment Agency open data.
APOGEOAPI/apogeoapi-mcp 📇 ☁️ - Geographic data and live exchange rates: countries, states, cities, IP geolocation and currency rates.
atlasfetch-dev/atlasfetch-mcp 📇 ☁️ - Reverse geocode coordinates to country, region and municipality with ISO 3166 codes, and match them against your own GeoJSON geofences.
bamwor-dev/bamwor-mcp-server 📇 ☁️ - World geographic data from the Bamwor API: country statistics and cities with population, coordinates and timezone.
baphometnxg/aloha-fyi-mcp 📇 ☁️ - Hawaii tourism: bookable tours from Viator, GetYourGuide, Klook and Groupon, plus events at venues on Oahu, Maui, the Big Island and Kauai.
geovicco-dev/bhoonidhi-mcp 🐍 ☁️ - Search, save and download satellite scenes from ISRO's Bhoonidhi (NRSC) Earth-observation portal in natural language.
briandconnelly/mcp-server-ipinfo 🐍 ☁️ - IP address geolocation and network information using the IPinfo API.
chuofringer/placeroot 🐍 🏠 🍎 🪟 🐧 - Overture Maps open data: places, geocoding, admin lookup, buildings, routing and isochrones, queried from the public GeoParquet release via DuckDB.
cqtrinv/trinvmcp 📇 ☁️ - Explore French communes and cadastral parcels by name and surface area.
cturkieh/france-data-mcp 📇 ☁️ 🏠 - Cross-references French public registries: FINESS healthcare facilities, RPPS health professionals, INSEE companies and IGN geocoding.
devilcoder01/weather-mcp-server 🐍 ☁️ - Real-time weather forecasts and current conditions for any location via WeatherAPI.com.
discava/mcp-server 📇 ☁️ - Search local businesses worldwide, with confidence scores and agent trust rankings.
Flightmussy/castlemap-mcp 📇 ☁️ 🏠 - Query castles, fortresses and palaces worldwide (coordinates, founding dates, fame, Wikipedia summaries) from the open, Wikidata-based Castlemap dataset.
Flightmussy/filmmap-mcp 📇 ☁️ 🏠 - Filming locations of films, series, games and anime: where a title was shot, what was shot at a place and what is nearby, from open Wikidata-based data.
Vortx-AI/emem 🦀 ☁️ - Signed geospatial facts with citable receipts for place-based questions: elevation, land cover, surface water, vegetation and built-up areas.
markpdxt/dronelytics-mcp 📇 ☁️ - US drone airspace checks and mission planning: FAA airspace restrictions, survey flight plans, Part 107 compliance, pre-flight briefings and KML/GPX export.
gaopengbin/cesium-mcp 📇 🏠 🍎 🪟 🐧 - Control a CesiumJS 3D globe: camera flights, GeoJSON and 3D Tiles layers, markers, spatial analysis and heatmaps.
GeiserX/pumperly-mcp 🏎️ ☁️ 🍎 🪟 🐧 - Pumperly fuel price comparison: query gas station prices, plan fuel-efficient routes and find nearby EV charging stations.
geolens-io/geolens 🎖️ 🐍 🏠 - Read-only access to a self-hosted GeoLens geospatial catalog: dataset search, schemas, GeoJSON features, saved maps and sandboxed SQL over PostGIS.
geowire/geowire 📇 🏠 🍎 🪟 🐧 - Multi-provider location gateway (OpenStreetMap, Google, Yelp, Foursquare, Naver and more): place search, geocoding, directions, isochrones and area analysis.
ip2location/mcp-ip2location-io 🐍 ☁️ - Geolocation, proxy and network information for an IP address via the IP2Location.io API.
ipfind/ipfind-mcp-server 🐍 ☁️ - IP address geolocation using the IP Find API.
ipfred/aiwen-mcp-server-geoip 🐍 📇 ☁️ - IP geolocation via Aiwen: country, region, city, coordinates, ISP and owner of an IP address.
iplocate/mcp-server-iplocate 🎖️ 📇 🏠 - Look up IP geolocation and network information, detect proxies and VPNs, and find abuse contacts using IPLocate.io.
isdaniel/mcp_weather_server 🐍 ☁️ - Get weather information from the Open-Meteo API.
jagan-shanmugam/open-streetmap-mcp 🐍 🏠 - OpenStreetMap location-based services and geospatial data.
Knight60/ArcGIS-Pro-MCP #️⃣ 🏠 🪟 - ArcGIS Pro add-in that lets an assistant drive the open project: layers, attributes, selections, symbology, layouts, rasters, geoprocessing tools and arcpy.
kukapay/nearby-search-mcp 🐍 ☁️ - Nearby place search with IP-based location detection.
mahdin75/geoserver-mcp 🏠 - Interact with geospatial data and services through the GeoServer REST API.
mahdin75/gis-mcp 🏠 - Geospatial operations and transformations using GIS libraries.
mapsmith-ai/MapSmith 🐍 🏠 - Deterministic GIS geoprocessing (buffers, overlays, reprojection, zonal statistics, terrain, hydrology) with a provenance manifest for every output.
matbel91765/gis-mcp-server 🐍 🏠 🍎 🪟 🐧 - Geospatial tools: geocoding, routing, elevation, spatial analysis and file I/O for Shapefile, GeoJSON and GeoPackage.
muend/arcgis-mcp-bridge 🐍 🏠 🪟 - Local bridge to ArcGIS Pro's ArcPy engine for geoprocessing, with worker-process isolation and filesystem boundaries.
cablate/mcp-google-map 📇 ☁️ 🏠 - Google Maps geocoding, place search, directions and elevation, with a standalone CLI mode.
ni-c/osm-mcp 📇 ☁️ 🍎 🪟 🐧 - OpenStreetMap travel planning: geocoding, walking, driving and cycling routes, travel-time matrices, route optimization, isochrones and POI search.
Off-Nadir-Lab/offnadir-delta-mcp 🎖️ 📇 ☁️ - Live geolocated world-event intelligence and a daily world brief: event signals, hotspots, Sentinel satellite imagery and an OSINT/GEOINT analyst.
PostalDataPI/postaldatapi-mcp 🐍 ☁️ - Global postal code lookup, validation and city search, with timezone, administrative region and elevation metadata.
QGIS MCP - Connects QGIS Desktop to Claude for prompt-assisted project creation, layer loading and code execution.
rossshannon/Weekly-Weather-mcp 🐍 ☁️ - Detailed seven-day weather forecasts for anywhere in the world.
SaintDoresh/Weather-MCP-ClaudeDesktop 🐍 ☁️ - Real-time weather, forecasts and historical weather data from the OpenWeatherMap API.
SecretiveShell/MCP-timeserver 🐍 🏠 - Get the time in any timezone and the current local time.
stadiamaps/stadiamaps-mcp-server-ts 📇 ☁️ - Stadia Maps location APIs: geocode addresses and places, find time zones, and create routes and static maps.
sthan-io/mcp-server 📇 ☁️ - US address verification, parsing, autocomplete, forward and reverse geocoding, and IP geolocation via sthan.io APIs.
vibecodebeast/swath-mcp 🎖️ 📇 ☁️ - Radar-verified hail and wind storm detection for the continental US: NOAA MRMS swaths, per-address storm history, area alerts, reports and maps.
ThinAirTelematics/thinair-geo 📇 ☁️ - Global location and routing: geocoding, truck routing with hazmat and dimension constraints, traffic, weather, isochrones and place search.
TimLukaHorstmann/mcp-weather 📇 ☁️ - Weather forecasts via the AccuWeather API.
tools-mcp/vessel-traffic-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Read-only vessel lookup: AIS-style positions, tracks, port calls, carrier and vessel schedules, and delay heuristics with source attribution.
trackmage/trackmage-mcp-server 📇 - Shipment tracking and logistics management via the TrackMage API.
geolabel/geolabel-mcp 🐍 ☁️ - Turns GPS coordinates into location context: place name, stable category and live opening hours via OpenStreetMap.
xyver/daedal-map 🐍 ☁️ - Geographic data packs for disasters, FX rates and global indicators, with new packs added weekly.
webcoderz/MCP-Geo 🐍 🏠 - Geocoding via Nominatim, ArcGIS and Bing.
930m310n/geomelon-mcp 🎖️ 📇 ☁️ - Cities, countries, regions and languages with multilingual names, plus place autocomplete.
ArtBreguez/greeks-mcp 🐍 ☁️ 🏠 🍎 🪟 🐧 - Live options analytics: Greeks, GEX/DEX and gamma flip, max pain, unusual flow, IV surface, expected move, term structure, a screener and GEX heatmap.

🎯 Marketing

Tools for creating and editing marketing content, working with web meta data, product positioning, and editing guides.

A1-x-Tech/mcp-yandex-audience 📇 ☁️ - Yandex Audience API: build and manage ad-targeting segments (CRM uploads, lookalike, pixel-based) and access grants.
AIOProductOS/studio-mcp 🎖️ 📇 🏠 🍎 🪟 🐧 - Local, scripted screen recordings of your web app with a moving pointer, zooms, callouts, captions and transitions, plus screenshots and MP4/GIF export.
D4umak/linkedin-outreach-mcp 🎖️ 🐍 ☁️ 🍎 🪟 🐧 - LinkedIn outreach for prospecting, recruiting and job search: find people, message them in your voice, follow up and handle replies.
InstantStudioAI/instantclips-mcp 📇 ☁️ - Turn e-commerce products into short vertical video ads for TikTok, Instagram Reels and Stories with InstantClips, and manage brands and products.
acamolese/google-search-console-mcp 🐍 ☁️ - Google Search Console: query performance data, inspect URLs, check indexing and generate HTML SEO audit reports with a 30/60/90-day roadmap.
AKzar1el/mcp-gsc 📇 ☁️ - Google Search Console on Cloudflare Workers: organic search analytics, URL inspection, sitemap management, indexing and SEO insights.
AKzar1el/mcp-geo 📇 ☁️ 🏠 🍎 🪟 🐧 - DigestSEO GEO tracker: measure brand citations and visibility across ChatGPT, Claude, Perplexity, Gemini and Google AI Overviews.
AdsMCP/tiktok-ads-mcp-server 🐍 ☁️ - TikTok Ads API integration: manage campaigns, analyze performance metrics, and handle audiences and creatives.
adsagents/adsagent-ai-skills 📇 ☁️ - AdsAgent plugin and hosted MCP servers for Meta, Google and TikTok ads.
hardeyhemy/revnuvo-dev 🎖️ ☁️ - Revnuvo company intelligence: what changed at a company, with evidence.
aitit-inc/leadace 📇 🏠 - Outbound sales for Claude Code: per-prospect website research, one email per prospect from your own Gmail, reply tracking and structured rejection feedback.
alttextai/alttext-mcp 🎖️ 📇 🏠 - Generate and translate image alt text and manage an AltText.ai image library.
atomno-mcp/mcp-erid 🐍 ☁️ - Checks Russian online ad labeling (erid/ERIR): validates erid tokens and audits pages for compliance with advertising law 38-FZ.
AutomateLab-tech/seo-performance-mcp 📇 ☁️ - Post-publish SEO performance: combines Search Console, Matomo, GA4, Clarity and AI-citation signals per URL into a verdict for each post, with reason codes.
alexey-pelykh/lhremote 📇 🏠 - LinkedHelper automation CLI: campaign management, messaging and profile queries via the Chrome DevTools Protocol.
artgas1/yandex-metrika-mcp 📇 ☁️ - Yandex Metrika Stat, Management and Logs APIs, one tool per method, generated from Yandex's documentation. Writes are disabled by default.
askads/mcp-vk-ads 📇 ☁️ - VK Ads API: manage ad plans, ad groups and banners, and pull statistics.
askads/mcp-yandex-direct 📇 ☁️ - Yandex Direct API: manage PPC campaigns, ad groups, ads, keywords, bid modifiers, sitelinks, callouts and vCards, and pull statistics.
askads/mcp-yandex-metrica 📇 ☁️ - Read-only Yandex Metrica web analytics: list counters and goals, and pull traffic and conversion statistics.
askads/mcp-yandex-wordstat 📇 ☁️ - Read-only Yandex Wordstat keyword demand data: top and related queries, demand dynamics and regional distribution.
Bishop81/wpgoldmine-mcp 📇 ☁️ - Find WordPress and WooCommerce plugin opportunities: established plugins weakened by abandonment, low ratings or poor support, via wpgoldmine.io.
Brand-System/brandsystem-mcp 📇 🏠 🍎 🪟 🐧 - Extract brand identity (colors, fonts, logo, voice, visual rules) from websites into DTCG tokens and brand policies, and score content for compliance.
camlowe/mcp-server-reddit-ads 📇 🏠 - Reddit Ads API: manage campaigns, ad groups, ads, budgets, bids and targeting, and pull performance reports, with tiered write-safety controls.
carlosalvite/foundersignal-mcp 📇 🏠 🍎 🪟 🐧 - SaaS idea research: revenue data, growth signals and pain points aggregated from AppSumo, TrustMRR, Product Hunt, Indie Hackers, Reddit and more.
Citedy/citedy-seo-agent 📇 ☁️ - Marketing toolkit: scout X and Reddit trends, analyze competitors, find content gaps, and generate multilingual SEO articles, social posts and avatar videos.
Citlyze/citlyze-mcp 🎖️ ☁️ - Track brand visibility in AI search with Citlyze: scores, tracked prompts, citations, competitor comparison, recommendations and AI crawler analytics.
competlab/competlab-mcp-server 📇 ☁️ - Competitive intelligence: monitor competitors' prices, content, positioning and tech stacks, and track how AI assistants rank your brand.
conorbronsdon/gsc-mcp 📇 ☁️ - Google Search Console: search analytics by query, page, country and device, striking-distance reports, sitemap management and URL inspection.
davidmosiah/agent-seo-engine 🐍 🏠 - Local-first SEO quality, search-intent and opportunity scoring for Markdown content and GSC-style opportunities before rewriting or publishing.
dhawalshah/tiktok-ads-mcp 🐍 ☁️ - TikTok Ads: video performance metrics, creative fatigue scoring, industry benchmarks and Smart+ campaign support.
elfsight/beamtrace-mcp 🎖️ ☁️ - Track AI search visibility and get website fixes to improve it.
epistemedeus/ai-readiness 📇 🏠 🍎 🪟 🐧 - Check a website's visibility to AI search: scores AI crawler access, JSON-LD, title and meta tags, Open Graph, sitemap and llms.txt, with a fix for each gap.
tankstellen/firmenliste-mcp 📇 ☁️ - B2B company address data for the DACH region: search industry lists, check availability and field coverage, and get binding price quotes.
forgemeshlabs/seo-authority-mcp 📇 ☁️ - SEO authority scores, keyword opportunities, competitor gaps, content briefs, site audits and internal-link analysis, paid per call via x402.
forgemeshlabs/x402-ads-mcp 📇 ☁️ - Agent demand analytics, recommendations and discovery on the ForgeMesh x402 Ads network, which monetizes unused 402 responses, paid per call in USDC on Base.
mambalabsdev/mcp-clay-to-instantly-smartlead-push 📇 ☁️ - Push enriched lead rows into Instantly or Smartlead campaigns with ICP score gating, deduplication and a dry-run mode.
mikusnuz/meta-ads-mcp 📇 ☁️ - Meta Marketing API: manage Facebook and Instagram ad campaigns, audiences, creatives, insights, catalogs and automated rules.
moiosintel/kd-scout 🐍 🏠 - Keyword research calculations: difficulty estimation, opportunity scoring and structured content briefs.
mukul-dutt/mentionsapi-mcp 📇 ☁️ - Check whether AI assistants recommend your brand: mentions, ranks and citations across ChatGPT, Claude, Gemini, Perplexity, Google AI Overviews and Copilot.
ni-c/google-search-console-mcp 📇 ☁️ 🍎 🪟 🐧 - Google Search Console: create and verify properties, manage sitemaps, inspect URLs and pull the Performance report, with confirmation for irreversible calls.
shensi8312/blogburst-mcp-server 📇 ☁️ - Content generation, repurposing and publishing with BlogBurst: write blogs, adapt content for social platforms, find trending topics and publish directly.
gomarble-ai/facebook-ads-mcp-server 🐍 ☁️ - Access Facebook Ads data and management features.
gomarble-ai/google-ads-mcp-server 🐍 ☁️ - Access Google Ads data and management features.
vibeads/mcp 📇 ☁️ - Google Ads for local service businesses: account scoring, wasted-spend detection, campaign drafting and optimization, with human approval before spending.
grovs-io/mcp 📇 ☁️ - Mobile app deep linking, attribution, analytics and campaign management with Grovs: create links, track installs and revenue, and configure app settings.
growsurf/growsurf-mcp 🎖️ 📇 ☁️ - Build and manage GrowSurf referral and affiliate programs.
hermoso-ai/hermoso 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Ad studio: generate video, image and UGC avatar ads with script, voiceover and music, and research competitor ads in Meta, Google and LinkedIn ad libraries.
juan-sibbo/gam-seller-mcp-node 📇 🏠 - Exposes Google Ad Manager inventory to buyer agents: read-only product discovery, firm prices and revocable commitments, with every decision audited.
damientilman/mailchimp-mcp-server 🐍 ☁️ - Mailchimp Marketing API: manage campaigns, audiences, reports, automations, landing pages, e-commerce data and batch operations.
dkships/substack-publisher-mcp 📇 ☁️ - Read-only access to Substack posts, engagement stats, subscriber counts and subscriber lookup via the Publisher API, across multiple publications.
Davison-Francis/min8t-sdks 📇 ☁️ - Email deliverability: single and batch verification, email finder, DNSBL checks, SPF/DKIM/DMARC/BIMI analysis, spam-trap scoring and domain trust reports.
Linkly-HQ/linkly-mcp-server 🎖️ 📇 ☁️ - Linkly URL shortener: create branded short links, read click analytics by country, platform and referrer, and manage custom domains and click webhooks.
logly/mureo 🐍 ☁️ 🏠 - Local-first framework for operating Google Ads, Meta Ads and Search Console, grounded in a local STRATEGY.md file.
louis030195/apollo-io-mcp 📇 ☁️ 🍎 🪟 🐧 - B2B sales intelligence with Apollo.io: search prospects, enrich contacts with emails and phone numbers, and discover companies by industry and size.
live-direct-marketing/ldm-inbox-check-mcp 📇 ☁️ - Inbox placement testing across Gmail, Outlook, Yahoo, Mail.ru and Yandex: seed addresses, per-provider placement, SPF/DKIM/DMARC verdicts and screenshots.
LLM-Pulse/llmpulse-mcp 🎖️ ☁️ - LLM Pulse AI visibility analytics: brand mentions, citations, sentiment, share of voice, recommendations, GEO Writer, Search Console and AI traffic.
localseodata/mcp-server 📇 ☁️ - Local SEO: SERP tracking, Google Business Profile data, review monitoring, keyword research, citation audits, geogrid rank scans and competitive analysis.
MailboxValidator/mcp-mailboxvalidator 📇 ☁️ - Validates email addresses to reduce bounces in marketing campaigns.
marykovziridze/screaming-frog-mcp 🐍 🏠 - Run Screaming Frog SEO Spider headless crawls, export data and perform technical SEO audits.
marketplaceadpros/amazon-ads-mcp-server 📇 ☁️ - Interact with Amazon Advertising: analyze campaign metrics and configurations.
pucilpet/crawlgraph-mcp 📇 ☁️ - Backlink lookups, competitor gap analysis and outreach-target discovery over the public Common Crawl webgraph via CrawlGraph.
Nolas-Shadow/agent1st-ads-mcp 📇 ☁️ - Meta (Facebook, Instagram) and TikTok ad campaign management: create a complete campaign with targeting, creative, budget and ad in one call.
MatiousCorp/google-ad-manager-mcp 🐍 ☁️ - Google Ad Manager API integration for managing campaigns, orders, line items, creatives and advertisers, with bulk upload support.
maxaeo/maxaeo-ai-visibility-mcp 📇 🏠 🍎 🪟 🐧 - Local AI visibility, GEO/AEO and llms.txt audits: AI crawler access, robots, sitemap, canonical, metadata, noindex and JSON-LD, with scores and action plans.
MendleM/Pipepost 📇 🏠 - Draft SEO-scored articles, cross-post to Dev.to, Ghost, Hashnode, WordPress and Medium, create social posts, add Unsplash covers and submit URLs to IndexNow.
meser10/meser10-mcp 🎖️ 📇 ☁️ - Meser 10, the Israeli email and SMS marketing platform: tools generated from its live API, permission tiers starting read-only and a per-send recipient cap.
meyusufdemirci/app-store-operator 📇 🏠 🍎 🪟 🐧 - App Store research for iOS developers: ranked keyword search, competitor download, revenue and rating estimates, and localized In-App Event copy.
open-strategy-partners/osp_marketing_tools 🐍 🏠 - Marketing tools from Open Strategy Partners: writing style, editing codes and product marketing value map creation.
optifeed/optifeed-radar 📇 🏠 - Asks ChatGPT, Claude, Gemini and Perplexity buyer questions and scores whether a brand or its products get recommended, with share of voice and sources.
opusforge/gorilla-mcp 📇 ☁️ - Lead discovery for SaaS founders: finds Reddit, X, YouTube and TikTok posts describing a problem you solve, ranks them by buying intent and drafts outreach.
PageRankCafe/mcp-server 📇 ☁️ 🍎 🪟 🐧 - Create and post link, banner, YouTube and press-release ads on PageRankCafe, read placement performance and query platform insights.
PascaleBeier/hitkeep 🏎️ ☁️ 🏠 - Privacy-focused web analytics with read-only reporting on traffic, events, goals, funnels, ecommerce, Search Console and AI visibility.
pghdma/callrail-mcp 🐍 🏠 - CallRail API: call tracking, form submissions, transcripts, tag, tracker, company and user management, plus agency tools such as per-client cost attribution.
pickelfintech/sentisift-sdks 🐍 ☁️ - Comment moderation and intelligence for articles: bot and spam detection, multilingual sentiment analysis and constructive comment generation.
pipeboard-co/meta-ads-mcp 🐍 ☁️ 🏠 - Meta Ads automation: analyze performance, test creatives, optimize spend and scale campaigns.
qr-maker-io/mcp-server 📇 ☁️ - Generate styled QR codes, manage dynamic short links with click analytics, and publish micro-landing pages.
rooquiz/rooquiz-mcp 🎖️ 📇 ☁️ - Build and run RooQuiz knowledge, scored and outcome quizzes, then manage captured leads, respondents, submissions, bookings and conversion stats.
krissanders/ai-visibility-mcp 🐍 🏠 🍎 🪟 🐧 - Audit how AI sees a website: per-bot robots.txt verdicts for AI crawlers, schema, sitemap, llms.txt, SPA detection and cross-model brand mentions.
sharozdawa/ai-visibility 📇 🏠 - Track brand visibility across ChatGPT, Perplexity, Claude and Gemini: visibility scores, sentiment analysis, competitor detection and trend charts.
SearchAtlas 📇 ☁️ - SEO, content generation, PPC, keyword research, site auditing, authority building and LLM brand visibility monitoring.
SEOcrawl/seocrawl-mcp 🎖️ ☁️ - SEO and GEO: live Google Search Console and GA4 data, keyword and page analysis, AI visibility tracking, site audits and SEO task management.
integrallis/rankcli-mcp-server 📇 🏠 ☁️ - SEO and GEO (AI search) analysis: Core Web Vitals, structured data, security headers, mobile SEO, image audits, internal linking and AI crawler access.
sparrow84001/mcp-seo 📇 🏠 ☁️ 🍎 🪟 🐧 - SEO, AEO, GEO, local SEO and CRO auditor with framework-aware code fixes, sitemap crawling and HTTP security header inspection.
stape-io/google-tag-manager-mcp-server 📇 ☁️ - Interface to the Google Tag Manager API.
stape-io/stape-mcp-server 📇 ☁️ - Interact with the Stape platform via the Stape API.
Synter-Media-AI/mcp-server 📇 ☁️ - Ad management across Google, Meta, LinkedIn, Microsoft, Reddit and TikTok: create campaigns, adjust budgets, generate creatives and pull performance data.
Sweeppea-Development-Lab/sweeppea-mcp-info 📇 ☁️ - Manage Sweeppea sweepstakes for legally compliant promotions in the US and Canada: participants, rules, winner drawings, entry pages and billing.
trysonar/mcp 📇 ☁️ - App Store Optimization for iOS and Google Play: keyword difficulty and popularity, daily rank tracking, review mining, competitor gaps and revenue estimates.
tomba-io/tomba-mcp-server 📇 ☁️ - Email discovery, verification and enrichment, plus author and LinkedIn profile lookup, phone validation and technology stack detection.
TopicForge/topicforge-mcp 📇 ☁️ - Programmatic SEO batch jobs: run article batches, track status and export Markdown, plus topic cluster, FAQ schema and meta description tools.
tracetify/tracetify-mcp 🎖️ 📇 ☁️ - Trace how a product grew from public sources with dated, linked evidence, plus Search Console data, site audits and a dofollow directory list.
whdrnr2583-cmd/token-meter 📇 🏠 🍎 🪟 🐧 - Local dashboard for Claude Code and Codex token usage: cost, per-MCP and per-tool breakdown, hourly distribution and session drill-down.
andrealufino/aapl-ads-mcp 📇 - Read-only, self-hosted access to the Apple Search Ads API.
smythmyke/markitup-mcp-server 📇 ☁️ - MarkItUp image annotation and marketing visuals: generate visuals from screenshots with templates, regenerate, outpaint and remove backgrounds.
AppVisionOS/apple-search-ads-mcp 📇 ☁️ - Apple Ads (formerly Apple Search Ads) Campaign Management API: campaigns, ad groups, ads, creatives, keywords, reports, budget orders and multi-org support.
OrbiAds/Orbiads-GAM-MCP 🐍 ☁️ - Google Ad Manager campaign management, line items, creatives, reporting, inventory exploration and ad-ops compliance audits.
Natden444/pickanagency-mcp 📇 ☁️ - Search marketing agencies and get matched with suitable ones via Pick an Agency.
atomno-mcp/mcp-seo-audit 🐍 ☁️ - Technical SEO audits: health score, categorized issues and an AI search visibility score, plus robots.txt, sitemap, JSON-LD and meta tag validators.
antohins/seo-tools-mcp 📇 🏠 - Read-only SEO servers for the Google and Yandex (RU/CIS) market: XMLStock SERP, Yandex Wordstat, Google Search Console, Yandex.Webmaster and Yandex.Metrica.
AutomateLab-tech/ai-seo-mcp 📇 ☁️ 🏠 - AEO and GEO audits for public URLs: schema.org, robots.txt, llms.txt, canonical and OpenGraph checks, AI-citation likelihood and suggested rewrites.
vruum-gtm/mcp 🎖️ 📇 ☁️ - Revenue platform for outbound, deals, pipeline and CRM automation, with people, outreach, engagement and research tools.
zaialamm/citable-mcp 🎖️ 📇 ☁️ - Pay-per-call SEO and AI visibility checks via x402 on Solana: keyword research, on-page audits, AI-citation checks, and rank, SERP, domain and backlink data.
rampify-dev/rampify-mcp 📇 ☁️ - Crawl your site, find gaps in AI answers, generate meta, schema and content fixes and ship them as PRs, with DataForSEO keyword and Search Console data.
prepublish/prepublish-mcp 🎖️ 📇 ☁️ - Audit YouTube scripts before recording: hook, structure and pacing scores, drop-off passages, policy and inauthentic-content checks, and runtime estimates.

📊 Monitoring

Access and analyze application monitoring data. Enables AI models to review error reports and performance metrics.

adanb13/cirdan 🐍 🏠 🍎 🪟 🐧 - Fingerprints, graphs and watches the live infrastructure an agent can reach (Docker, Kubernetes, cloud, IaC) and detects incidents.
agentkitai/agentlens 📇 🏠 ☁️ 🍎 🪟 🐧 - Tamper-evident AI agent observability: hash-chained audit log with verification and signed export (EU AI Act Art. 12), plus OpenTelemetry GenAI traces.
AIops-tools/Endpoint-AIops 🐍 🏠 - Endpoint fleet operations (thin client, VDI): login-storm and patch/config-drift analysis, inventory, and guarded remediation with audit logs and rollback.
alilxxey/openobserve-community-mcp 🐍 🏠 🍎 🪟 🐧 - Read-only access to OpenObserve Community Edition: search logs, traces, stream schemas and dashboards without an Enterprise license.
Alog/alog-mcp 📇 ☁️ - AI agent activity logging and monitoring on the Alog platform: post logs, create articles, manage social interactions and monitor agent activity.
antonio-mello-ai/mcp-redis-monitor 🐍 🏠 - Read-only Redis monitoring: queue depths, Celery queue status, connected clients, server and memory stats, and key counts per database.
argosvix/mcp-server 📇 ☁️ 🍎 🪟 🐧 - Observability for AI agents: LLM cost, errors and latency across OpenAI, Anthropic, Gemini and Mistral, plus alerts, budget gates, evals and safety checks.
arnavranjan005/mcp-telemetry 📇 🏠 🍎 🪟 🐧 - Live telemetry for MCP servers: instrument tool calls and stream their progress (steps, logs, cost) to any connected MCP client, even across sessions.
arsentev-ai/contextburn 🐍 🏠 🍎 🐧 - Measures Claude Code session efficiency: the share of tokens that became output versus re-read context, by tokens and cost, from local transcripts.
avivsinai/langfuse-mcp 🐍 ☁️ - Query Langfuse traces, debug exceptions, analyze sessions and manage prompts for LLM applications.
alimuratkuslu/byok-observability-mcp 📇 🏠 ☁️ 🍎 🪟 🐧 - Observability across Grafana, Prometheus, Kafka UI and Datadog using your own keys.
bartekrutkowski/watchgoose-mcp 🎖️ 📇 ☁️ - Monitor cron jobs, backups, Kubernetes jobs and other scheduled tasks in Watchgoose. Read-only by default; check changes require explicit consent.
bmdhodl/agent47 📇 ☁️ - Runtime guardrails and incident read access for coding agents: query AgentGuard traces, alerts, usage, costs and budget health.
clamp-sh/mcp 📇 ☁️ 🍎 🪟 🐧 - Web analytics: query pageviews, top pages, referrers, countries, devices and custom events, and create conversion funnels and alerts.
cloudsealed/cloudsealed-mcp 🐍 🏠 - Rule-based cloud cost anomaly detection and architecture risk scoring (single points of failure, coupling, scalability gaps) with rule-by-rule breakdowns.
dragogargo/mcp-sysmon 🐍 🏠 🍎 🐧 - Local system monitoring (CPU, memory, swap, disk, network) and process management: find resource-hungry processes, diagnose slowdowns and kill processes.
edgedelta/edgedelta-mcp-server 🎖️ 🏎️ ☁️ - Interact with Edge Delta anomalies, query logs, patterns and events, find root causes and optimize pipelines.
ejcho623/agent-breadcrumbs 📇 ☁️ 🏠 - Unified work logging and observability across AI agents, with config-first schemas and pluggable sinks.
enmanuelmag/heimdall-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Transparent MCP proxy that intercepts JSON-RPC messages, measures latency, stores traces in SQLite, PostgreSQL or MySQL, and exports OpenTelemetry spans.
esp4ce/infra-mcp 🐍 🏠 🍎 🪟 🐧 - Read-only access to on-prem Linux VMs and PostgreSQL over SSH: service health, logs, database state and table schemas, with allowlists and an audit log.
FailEcho/failecho 🐍 ☁️ 🏠 🍎 🪟 🐧 - Cross-agent failure intelligence: before retrying a failed tool call, check whether other agents hit the same failure and which recovery worked.
getsentry/sentry-mcp 🐍 ☁️ - Sentry integration for error tracking and performance monitoring.
GeiserX/duplicacy-mcp 🏎️ ☁️ 🍎 🪟 🐧 - Duplicacy backup monitoring: query backup job status and Prometheus metrics from a Duplicacy exporter.
GeiserX/genieacs-mcp 🏎️ ☁️ 🍎 🪟 🐧 - Bridge to GenieACS (TR-069 ACS) instances: device data, firmware management and CPE actions such as reboot, parameter refresh and firmware download.
gjenkins20/unofficial-fortimonitor-mcp-server 🐍 ☁️ 🍎 🪟 🐧 - Unofficial FortiMonitor v2 API integration for server monitoring, outages, maintenance, metrics and notifications.
gjenkins20/webmin-mcp-server 🐍 ☁️ 🍎 🐧 - Webmin Linux system administration: services, users, storage, security, databases and more.
grafana/mcp-grafana 🎖️ 🐍 🏠 ☁️ - Search dashboards, investigate incidents and query datasources in your Grafana instance.
GT-dinuo/server-ops-mcp 📇 🏠 🍎 🪟 🐧 - Server operations locally or over SSH: log troubleshooting, CPU, memory and disk monitoring, code edits, and Nginx and certificate management.
HostTracker/mcp 🎖️ #️⃣ ☁️ - Website uptime monitoring: instant HTTP, ping, port, DNS, WHOIS, blacklist and page-speed checks, plus monitors, webhooks, incidents and status pages.
hugoles/langfuse-mcp 📇 ☁️ 🏠 - Read access to the Langfuse Public API: traces, observations, sessions, scores, prompts, datasets, metrics, models, projects and comments.
hyperb1iss/lucidity-mcp 🐍 🏠 - Improve AI-generated code quality with prompt-based analysis across 10 dimensions, from complexity to security vulnerabilities.
iris-eval/mcp-server 📇 ☁️ 🏠 🍎 🪟 🐧 - Agent evaluation and observability: trace logging, output quality evaluation, cost tracking, built-in eval rules, a real-time dashboard and PII detection.
imprvhub/mcp-status-observer 📇 ☁️ - Monitor the operational status of major digital platforms.
inspektor-gadget/ig-mcp-server 🏎️ ☁️ 🏠 🐧 🪟 🍎 - Debug container and Kubernetes workloads with eBPF via Inspektor Gadget.
inventer-dev/mcp-internet-speed-test 🐍 ☁️ - Internet speed testing: download and upload speed, latency, jitter, and CDN server detection with geographic mapping.
jabbawocky/statuscraft 📇 🏠 🍎 🪟 🐧 - Check whether software services are down using live data from their status pages, including incident details.
jaimenbell/vllm-ops-mcp 🐍 🏠 - Read-only health checks for a local vLLM instance: liveness and real-completion tiers, GPU and VRAM status, service status and serve-flag introspection.
Jwrede/llmprobe 🏎️ ☁️ 🏠 🍎 🪟 🐧 - Synthetic monitoring for cloud and local LLM inference endpoints: TTFT, latency, throughput and errors, with Prometheus and OpenTelemetry export.
kascada/logmcp 🏎️ 🏠 🐧 - Read-only access to whitelisted log files on a Linux server: search and read logs without shell access, with token auth and syslog auditing.
last9/last9-mcp-server - Bring real-time production logs, metrics and traces from Last9 into your local environment to fix code.
tp322d/lastping-app 🎖️ 🏎️ ☁️ 🍎 🪟 🐧 - Dead man's switch monitoring for AI agents, cron jobs and CI/CD pipelines: alerts when runs go silent, stall, fail or loop, with incident details.
lodordev/mcp-tautulli 🐍 🏠 - Read-only Tautulli (Plex monitoring) access: activity, history, library and user stats, transcode analysis and resolution breakdowns.
log-logn/langfuse-mcp-java ☕ ☁️ - Query Langfuse traces and observations, debug exceptions, analyze sessions, scores and datasets, and manage prompts.
magna-nz/tallybook 🏎️ 🏠 🍎 🪟 🐧 - Local cost tracking for Claude Code and Codex sessions: spend by session, sub-agent and model, week-on-week comparisons, and findings with suggested patches.
mikusnuz/umami-mcp 📇 ☁️ - Access the Umami Analytics API: websites, stats, sessions, events, reports, users, teams and realtime monitoring.
perceptdot/percept 📇 ☁️ 🏠 - Agent observability platform that discovers and recommends MCP servers, with GA4, Vercel, GitHub and Sentry connectors and ROI tracking.
ShekharBhardwaj/AgenticLedger 🐍 🏠 🍎 🪟 🐧 - Query the local Agentic Ledger flight recorder: agent sessions, costs, loop runs and stuck-loop flags captured by a transparent proxy.
seancrecord/scvd-general-store-repo (scvd-tab) 📇 🏠 🍎 🪟 🐧 - Track agent tool spending with local, consent-gated JSONL storage.
smigolsmigol/llmkit 📇 ☁️ 🍎 🪟 🐧 - AI API cost tracking and budget enforcement across LLM providers: spend analytics, budget monitoring, session summaries and key management.
syk8015/claudeusage 🐍 🏠 🍎 - Measure whether a Claude subscription pays off from local Claude Code logs: surviving Claude-written code, rate-limit drivers and chat usage.
metoro-io/metoro-mcp-server 🎖️ 🏎️ ☁️ - Query and interact with Kubernetes environments monitored by Metoro.
metrxbots/mcp-server 🏠 ☁️ - AI agent cost tracking: spend across providers, model selection optimization, budget enforcement, cost-leak detection and ROI reporting.
Turbo-Puffin/measure-mcp-server ☁️ - Privacy-first web analytics: query pageviews, referrers, trends and AI-generated insights for your sites.
MindscapeHQ/server-raygun 📇 ☁️ - Crash reporting and real user monitoring via the Raygun API.
andreisirbu91-lab/MCPSpend 📇 ☁️ 🍎 🪟 🐧 - Real-time cost observability for MCP tool calls: a transparent proxy that attributes spend per tool, project and end customer.
mpeirone/zabbix-mcp-server 🐍 ☁️ 🐧 🪟 🍎 - Zabbix integration for hosts, items, triggers, templates, problems, data and more.
netdata/netdata#Netdata 🎖️ 🏠 ☁️ 📟 🍎 🪟 🐧 - Discovery, exploration, reporting and root cause analysis over Netdata metrics, logs, systems, containers, processes and network connections.
Oluwatunmise-olat/mcp-server-logs-sieve 📇 ☁️ 🏠 🍎 🪟 🐧 - Query, summarize and trace logs in plain English across GCP Cloud Logging, AWS CloudWatch, Azure Log Analytics, Grafana Loki and Elasticsearch.
openITCOCKPIT/openITCOCKPIT-MCP-Server 🎖️ 🐍 🏠 - Access openITCOCKPIT monitoring: host and service state, check history, logs, downtimes, acknowledgements, software inventory and pending security updates.
pydantic/logfire-mcp 🎖️ 🐍 ☁️ - Access OpenTelemetry traces and metrics through Logfire.
Higangssh/homebutler 🏎️ 🏠 - Homelab management across multiple servers via SSH: system resource monitoring, Docker containers, Wake-on-LAN, network scans, open-port checks and alerts.
incu6us/loki-mcp-server 🏎️ 🏠 🍎 🪟 🐧 - Query Grafana Loki directly with a discovery-first workflow: labels, values, series and LogQL queries, without requiring Grafana.
rbmuller/scherlok 🐍 🏠 🍎 🪟 🐧 - Read-only data quality monitoring for Postgres, BigQuery, Snowflake, MySQL and DuckDB: warehouse profiling, anomaly detection and optional dbt lineage.
seekrays/mcp-monitor 🏎️ 🏠 - Real-time system metrics: CPU, memory, disk, network, host and process information.
spanlens/Spanlens 🎖️ 📇 ☁️ - Read-only access to Spanlens LLM observability: request logs, costs, agent traces, anomalies, model savings and per-user analytics.
Sudhan30/freshprobe 🏎️ ☁️ 🏠 - Data freshness verification: probe endpoints for cache staleness, latency, content fingerprints, TLS, DNS and redirects, with FRESH/STALE/UNKNOWN verdicts.
shibley/apistatuscheck-mcp-server 📇 ☁️ - Check the real-time operational status of cloud services and APIs such as AWS, GitHub, Stripe, OpenAI and Vercel.
sudomichael/gizmoanalytics-mcp 📇 ☁️ - Cookieless web analytics with Gizmo Analytics: framework-aware setup, traffic queries, site summaries, traffic-change explanations and anomaly detection.
TANTIOPE/datadog-mcp-server 📇 ☁️ 🍎 🪟 🐧 - Datadog observability: grep-like log search, APM trace filtering by duration, status and errors, sampling modes, and log, trace and metric correlation.
ThinkneoAI/mcp-server 🐍 ☁️ - ThinkNEO Control Plane for enterprise AI governance: runtime guardrails, observability, AI FinOps and agent lifecycle control.
tickstem/mcp 🏎️ ☁️ 🍎 🪟 🐧 - HTTP uptime monitoring, heartbeat (dead man's switch) monitoring, cron job scheduling and email verification.
tumf/grafana-loki-mcp 🐍 🏠 - Query Loki logs through the Grafana API.
uptybots/mcp-server 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Uptime monitoring for websites, APIs, SSL certificates, domain expiry, ping and TCP/UDP ports: manage monitors and view incidents and uptime history.
utapyngo/sentry-mcp-rs 🦀 ☁️ - Minimal Sentry integration.
us-all/datadog-mcp-server 📇 🏠 🍎 🪟 🐧 - Datadog observability: metrics, monitors, logs, APM, RUM, incidents, status pages, fleet automation and workflows, plus incident-triage prompts.
vdalhambra/siteaudit-mcp 🐍 ☁️ 🏠 - Website audits: SEO, security headers and SSL, Lighthouse performance, broken links, WCAG accessibility, Schema.org validation, competitor gaps and robots.txt.
ruslanlap/pagespeed-insights-mcp 📇 🏠 🍎 🪟 🐧 - Google PageSpeed Insights, CrUX and Lighthouse analysis: page comparison, real-user data, batch runs, regression tracking, diagnostics and recommendations.
VictoriaMetrics-Community/mcp-victoriametrics 🎖️ 🏎️ 🏠 - Integration with VictoriaMetrics instance APIs and documentation for monitoring, observability and debugging tasks.
yshngg/pmcp 🏎️ ☁️ 🏠 🍎 🪟 🐧 - Prometheus integration.
zhaoyue722/llm-usage-mcp 🐍 🏠 🍎 🪟 🐧 - Local LLM API cost tracking for Anthropic, OpenAI, Qwen and DeepSeek: SQLite usage ledger, spend queries, provider comparison and CNY to USD conversion.
zw008/VMware-Aria 🐍 ☁️ - VMware Aria Operations monitoring for vSphere: performance metrics, alarms, capacity analysis and anomaly detection, with audit logging for write actions.
aayushmdesai/mcp-dotnet-diagnostics 🏠 🍎 🐧 - Live .NET runtime diagnostics: find memory leaks, GC pressure, LOH fragmentation and thread starvation in any running .NET process without code changes.

🎥 Multimedia Process

Provides the ability to handle multimedia, such as audio and video editing, playback, format conversion, also includes video filters, enhancements, and so on

06ketan/slideshot 📇 🏠 🍎 🪟 🐧 - Convert HTML into PDF, PNG, WebP or PPTX slide carousels with themes for LinkedIn, Instagram, pitch decks and infographics, rendered via Puppeteer.
1000ri-jp/atsurae 🐍 ☁️ 🍎 🪟 🐧 - Video editing: timeline editing, five-layer compositing, semantic operations and FFmpeg rendering to 1080p H.264.
a-y-ibrahim/after-effects-mcp 📇 🏠 🍎 🪟 - Control Adobe After Effects: run ExtendScript, render in the background and inspect comps and layers, with Arabic/RTL and multilingual support.
AceDataCloud/MCPSuno 🐍 ☁️ - Suno AI music generation, lyrics, covers and vocal extraction via the Ace Data Cloud API.
AetherWave-Studio/aetherwave-mcp 📇 ☁️ 🍎 🪟 🐧 - Music, image, video and audio generation across Suno, Grok Imagine, Seedance, Kling, Veo, Ideogram and more: generate, edit, upscale, reframe and master.
afshinator/mcp-server-pexels 📇 ☁️ - Search Pexels stock images and videos.
agenticdecks/deckrun-mcp 🐍 ☁️ - Generate presentation PDFs, narrated videos and MP3 audio from Markdown.
AIDC-AI/Pixelle-MCP 🐍 📇 🏠 - Omnimodal AIGC framework that turns ComfyUI workflows into MCP tools without code, for text, image, sound and video generation, with a Chainlit web interface.
ananddtyagi/gif-creator-mcp 📇 🏠 - Create GIFs from videos.
antoniomachuca/MCP-Manim-Slides 🐍 🏠 🍎 🪟 🐧 - Generate and render Manim-Slides presentations: run Manim code headlessly, compile to Reveal.js HTML, PDF or PPTX, and preview slides as images, videos or GIFs.
BeatAPI/BeatDesign 📇 🏠 🍎 🪟 - Local-first AI media workbench with a canvas, short-form timeline editor and shared assets, controllable by agents.
bogdan01m/zapcap-mcp-server 🐍 ☁️ - Video caption and B-roll generation via the ZapCap API.
botmonster/image2svg-mcp 🐍 🏠 🍎 🪟 🐧 - Convert raster images (PNG, JPG, WebP, TIFF) to SVG from base64 or URL input, locally or via Docker.
Cassette-Editor/oh-my-cassette 🎖️ 🐍 🏠 ☁️ 🍎 🪟 🐧 - Turn raw clips into a finished cut through chat.
chaoz23/loudcheck 🐍 🏠 🍎 🪟 🐧 - Check media file loudness against EBU R128 and ATSC A/85: pass/fail verdicts with per-metric deltas, spec citations and ffmpeg remediation commands.
cleanor-app/cleanor-mcp 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Image optimization and conversion, SVG QR codes, Cleanor Labs storage and image-format data, and dev utilities such as hashes, UUIDs, JWT decoding and regex.
clipkit-video/clipkit 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Compose motion-graphics videos from a single JSON document: author, validate and preview frames, add captions and promo templates, and render MP4s on GPU.
DareDev256/fcpxml-mcp-server 🐍 🏠 🍎 - Parse, edit and generate Final Cut Pro FCPXML timelines: health checks, flash frame detection, chapter markers, rough cuts and NLE export.
davidmosiah/short-video-agent-kit 📇 🏠 ☁️ 🍎 🪟 🐧 - Provider-neutral short-form AI video toolkit: dry-run payload validation and optional live generation via Sora, Veo, xAI and Seedance-style providers.
denisok-ai/magicmaster-mcp 📇 ☁️ - Audio mastering with LUFS and true peak targets for Spotify and podcasts, Suno/Udio AI-fingerprint removal and a mastering passport in chat.
drolosoft/immich-photo-manager 🐍 🏠 🍎 🪟 🐧 - Manage a self-hosted Immich photo library: CLIP natural language search, GPS album curation, duplicate detection, library health reports and HTML galleries.
editmamei/editmamei 📇 🏠 🍎 🪟 - Natural-language interface for Adobe Photoshop that plans edits and executes them with native Photoshop tools rather than generative AI.
FileToPDF/filetopdf-mcp 📇 ☁️ 🍎 🪟 🐧 - Convert documents (DOCX, XLSX, PPTX), images, HTML and Markdown to PDF via the FileToPDF API, returned as an embedded resource or saved to disk.
guaardvark/guaardvark 🐍 🏠 🐧 🍎 - Self-hosted AI studio exposing local image, video and music-video generation, upscaling, RAG and code intelligence, with renders queued on your own GPU.
haljishi/vidwords-mcp 🎖️ ☁️ 🍎 🪟 🐧 - Search YouTube video transcripts and frames (slides, charts, on-screen text) and get matching moments with timestamped links and verified citations.
huseyinstif/klaket 📇 🏠 🍎 🪟 🐧 - Local video understanding: word-timestamped transcripts, speaker labels, scenes, chapters and moment search from any video URL or file.
Inmoprice/clipcliper-mcp 📇 ☁️ - Turn public YouTube, Twitch, Kick or TikTok video links into timestamped transcripts, chapters and clip suggestions.
quietnotion/barevalue-mcp 📇 ☁️ 🍎 🪟 🐧 - Podcast editing service: submit raw audio or a URL and get edited episodes with filler words and noise removed, transcripts, show notes and social clips.
elestirelbilinc-sketch/vap-showcase 🐍 ☁️ 🍎 🪟 🐧 - AI media generation (Flux, Veo, Suno) with cost controls: upfront price quotes, budget enforcement and reserve-burn-refund billing.
ffroliva/gflow-cli 🐍 🏠 🍎 🪟 🐧 - Drive Google Flow with your Google account: Veo text-to-video, image-to-video and clip extension, Imagen text-to-image, reusable characters and scenes.
richer-richard/cochlea 🦀 🏠 🍎 🪟 🐧 - Offline, deterministic audio engine: compose scores as data, render WAV or FLAC, report loudness, pitch, tempo and key, generate spectrograms and diff renders.
realcrabcut/crabcut-mcp-server 📇 ☁️ - Turn YouTube videos into short-form clips via the Crabcut API: highlight detection, subtitles, 9:16 reframing and direct download URLs.
ronak-create/FableCut 📇 🏠 🍎 🪟 🐧 - Browser video editor driven through a JSON timeline: clips, keyframes, transitions, text animations, filters, reference-video analysis and ffmpeg export.
runapi-ai/mcp 📇 ☁️ - Unified API for AI models across providers: browse models and prices, create image, video, music and audio tasks, poll results and call LLM endpoints.
keiver/image-tiler-mcp-server 📇 🏠 🍎 🪟 🐧 - Tile large images and web page captures (via Chrome CDP) so vision models see full resolution, with model-specific token estimates and HTML tile previews.
korovin-aa97/talkthrough-mcp 🐍 🏠 🍎 🪟 🐧 - Turn screen recordings or other local video and audio into local Whisper transcripts, keyframes, OCR and full-text search, with wall-clock timestamps for logs.
legolev/mediamcp 📇 ☁️ 🍎 🪟 🐧 - Image generation and editing plus Veo, Sora and Seedance video generation via OpenRouter or OpenAI-compatible APIs, with resumable video jobs.
Lulu-The-Narwhal/dali-mcp 🐍 ☁️ - Score AI image and video generation prompts for models like Veo 3, Sora, Kling, Midjourney and Flux, and rewrite weak ones before generating.
gaudiolab-jp/gaudio-developers-mcp 📇 ☁️ 🍎 🪟 🐧 - Gaudio audio AI API: stem separation (vocals, drums, bass, guitar, piano), dialogue/music/effects separation and AI lyrics sync.
gridhra/atx-mcp 🦀 🏠 🍎 🪟 🐧 - Deterministic, non-generative image editing via declarative recipes: crop, mask, layer, apply LUTs, strip EXIF/GPS and encode, saved as immutable revisions.
manovagyanik1/clipy-mcp 📇 ☁️ 🍎 🪟 🐧 - Read-only access to Clipy screen recordings: search the library, fetch timestamped transcripts, AI summaries and key moments with video frames.
MkTurner74/botverse-mcp 📇 ☁️ 🍎 🪟 🐧 - Video transcoding (MP4, WebM, ProRes, GIF, MP3) and document conversion (PDF, DOCX, HTML, Markdown, XLSX) without AWS or FFmpeg setup.
MohamedAbdallah-14/prompt-to-asset 📇 🏠 🍎 🪟 🐧 - Generate app icons, favicons, OG images, logos and wordmarks across many image models, validating contrast, text accuracy and palette before returning.
mordor-forge/gemini-media-mcp 🏎️ ☁️ 🍎 🪟 🐧 - Gemini media generation: Nano Banana images and editing, Veo video, text-to-speech and Lyria music, via the Gemini API or Vertex AI.
guimatheus92/mcp-video-analyzer 📇 🏠 🍎 🪟 🐧 - Video analysis: extract transcripts, key frames, OCR text and annotated timelines from Loom links and direct MP4 or WebM files.
ilovevideoeditor/mcp-server 📇 ☁️ 🍎 🪟 🐧 - Render videos from JSON via the iLoveVideoEditor cloud API: motion-design templates, GPU effects, transitions, batch rendering and webhooks.
KyaniteLabs/kinocut 🐍 🏠 🍎 🪟 🐧 - Local, guardrailed video editing: FFmpeg edits, captions, audio, effects, Hyperframes, repurposing, resumable workflows, quality gates and provenance receipts.
mordor-forge/trident-mcp 🏎️ ☁️ 🍎 🪟 🐧 - AI 3D model generation via Tripo (text, image or multiview to 3D) plus retopology, format conversion (GLB, FBX, OBJ, STL, USDZ) and stylization.
musevate/MCP 📇 ☁️ 🍎 🪟 🐧 - Generate video from prompts, images or reference images across AI video models (Sora, Veo, Kling, Seedance and more), with cost quotes before spending.
mutonby/openshorts 🎖️ 🐍 ☁️ 🏠 🍎 🪟 🐧 - Turn long videos into vertical shorts: moment detection, face-tracked 9:16 reframing, captions, dubbing and publishing to TikTok, Instagram and YouTube.
SHARProduction/production-metadata-mcp 📇 🏠 🍎 🪟 🐧 - Read-only SHAR Production metadata gate that validates rights-aware video-production manifests and returns a releasability result.
stabgan/openrouter-mcp-multimodal 📇 ☁️ 🍎 🪟 🐧 - Multimodal access to OpenRouter models: text chat, image, audio and video analysis, and image, audio and video generation (Veo, Sora, Seedance, Wan).
stass/exif-mcp 📇 🏠 🐧 🍎 🪟 - Examine image metadata such as EXIF, XMP, JFIF and GPS for searching and analyzing photo libraries.
strato-space/media-gen-mcp 📇 ☁️ 🏠 - Media generation, editing and asset downloads with OpenAI Images/Videos and Google GenAI (Veo).
sunriseapps/imagesorcery-mcp 🐍 🏠 🐧 🍎 🪟 - Computer vision-based image recognition and editing tools.
tandryukha/aidemo 📇 🏠 🍎 🐧 - Turn a storyboard JSON into a narrated, captioned product-demo MP4 (TTS voiceover, Whisper captions, auto-zoom) via Chrome replay and ffmpeg.
Tommertom/sonos-ts-mcp 📇 🏠 🍎 🪟 🐧 - Sonos control via UPnP: device discovery, multi-room playback, queues, music library browsing, alarms, event subscriptions and EQ settings.
TranscriptFetch/mcp-server 🎖️ 📇 ☁️ - Transcripts from YouTube, TikTok, Instagram and podcasts, plus YouTube search and channel and playlist listing.
transloadit/node-sdk 📇 ☁️ 🏠 🍎 🪟 🐧 - Media processing via Transloadit Robots: video encoding (HLS, H.264, VP9), image resizing and watermarks, document conversion, OCR and transcription.
torrentclaw/torrentclaw-mcp 🎖️ 📇 ☁️ - Search and discover movies and TV shows with torrent links, quality scoring, streaming availability and cast/crew metadata.
tro2789/scout-premiere-mcp 📇 🏠 🪟 - Control Adobe Premiere Pro via the Scout panel: frame-accurate transcript search, markers, cuts, effects, transitions, exports and project management.
tydude001/proofcut 🐍 🏠 🪟 🐧 - Local-first video editor: cut by transcript, attach b-roll to phrases, score, caption, render and master, then verify the render against the edit.
video-creator/ffmpeg-mcp - Local video search, trimming, stitching and playback through conversation, using the ffmpeg command line.
video-edit-mcp 🐍 🏠 🍎 🪟 - Video and audio editing: trim, merge, effects, overlays, format conversion, audio processing and YouTube downloads, chaining steps without intermediate files.
TopazLabs/topaz-mcp 📇 ☁️ 🍎 🪟 🐧 - AI image enhancement (upscaling, denoising, sharpening) via the Topaz Labs API, with models such as Standard V2, Wonder 2, Bloom and Recover 3.
verIdyia/autoeq-mcp 🐍 🏠 🍎 🪟 🐧 - AutoEQ headphone and IEM EQ data: search by name or sound signature, get parametric EQ settings, compare models band by band and browse Harman rankings.
rendobar/mcp 🎖️ 📇 ☁️ - Submit media-processing jobs to the Rendobar API with local file upload: transcode, run raw FFmpeg, burn in captions and add watermarks.
WaveSpeedAI/mcp-server 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Run image, video, audio and 3D models from the WaveSpeed catalog: model search, schema introspection, local file upload and price quotes before running.
WeftCut/WeftCut 🎖️ 📇 🦀 🏠 🍎 🪟 🐧 - Drive the WeftCut desktop video editor: trim and split clips, keyframes, effects, captions, audio mixing, markers and export, with live edits and dry runs.
woladi/macos-vision-mcp 📇 🏠 🍎 - Offline OCR and image analysis via Apple's Vision framework: text from images and PDFs with bounding boxes, face, barcode and QR detection, and classification.
afghanfansmedia-ai/songcheck-mcp 🐍 ☁️ - Detect AI-generated music (Suno, Udio) and media, with AI-probability verdicts, provenance signals (Content Credentials, SynthID) and folder scans.
xDarkzx/Reaper-MCP 🐍 🏠 🍎 🪟 🐧 - Music production in REAPER: transport, tracks, MIDI editing, mixing and FX, tempo maps, markers and regions, and ReaScript execution.
apancyborg/appsgolem-mcp 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Cut clips from YouTube videos via the AppsGolem API in a chosen format and quality, and get a direct download URL.
industriesfatty-spec/fattly-mcp 📇 ☁️ - Generate AI images, video, voiceovers, avatars and UGC ads with many models via Fattly.

🖥️ OS Automation

Servers for controlling the desktop operating system: screenshots, window management, mouse/keyboard input injection, and system-level automation.

suleyman416/mcp-applemusic 🐍 🏠 🍎 - Apple Music control on macOS: DJ daemon and energy mixes, multi-room AirPlay, Spotify and M3U playlist import, listening journal and Apple Replay analytics.
sbuysse/gnome-desktop-mcp 🐍 🏠 🐧 - GNOME desktop automation via D-Bus: screenshots, window management, mouse and keyboard input, clipboard, workspaces and notifications on GNOME 45 to 49.
SunnyLich/OpenWand 🐍 🏠 🐧 🪟 🍎 - Read-only desktop context through OpenWand: current selection, clipboard, active window, browser page and screen.
dimpagk92/cellar 🦀 📇 🏠 🍎 🐧 - Hybrid computer-use runtime combining the accessibility tree, Chrome DevTools Protocol and vision into structured context, with offline support via Ollama.
Harusame64/desktop-touch-mcp 📇 🦀 🏠 🪟 - Windows desktop automation with entity-based actions instead of coordinate clicks, using UIA, CDP, screenshots, keyboard, mouse, clipboard and terminal control.
glasswarp/mcp-server 📇 ☁️ 🪟 - See and control your own Windows PC locally or remotely: UIA and screenshot observation, clicking, typing, dragging, scrolling, launching apps and Live View.
JonathanRReed/Apple-MCPs 🐍 🏠 🍎 - Local macOS servers for Mail, Calendar, Reminders, Messages, Contacts, Notes, Shortcuts, Files, Maps and system tools, unified or standalone.
juergenkoller-software/nemeton-mcp 🏠 🍎 - Control Nemeton, a macOS virtual machine manager built on Apple's Virtualization framework: Linux and macOS VMs, APFS snapshots, console, files and networking.
tinqiao-oss/clawtouch-mcp 🐍 🏠 🍎 🪟 🐧 - Physical USB HID keyboard and mouse control via a Raspberry Pi Pico 2: move, click, drag, type, key combos and scroll, with a mock mode for testing.
juergenkoller-software/freezetext-mcp 🏠 🍎 - Screen OCR on macOS via FreezeText: freeze the screen and extract text with Apple Vision, OCR regions or images, and search capture history.
faze79/WPFVisualTreeMcp #️⃣ 🏠 🪟 - Inspect, debug and drive running WPF apps without source changes: visual tree, dependency properties, bindings, DataContext, screenshots, clicks and text input.
fixed-width/glass 🦀 🏠 🍎 🪟 🐧 - Drive native GUI apps under development: launch, screenshot, read the accessibility tree, inject input, tail logs and diff frames on desktop, Android and iOS.
ostapondo/Plonk 📇 🏠 🍎 - Mac window manager and menu bar utilities: arrange windows across displays, snap to custom zones, save workspaces, window screenshots and on-device OCR.
emazaheri/ios-agent 🐍 🏠 🍎 - Drive an iPhone or iOS Simulator via XCUIAutomation and WebDriverAgent, with compact screen digests and confirmation before destructive actions.
yunfeng-enrich/usemymac 🐍 🏠 🍎 - Turn a Mac into a remote computer-use server via CUA: screenshots, mouse, keyboard, windows and apps, token-protected and exposed through a Cloudflare tunnel.
dockndevai/mcp-mac-control 📇 🏠 🍎 - Full Mac control: shell, AppleScript, files, processes and human-like GUI input with a screenshot loop, plus an optional safe mode with read-only, gated access.
dockndevai/mcp-macos 📇 🏠 🍎 - Read-only-by-default Mac control: files, processes, screenshots and clipboard, with opt-in allowlisted shell commands, AppleScript and GUI input.
chryaner/terrarium 🏎️ 🏠 🪟 - Fork, break and revert VirtualBox VMs with linked clones and RAM snapshots, and drive GUI-only guests via screenshots and input without SSH or a guest agent.
munimtechnologies/munim-computer-use 🦀 📇 🏠 🍎 🪟 🐧 - Accessibility-first computer use on macOS, Windows and Linux: element IDs instead of pixels, background input, a pointer overlay and its own Chrome tab group.
Dominic-DK/askew-mcp 📇 🏠 ☁️ 🍎 🪟 🐧 - Run Apple Shortcuts on an iPhone, iPad or Mac (even locked), send lock-screen notifications and receive device events over an end-to-end encrypted relay.

🎙️ Podcasts

Servers for podcast analytics, search, hosting, and discovery.

conorbronsdon/apple-podcasts-mcp 📇 ☁️ - Read-only Apple Podcasts analytics for shows you own via Podcasts Connect Reporter: plays, unique and engaged listeners, followers and per-episode listening.
conorbronsdon/op3-mcp 📇 ☁️ - Read-only podcast analytics from OP3 (Open Podcast Prefix Project): downloads over time, listener geography, app share and per-episode breakdowns.
conorbronsdon/podcastindex-mcp 📇 ☁️ - Search the Podcast Index: podcasts, episodes, guest appearances by person, trending shows and feed health.
ni-c/audiobookshelf-mcp 📇 🏠 - Browse an Audiobookshelf library, query listening history and stats, and sync progress, bookmarks, collections and playlists, with optional read-only mode.

📋 Product Management

Tools for product planning, customer feedback analysis, and prioritization.

KyaniteLabs/Epoch 📇 🏠 - Software estimation: PERT, COCOMO II, Monte Carlo, sprint forecasting, token-to-time and cost mapping, and schedule-risk analysis.
daiji-sshr/redmine-mcp-stateless 🐍 🏠 🐧 - Stateless Redmine integration with per-request credentials: list, create and update issues, full-text search across issues and comments, and edit journals.
andrelaptenok/redmine-mcp-stdio 📇 🏠 🍎 🪟 🐧 - Search, read, create and update Redmine issues, projects and time entries, including journals, attachments, comments and time tracking.
devemberx/mcp-server-polarion 🐍 ☁️ 🍎 🪟 🐧 - Polarion ALM: documents as Markdown, Lucene or SQL search, traceability link traversal, and work item and comment management with dry-run writes.
dkships/pm-copilot 📇 ☁️ - Combine Help Scout tickets and ProductLift feature requests into prioritized product plans, scoring themes by cross-source convergence and scrubbing PII.
Lukaris/framedeck-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Framedeck Kanban content production for YouTube, Instagram, TikTok and podcast creators: productions, stages, cards, checklists, comments and labels.
TylerIlunga/procore-mcp-server 📇 ☁️ 🍎 🪟 🐧 - Full Procore REST API access for construction project management via discovery and execution tools: projects, RFIs, submittals, daily logs, budgets and more.
spranab/saga-mcp 📇 🏠 🍎 🪟 🐧 - Jira-like SQLite project tracker: projects, epics, tasks and subtasks, dependencies with auto-blocking, threaded comments, templates and activity logs.
agrath/Trello-Desktop-MCP 📇 ☁️ 🍎 🪟 🐧 - Trello integration: boards, cards, lists, labels, checklists, attachments (including images), members, custom fields and search, with a read-only mode.
negoro26/mcp-taiga 📇 🏠 🍎 🪟 🐧 - Taiga project management: issues, user stories, tasks, epics, sprints, comments, attachments and wiki via a compact set of tools.
xfloukiex-lab/road-poneglyph 🐍 🏠 🍎 🪟 🐧 - Review a plan for what's missing: unstated assumptions, omitted technical risks and execution blind spots, as a structured pre-mortem.
AIOProductOS/claude-plugin 🎖️ ☁️ - Product management: link customer feedback to features, releases and objectives, with roadmap-drift detection and funnel, retention, NPS and NRR analytics.
mohamed-ashraf-elsaed/loupe 🎖️ 📇 🏠 - Turn Loupe visual feedback into a backlog: list pinned comments, read each with its element's HTML, computed styles and screenshot, and update its status.
gonnagetapower/kelvia-mcp 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Operate the Kelvia task manager: boards, tasks, sprints, member roles, worklogs and a time-blocking day planner.
illodev/workfile 🎖️ 📇 🏠 🍎 🪟 🐧 - Backlog, docs, history and memory as Markdown in the repository, versioned with the code, with card claims so parallel agents don't edit the same card.
igorolv/redmine-mcp-server ☕ 🏠 🍎 🪟 🐧 - Redmine: issues, projects, wiki, attachments with text extraction, time entries, and release and blocker analytics; read-only by default, optional writes.
kenzotp/mcp-server-zuuna 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Zuuna developer project management: read and update boards, cards and comments, with cards moved automatically by git activity when PRs merge.

🏠 Real Estate

MCP servers for real estate CRM, property management, and agent workflows.

HasData/redfin-mcp 📇 ☁️ - Redfin for-sale, for-rent and sold listings with full filters, plus complete property pages, as JSON.
HasData/zillow-mcp 📇 ☁️ - Zillow for-sale, for-rent and sold listings with filters, and full property details (price and tax history, schools, agent), as JSON.
ashev87/propstack-mcp 📇 ☁️ 🍎 🪟 🐧 - Propstack real estate CRM: search contacts, manage properties, track deals and schedule viewings.
atifnayeem-oss/saveproptax-mcp ☁️ - California property tax appeals: check Proposition 8 decline-in-value eligibility from comparable sales and prepare the county's review form.
beshogun/planwire-mcp 📇 ☁️ - UK planning application data via PlanWire: search by council, postcode, keyword, status, type or date, find applications near a location and fetch details.
Capital-W-Holdings/us-property-parcel-real-estate-debt 🐍 ☁️ - US real estate debt: commercial loan maturities, HUD contract expiries and LIHTC compliance endings, plus Massachusetts and New York parcels and sales.
forgemeshlabs/disruption-intelligence-mcp 📇 ☁️ - Commercial disruption data via the Forgemesh API: WARN layoff notices, company context, geospatial territory disruption and x402 payment challenge checks.
hyperionxmota/cook-county-property-mcp 🐍 ☁️ - Cook County and Chicago property records by address or PIN: parcels, sales, building permits, tax assessments and comparables, paid per call via x402.
jbechtel-97/dealflowpro-mcp-server 📇 ☁️ - Multifamily real estate deal analysis for 2 to 200 unit properties: cap rate, DSCR, cash-on-cash, IRR, deal score, maximum offer price and market data.
pedra-ai/pedra-mcp 🎖️ 📇 ☁️ 🍎 🪟 🐧 - AI real estate photo and video editing via the Pedra API: virtual staging, renovation, room emptying, enhancement, sky replacement and property videos.
RantumBits/addressintel-mcp 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Read-only SF Peninsula building permit and parcel buildability data: permit search, SB 9 lot-split eligibility, ADU feasibility and redevelopment leads.
TargetGrps/partelisto-mcp #️⃣ ☁️ - Guest check-in and SES.HOSPEDAJES police registration for Spanish short-term rentals: bookings, guest-form completion, SES filing status and check-in links.
zornade/zornade-mcp 📇 ☁️ - Italian cadastral, geospatial and real estate data: address geocoding, parcel profiles (risk, solar potential, valuations, POIs) and parcel lookup.

🔬 Research

Tools for conducting research, surveys, interviews, and data collection.

HasData/google-trends-mcp 📇 ☁️ - Google Trends data as JSON: interest over time and by region, plus rising and top related queries and topics for any keyword.
HasData/google-scholar-mcp 📇 ☁️ - Google Scholar search as JSON with author and year filters, cited-by and all-versions lookups, and formatted citations with BibTeX export.
Agnuxo1/benchclaw-integrations 📇 ☁️ - Register LLMs and agents and submit Markdown research papers to the BenchClaw leaderboard, where a panel of judges scores them with deception detectors.
ankitkapur1992-hlido/hlido-mcp 📇 ☁️ - Hlido trust scores, claim audits and comparisons for reviewed AI agents: tier verdicts, per-claim pass/fail audits and signed evidence.
archoor/painspotter-mcp 🐍 ☁️ - Startup and product opportunities mined from Reddit, Hacker News, Product Hunt and Stack Exchange: pain points, trending themes and commercial scores.
Battam1111/omniseek 🐍 🏠 🍎 🪟 🐧 - Self-hosted perception server: local bilingual ASR, vision, cross-lingual search, credentialed login-walled sources and a persistent relation graph.
BrowseAI-HQ/BrowserAI-Dev 📇 ☁️ - Evidence-backed web research: real-time search with cited claims, confidence scores and a mode comparing raw LLM answers with evidence-backed ones.
davidmosiah/uap-pulse 📇 🏠 🍎 🪟 🐧 - Read-only search of declassified U.S. federal UAP/UFO records, with hotspots, timelines, a live map dataset and direct source links.
dhamma-seeker/tripitaka-mcp 🐍 ☁️ 🏠 - Search, cite and compare the Pāli Canon (Tipiṭaka): hybrid search, full suttas with cross-references, aligned translations and Pāli dictionary lookup.
dvdsosa/zotero-native-mcp 📇 🏠 🍎 🪟 🐧 - Read and write a local Zotero library via its local API, offline: collections, items, attachments, full text, BibTeX and CSL export, tags and saved searches.
Embassy-of-the-Free-Mind/sourcelibrary-v2 📇 ☁️ - Search and cite rare historical texts (alchemy, Hermeticism, Renaissance philosophy) from Source Library with DOI-backed citations.
Guitarmaniac24/getabrain-mcp-server 📇 ☁️ - Ask paid human workers questions via GetABrain and get schema-validated JSON answers: yes/no, ratings, rankings, A/B tests, sentiment, media review and capture.
haoming-luo/agentfem-mcp 🐍 🏠 🍎 🪟 🐧 - Create, validate, run, inspect and verify AgentFEM finite-element simulations.
herbertkokholm/cite-caddy 🐍 🏠 ☁️ 🍎 🪟 🐧 - Read and write a Zotero library: items, collections, tags, attachments, notes and bibliography export, with multi-tenant sign-in using your own Zotero API key.
joelgombin/andre-mcp ☁️ - French election results since 1999 at polling-station level, with INSEE data, elected officials and boundaries: maps, vote-reserve analysis and read-only SQL.
jshelley/briefing-mcp 📇 ☁️ - Hourly LLM-ranked news briefings (AI, markets, sports, world) as structured JSON and e-ink pages, plus provenance data for every candidate story.
tushariitr-19/immigration-mcp 🏎️ 🍎 🪟 🐧 - US immigration guidance: live Visa Bulletin, priority date checks and explanations of immigration terms.
kimimgo/viznoir 🐍 🏠 🐧 - Scientific visualization for CFD, FEA and SPH: render, slice, contour, volume-render and animate OpenFOAM, VTK and CGNS data headlessly.
Liyux3/scholar-mcp 🐍 🏠 ☁️ 🍎 🪟 🐧 - Federated academic search across OpenAlex, Semantic Scholar, arXiv, PubMed and more, with citation graphs, full-text reading, PDFs and a local paper library.
lizhuojunx86/chinese-history-mcp 🐍 🏠 🍎 🪟 🐧 - Query classical Chinese texts from pre-Qin to Wei-Jin (Shiji, Zuozhuan, Analects and more) by event, person, place or virtue, with cited passages.
michaelellis003/paperboy 🐍 🏠 ☁️ - Send research papers to Kindle or Kobo: search arXiv and OpenAlex, find related work, queue papers in Zotero and deliver PDFs via email or Dropbox.
mlava/scholar-sidekick-mcp 📇 ☁️ 🍎 🪟 🐧 - Resolve scholarly identifiers (DOI, PMID, ISBN, arXiv and more) to CSL JSON, format citations in thousands of styles, or export to BibTeX, RIS or EndNote.
mnemox-ai/idea-reality-mcp 🐍 ☁️ 🍎 🪟 🐧 - Check for existing competition before building: scan GitHub, Hacker News, npm, PyPI and Product Hunt for similar projects, duplicate likelihood and pivot hints.
musharna/data-aggregator-mcp 🐍 🏠 🍎 🪟 🐧 - Search and fetch research datasets across Zenodo, DataCite, NCBI and PubMed/OpenAIRE, with DOI deduplication, paper-to-data linking and verified downloads.
nangman-infra/touch-browser 🦀 🏠 - Evidence-grounded web research: verify claims on pages with citations, confidence bands and policy reports, and synthesize multi-page sessions.
notDIRK/fds-mcp 🐍 ☁️ 🍎 🪟 🐧 - Freedom-of-information requests in Germany via FragDenStaat: find the responsible authority, check the law and deadline, track requests and draft new ones.
OrgMentem/zotio 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - Zotero integration with preview-first, journaled writes: reads via the local Zotero desktop API without a key, writes via the Web API.
oscardvs/zoteus 📇 🏠 ☁️ 🍎 🪟 🐧 - Zotero integration: hybrid search, PDF passages with page locators, CSL bibliographies, add by DOI, group libraries and writes including PDF annotations.
ovlabs/mcp-server-originalvoices 📇 ☁️ - Query Original Voices digital twins, each representing a real person, to understand what users think and why.
patsnap/patent-literature-search-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Natural-language patent and scientific literature search via Patsnap: semantic and BM25 search, structured filters and record retrieval.
tushariitr-19/patents-mcp 🏎️ ☁️ 🍎 🪟 🐧 - Patent search and prior art discovery using the Google Patents public dataset on BigQuery: patent details with CPC codes and citations, and claims text.
pminervini/deep-research-mcp 🐍 ☁️ 🏠 - Deep research via the OpenAI Responses API or Open Deep Research (smolagents), with web search and code interpreter support.
thevibepreneur/gapbase-mcp 📇 🏠 - Search a database of startup gaps by industry, role or keyword, each with the pain point, solution direction and a blueprint link. Works offline.
TheWhiteWater/tube-bridge 🐍 🏠 - Self-hosted YouTube research: video and channel search, transcripts, comments, playlists, timestamped frames and private local semantic corpora.
rnwkr7rscy-lang/fittin-mcp 🐍 ☁️ - Patent prior art search and startup IP analysis: clone risk scores, defensibility maps, patentable features and competitor patent landscapes.
sh-patterson/legiscan-mcp 📇 ☁️ - Legislative data from all 50 US states and Congress via the LegiScan API: search bills, get full text, track votes and look up legislators.
SidneyBissoli/uis-mcp-server 📇 ☁️ 🏠 - UNESCO Institute for Statistics indicators on education, science, culture and communication by country, region and year, with provenance on every response.
smaniches/semantic-scholar-mcp 🐍 🏠 ☁️ 🍎 🪟 🐧 - Semantic Scholar academic papers: search, paper and author retrieval, citation-graph traversal and recommendations.
smeet666/mcp-libraryofcongress 📇 ☁️ 🍎 🪟 🐧 - Full-text search of the Library of Congress's digitised American newspapers, plus catalogue search by media type and curated collections.
smeet666/mcp-databnf 📇 ☁️ 🍎 🪟 🐧 - Search the open catalogue of the Bibliothèque nationale de France for authors, their works and the editions held.
smeet666/mcp-archiveorg 📇 ☁️ 🍎 🪟 🐧 - Full-text search inside the Internet Archive's scanned books, periodicals and documents, catalogue search, and Wayback Machine captures of a URL by date.
thinkchainai/agentinterviews_mcp - Run AI-led qualitative research interviews and surveys with Agent Interviews: create interviewers, manage projects, recruit participants and analyze results.
vassiliylakhonin/agenda-intelligence-md 🐍 🏠 - Auditable strategic-risk memos (sanctions, regulation, geopolitics, trade) with Central Asia and Gulf regional specialists and per-claim evidence; no live data.
wedo911/citeguard 🐍 📇 🏠 - Check citations against Crossref for retractions, corrections or expressions of concern before they go into a paper, summary or review.
WenyuChiou/research-hub 🐍 🏠 ☁️ 🍎 🪟 🐧 - Research workspace for Zotero, Obsidian and NotebookLM: search arXiv, Semantic Scholar, PubMed and Crossref, ingest into Zotero, sync notes and verify briefs.
xmpuspus/ph-civic-data-mcp 🐍 ☁️ 🍎 🪟 🐧 - Philippine government data: PHIVOLCS earthquakes and volcano alerts, PAGASA weather and typhoons, PhilGEPS procurement, PSA census data and AQICN air quality.
YGao2005/scholar-feed-mcp 📇 ☁️ - Semantic search over CS and AI papers with citation-graph traversal, full-text extraction, embeddings and BibTeX export.
yusong652/pfc-mcp 🐍 🏠 🪟 - ITASCA PFC discrete element simulation: browse documentation, execute scripts, capture plots and manage long-running tasks via a bridge to the PFC GUI.
SPARKIT-science/sparkit-mcp 🐍 ☁️ - Ask SPARKIT, a scientific research agent, questions and get cited Markdown reports based on literature search and paper reading.
yusong652/yade-mcp 🐍 🏠 🐧 - YADE discrete element method (DEM) simulation: search API docs, run code via a REPL or background tasks, monitor progress and review task history.
SelfPy/science-ai-mcp-server 📇 ☁️ - Science AI Journal tools: paper-tier prediction, AI peer review, research gap finder, journal recommender, duplicate publication checker and article writer.
laszlopere/mcp-molecules 🐍 🏠 ☁️ 🐧 🍎 - Chemistry tools from NIST data: molar mass with uncertainties, isotope-distribution mass spectra and name-formula lookup, offline or with online fallback.
zxhwolfe-dev/aiworkstation-open-source-intelligence 🐍 ☁️ 🏠 🍎 🪟 🐧 - Research open-source AI projects: search a live radar, compare and shortlist projects, and plan stacks, keeping facts, recommendations and risks separate.

🔎 end to end RAG platforms

andyliszewski/grounding-ai 🐍 🏠 - Local searchable index of PDFs, EPUBs and Word documents for grounded answers with page and section citations.
gogabrielordonez/mcp-ragchat 📇 🏠 - Add RAG-based AI chat to any website: local vector store, OpenAI, Anthropic or Gemini models, a self-contained chat server and an embeddable widget.
notwhiteblank/scholar-rag-mcp 🐍 🏠 🐧 - Academic paper knowledge base over local PDFs: MinerU parsing, metadata normalization, Qdrant vector search with reranking and paginated full-text reading.
poll-the-people/customgpt-mcp 🐍 🏠 ☁️ - Access the CustomGPT.ai RAG-as-a-service API.
vectara/vectara-mcp 🐍 🏠 ☁️ - Access Vectara's RAG-as-a-service platform.
zaharajabeen13-create/ai-rete-rag-mcp 🐍 ☁️ - Rule-based decisions: a Rete engine returns verdicts explained via retrieval over your policy documents, with rules drafted from policy text and saved as YAML.

🔎 Search & Data Extraction

Grubbomatic/crawl-readiness-mcp 📇 ☁️ 🏠 - AI SEO audits: score AI crawler readiness, validate JSON-LD and robots.txt, compare human and crawler views, and generate llms.txt, robots.txt and JSON-LD.
HasData/bing-mcp 📇 ☁️ - Bing search results as JSON: organic results, ads and the Copilot answer, targeted by market, country, language and device.
usestring/string-ai-mcp 🎖️ 📇 ☁️ - Search the web, fetch URLs and map sites as clean Markdown, getting past anti-bot blocks.
HasData/web-scraping-mcp 📇 ☁️ - Web scraping: fetch public pages with optional JavaScript rendering, wait conditions and CSS or AI extraction rules, as Markdown, text, HTML or JSON.
ToolTrace-io/mcp-server 🎖️ 📇 ☁️ - Web page data: scrape to Markdown, extract metadata, links and JSON-LD, audit on-page SEO, detect tech stacks and validate XML sitemaps.
JerryLiu369/agent-web-search 🐍 ☁️ 🏠 - Provider-neutral web search aggregating model grounding (Gemini, Grok, DeepSeek and others) and search APIs such as Exa, Brave, Perplexity and Tavily.
artemchuikin/youtube-mcp 🎖️ 📇 ☁️ - YouTube transcripts (text, JSON, SRT, VTT, srv3), video and channel search, playlists and large batch jobs.
jlucasmcrell/apify-scrapers 🐍 🏠 - Public data scrapers and lead extractors for Google Maps, Glassdoor, SEC EDGAR and state contractor registries.
AgenticAdvertising/topalternativesto-mcp 📇 ☁️ - Software comparisons with prices sourced from each vendor's page (with URL and check date), plus ranked alternatives for any tool.
Newscatcher/catchall-mcp 🐍 ☁️ - Recall-first web search that finds relevant events across the open web, beyond the top results.
igorsaevets/page2ai-mcp 📇 🏠 - Convert web pages into clean Markdown locally, preserving tables, code blocks and headings.
pgalyen1987/gate402-mcp 📇 ☁️ - Pay-per-call x402 APIs (USDC on Base): LLM inference, GPU and CPU compute, on-chain, DeFi, SEC EDGAR and news data, and web scraping to Markdown.
KnockOutEZ/wigolo 📇 🏠 - Local web search, fetching, crawling, extraction and research, with multi-engine search, local ML reranking, a SQLite cache and JavaScript rendering.
newsagentdata/newsagent-mcp 🐍 ☁️ - Real-time news with ML enrichment: urgency scoring, political lean and event clustering across many countries.
qinisolabs/icdwise 📇 🏠 ☁️ - ICD-10-CM medical code lookup, validation and reverse search.
quantumproxies/quantumproxies-mcp 🎖️ 📇 ☁️ - Residential-proxy web access: scrape pages to Markdown, SERP search, site mapping and crawling, ready-made collectors, and proxy endpoints from your plans.
AIweather-Anurag/ottasia-mcp-server 📇 ☁️ 🏠 - Find where to stream movies and TV shows across Asian and Middle Eastern services such as Netflix, Disney+ Hotstar, Wavve, Shahid, ZEE5 and JioCinema.
Alisammour/storyflo-mcp 📇 ☁️ - Curated audio news: search articles, fetch narrated audio, subscribe to topic feeds and surface stories matched to actively traded Kalshi event contracts.
mrslbt/rippr 📇 🏠 - Extract YouTube transcripts as clean text, with timestamps, or as structured JSON.
rozetyp/grounder-mcp 🐍 ☁️ - Live web grounding for local and cloud LLMs: web search, page fetch, token-capped cited evidence packs and an agentic search-and-read research loop.
scavio-ai/scavio-mcp 📇 ☁️ 🏠 - Unified real-time search across Google, YouTube, Amazon, Walmart, Reddit and TikTok for web, e-commerce, product, social media and video data.
0xdaef0f/job-searchoor 📇 🏠 - Search job listings with filters for date, keywords, remote work options and more.
hanselhansel/aeo-cli 🐍 🏠 - Audit URLs for AI crawler readiness: checks robots.txt, llms.txt, JSON-LD schema and content density, with a 0-100 AEO score.
Aas-ee/open-webSearch 🐍 📇 ☁️ - Multi-engine web search across Bing, Baidu, DuckDuckGo, Brave, Exa and CSDN.
AceDataCloud/MCPSerp 🐍 ☁️ - Google SERP search via the Ace Data Cloud API: web, image, news, maps, places, video and knowledge graph results.
denyn1/aifeed-protocol 📇 🏠 - AIFeed protocol tools: verify signed publisher manifests, fetch token-budgeted Markdown or MAKO pages, verify asset downloads and rank delta-index entries.
AIMLPM/markcrawl 🐍 🏠 - Crawl websites into clean Markdown, search pages and extract structured data with LLMs for web research and RAG pipelines.
AllNewsAPI/mcp-server 📇 ☁️ 🍎 🪟 🐧 - Real-time and historical news data, including top headlines from global sources, via AllNewsAPI.
ac3xx/mcp-servers-kagi 📇 ☁️ - Kagi search API integration.
adawalli/nexus 📇 ☁️ - Web search using Perplexity Sonar models, with source citations.
adjacentai/necl-hn-mcp 🐍 ☁️ - Hacker News: top stories by time window, category feeds, comment threads and full-text search via Algolia.
ananddtyagi/webpage-screenshot-mcp 📇 🏠 - Take screenshots of webpages to use as feedback during UI development.
andybrandt/mcp-simple-arxiv 🐍 ☁️ - Search and read papers from arXiv.
andybrandt/mcp-simple-pubmed 🐍 ☁️ - Search and read medical and life sciences papers from PubMed.
andyliszewski/webcrawl-mcp 🐍 🏠 - Local-first web scraping, DuckDuckGo search, site mapping and crawling, using trafilatura with an optional Firecrawl fallback for JS-rendered pages.
angheljf/nyt 📇 ☁️ - Search articles using the NYTimes API.
lucasmartins-ai/lookacrawler 📇 🏠 🍎 🪟 🐧 - Token-efficient local web crawler with Playwright-based stealth anti-bot bypass.
atlasprzetargow/mcp-server 📇 ☁️ - Search Polish public tenders (BZP and TED): procuring entity and contractor profiles by NIP, market statistics by CPV or province, and a procurement glossary.
AutomateLab-tech/citation-intelligence 📇 🏠 - Check which URLs Perplexity, Claude, ChatGPT, Gemini, Bing and Google AI Overviews cite for any query. Self-hosted.
Khamel83/argus 🐍 🏠 - Multi-provider search broker with automatic fallback, RRF ranking, content extraction and budget enforcement.
idapixl/idapixl-web-research-mcp 📇 ☁️ - Web research on Apify: Brave and DuckDuckGo search, page fetching to clean Markdown, and multi-step research with relevance scoring and key fact extraction.
BenyD/haypile 🏎️ 🏠 🍎 🪟 🐧 - Local hybrid semantic and keyword search over PDF, DOCX, PPTX, Markdown and HTML documents, with file and page citations and a bundled embedding model.
Bigsy/Clojars-MCP-Server 📇 ☁️ - Up-to-date dependency information for Clojure libraries from Clojars.
blazickjp/arxiv-mcp-server ☁️ 🐍 - Search arXiv papers, read original LaTeX sections, get BibTeX from arXiv metadata and set topic watches, with papers stored locally.
boikot-xyz/boikot 🦀 ☁️ - Look up company ethics information: the ethical and unethical actions of major companies.
brave/brave-search-mcp-server 📇 ☁️ - Web search using Brave's Search API.
bumbaRasch/searxng-mcp-server 📇 🏠 - Self-hosted SearXNG metasearch: web, image, news, video and music search plus SSRF-guarded page fetch with prompt-injection wrapping.
cameronrye/activitypub-mcp 📇 🏠 🐧 🍎 🪟 - Explore and interact with the Fediverse via ActivityPub: WebFinger discovery, timelines and instance exploration across Mastodon, Pleroma, Misskey and more.
cameronrye/gopher-mcp 🐍 🏠 - Browse Gopher and Gemini protocol resources, with TLS support and structured content extraction.
capad-xyz/searchts 🐍 🏠 - Read bot-walled pages as Markdown via an escalating unlocker, plus multi-provider web search with rank fusion, video transcripts and page asset grabbing.
einiba/canyougrab-api 🐍 ☁️ 🏠 🍎 🪟 🐧 - Domain availability checks via real-time DNS and WHOIS lookups, with bulk checking, confidence scores and registration details.
cevatkerim/unsplash-mcp 🐍 ☁️ - Unsplash photo search, random photos and download tracking, with ready-to-use attribution text and HTML for each photo.
chanmeng/google-news-mcp-server 📇 ☁️ - Google News via SerpAPI: search headlines, stories and related topics, with automatic topic categorization and multi-language support.
chasesaurabh/mcp-page-capture 📇 🏠 - Capture webpage screenshots, viewport or full-page, as base64 PNG.
AntonG87/codearia-sieve 📇 🏠 - Deterministically convert web pages into decision-ready state: ISO dates, numbers with units as facts and token-budgeted chunks anchored to the page.
comparedge/mcp-server-comparedge 📇 ☁️ 🏠 - Plans, prices, hidden costs, alternatives and comparisons for SaaS, AI and LLM tools.
CKBrennan/overtone-news-mcp 🐍 - Real-time news with tone analysis, brand safety and narrative shift signals.
ConechoAI/openai-websearch-mcp 🐍 🏠 ☁️ - Expose OpenAI's built-in web search tool.
eliottreich/crawdar-mcp 🎖️ 📇 ☁️ - Evidence-backed business discovery and lead-list research: search by brief or criteria, inspect qualification evidence and exclusions, and export results.
Crawleo/Crawleo-MCP ☁️ 🐍 - Real-time web search and crawling via the Crawleo Search and Crawl API.
Crawlora-org/crawlora-mcp ☁️ - Structured public web data as clean JSON across search, maps, commerce, social and finance.
czottmann/kagi-ken-mcp 📇 ☁️ - Kagi search and summarization without API access, authenticated with a Kagi session token.
DappierAI/dappier-mcp 🐍 ☁️ - Real-time web search and premium data from media brands via Dappier: news, financial markets, sports, entertainment, weather and more.
dariomory/trendflow-js 📇 🏠 ☁️ - Google Trends data: interest over time, interest by region, trending now, related queries and topic search.
deadletterq/mcp-opennutrition 📇 🏠 - Local search of foods, nutrition facts and barcodes in the OpenNutrition database.
dealx/mcp-server ☁️ - Integration with the DealX platform.
deficlow/HyperStore-MCP 🐍 ☁️ 🏠 - Keyword and semantic search over curated AI applications in the HyperStore directory, with full app details and browsing.
devflowinc/trieve 🎖️ 📇 ☁️ 🏠 - Crawl, embed, chunk, search and retrieve information from datasets through Trieve.
divyanshu-iitian/SearchForge 📇 🏠 🍎 🪟 🐧 - Capability-routed search and web reading across GitHub, Crossref, Hacker News, Wikipedia and private SearXNG, plus URL-to-Markdown and health diagnostics.
djrobson5/agentmd-mcp 📇 ☁️ - Convert PDF, DOCX, HTML and URLs to clean, LLM-ready Markdown with tables preserved and boilerplate stripped.
dorukardahan/domain-search-mcp 📇 ☁️ - Domain availability and prices from Porkbun, Namecheap, GoDaddy, RDAP and WHOIS, with bulk search, registrar comparison, suggestions and social handle checks.
mikusnuz/gsc-mcp 📇 ☁️ - Google Search Console and Indexing API: search analytics, sitemaps, URL inspection and batch indexing.
oso95/domain-suite-mcp 📇 🏠 - Domain lifecycle management across Porkbun, Namecheap, GoDaddy and Cloudflare: availability, registration, DNS, SSL, email auth (SPF, DKIM, DMARC) and WHOIS.
pepabo/muumuu-domain-mcp 🎖️ ☁️ - Search and register Muumuu Domain (GMO Pepabo) domains, manage owned domains and contracts, and configure DNS records.
Dumpling-AI/mcp-server-dumplingai 🎖️ 📇 ☁️ - Access Dumpling AI's data, web scraping and document conversion APIs.
ekas-io/open-sales-stack 🐍 ☁️ 🏠 🍎 🐧 - Collection of B2B sales intelligence servers: website analysis, tech stack detection, hiring signals, review aggregation, ad tracking and social profiles.
emicklei/melrose-mcp 🏎️ 🏠 - Play Melrōse music expressions as MIDI.
echology-io/decompose 🐍 🏠 🍎 🪟 🐧 - Deterministically decompose text into classified semantic units with authority, risk and attention scores plus entity extraction, without an LLM.
erithwik/mcp-hn 🐍 ☁️ - Search Hacker News, get top stories and more.
echojobsio/jdl-mcp-server 📇 ☁️ - Search JobDataLake's enriched job listings with filters for skills, salary, location, seniority, remote type and more.
evanatpizzarobot/vr-org-mcp 📇 🏠 ☁️ - Live VR, AR and XR news, full-text VR.org originals, an events calendar, headset deals and comparisons.
exa-labs/exa-mcp-server 🎖️ 📇 ☁️ - Real-time web search using the Exa AI Search API.
fatwang2/search1api-mcp 📇 ☁️ - Web search via Search1API.
FieldmodeLLC/scrapecheck-mcp 📇 ☁️ - Verify scraped field values against the live source page, returning an Ed25519-signed pass, fail or unverifiable verdict that can be checked offline.
KyuRish/fiverr-mcp-server 🐍 ☁️ - Search Fiverr gigs, view seller profiles, compare gig packages and read reviews.
format37/youtube_mcp 🐍 ☁️ - Transcribe YouTube videos to text using yt-dlp for audio and OpenAI Whisper for transcription, with chunked output for long videos.
foundrole/jobs-mcp-proxy 📇 ☁️ - FoundRole job search: live ATS listings with salary benchmarks, H-1B sponsorship history and ghost-job grades, plus resume checks and an application tracker.
fouradata/mcp 🎖️ 📇 ☁️ 🏠 - Web scraping that escalates from direct fetch to rotating proxy to full browser, solving anti-bot challenges and reporting which step worked and its cost.
smeet666/mcp-wikibooks-cookbook 📇 ☁️ - Search recipes in the English Wikibooks Cookbook, read ingredients and steps, and rescale quantities.
smeet666/mcp-recipes 📇 ☁️ - Query Marmiton and the Wikibooks Cookbook together to compare recipes, and scale French and English ingredient lists, flagging what cannot be scaled.
VoxellInc/forge-mcp 🎖️ 📇 ☁️ - Generate vector embeddings for semantic search and RAG with Forge, Voxell's text-embedding API, including Matryoshka truncation.
wd041216-bit/free-web-search-ultimate 🐍 🏠 - Web search across DuckDuckGo, Bing, Google, Brave, Wikipedia, arXiv, YouTube and Reddit with deep page browsing. Instructs LLMs to search before answering.
gemy411/multi-research-agents ☁️ - Multi-agent research system for coding or general research tasks.
giskard09/giskard-search 🐍 🏠 - Semantic web search powered by SearXNG, paid per use in sats via Lightning Network micropayments. Self-hosted with phoenixd.
githunt-agent/githunt-mcp 📇 ☁️ - Search, rank and analyze GitHub developers for tech recruiting by location, role and skill, with AI scoring and contact discovery.
goesByhc/cn-scraper-mcp 🐍 🏠 - Search and extract data from Chinese platforms including Taobao, JD, Xiaohongshu, Zhihu, Weibo, Bilibili, Douban and Dianping, with local cookie storage.
getrephonic/rephonic-mcp 🎖️ 📇 ☁️ - Search Rephonic podcast and episode data: listener estimates, demographics, contacts, transcripts, chart rankings, sponsors, reviews and audience overlap.
goofrey/zoom-search 🐍 ☁️ 🏠 - Rewrite queries, zoom into source domains and return sourced answers with metrics.
gregm711/agent-domain-service-mcp 📇 ☁️ - Domain brainstorming via AgentDomainService: generate names from descriptions, score brandability and memorability, and check availability and prices.
hanoak/unsplash-mcp-server 📇 ☁️ - Unsplash API: photos, search, users, collections, topics and stats, with guideline-compliant attribution, download tracking and rate-limit reporting.
HasData/hasdata-mcp 📇 ☁️ - Structured data APIs for Google Search, Maps, Trends and Flights, Amazon, Airbnb, Zillow, Yelp and more, returning clean JSON.
hbg/mcp-paperswithcode 🐍 ☁️ - Search papers via the Papers with Code API.
hellokaton/unsplash-mcp-server 🐍 ☁️ - Unsplash image search.
HughesCuit/heventure-search-mcp 🐍 ☁️ 🏠 - Web search across DuckDuckGo, Bing, Google (via SerpAPI) and Tavily with automatic rate limiting, caching and multi-language support.
Himalayas-App/himalayas-mcp 📇 ☁️ - Real-time access to remote job listings and company information from the Himalayas jobs database.
Ihor-Sokoliuk/MCP-SearXNG 📇 🏠/☁️ - Web search via SearXNG.
imprvhub/mcp-claude-hackernews 📇 🏠 ☁️ - Interact with Hacker News.
imprvhub/mcp-domain-availability 🐍 ☁️ - Check domain availability across many TLDs with DNS and WHOIS verification, bulk checking and name suggestions.
imprvhub/mcp-rss-aggregator 📇 ☁️ 🏠 - Aggregate RSS feeds.
lionkiii/rss-feeds-mcp 📇 🏠 - Fetch, filter, search and manage RSS feeds by category or source.
ip2whois/mcp-ip2whois 🐍 📇 🏠 - WHOIS lookups via the IP2WHOIS API: domain registration details including expiry dates, registrar and registrant data.
isnow890/naver-search-mcp 📇 ☁️ - Naver Search API integration: blog, news and shopping search plus DataLab analytics.
jae-jae/fetcher-mcp 📇 🏠 - Fetch web page content using a Playwright headless browser, supporting JavaScript rendering, content extraction and Markdown or HTML output.
jae-jae/g-search-mcp 📇 🏠 - Google search with parallel queries for multiple keywords.
JessieJanie/skim402 📇 ☁️ - Convert any URL into clean Markdown with structured metadata (title, byline, published date, language), paid per use via x402.
jhomen368/overseerr-mcp 📇 ☁️ 🏠 - Media discovery, requests and management via Overseerr and Seerr for Plex, Jellyfin and Emby.
joelio/stocky 🐍 ☁️ 🏠 - Search and download royalty-free stock photos from Pexels and Unsplash, with rich metadata and pagination.
johnsmalls22-rgb/domain-search-king-mcp ☁️ - Domain name search that returns only .com domains verified as available via live Verisign RDAP checks.
just-every/mcp-read-website-fast 📇 🏠 - Convert websites to clean Markdown with links preserved, using Mozilla Readability, caching, robots.txt-aware crawling and concurrent fetching.
just-every/mcp-screenshot-website-fast 📇 🏠 - Capture website screenshots, tiling full pages into 1072x1072 chunks for Claude Vision, with configurable viewports and wait strategies for dynamic content.
kagisearch/kagimcp ☁️ 📇 - Search the web with Kagi Search.
kc23go/anybrowse 📇 ☁️ - Scrape, crawl and search the web, converting any URL to LLM-ready Markdown via real Chrome browsers.
keenableai/keenable-mcp 🎖️ 📇 ☁️ - Live web search and clean Markdown page fetching over the Keenable web index.
konippi/servo-fetch 🦀 🏠 🍎 🪟 🐧 - Chromium-free web content extraction in a single binary: fetch, render, crawl and screenshot pages with the Servo browser engine.
kehvinbehvin/json-mcp-filter 🏠 📇 - Query and extract only the needed parts of JSON files to keep LLM context small.
kimdonghwi94/Web-Analyzer-MCP 🐍 🏠 🍎 🪟 🐧 - Extract clean web content for RAG and answer questions about web pages.
kshern/mcp-tavily ☁️ 📇 - Search via the Tavily AI search API.
leehanchung/bing-search-mcp 📇 ☁️ - Web search using the Microsoft Bing Search API.
lennney/agent-search-mcp 📇 🏠 🍎 🪟 🐧 - Search across DuckDuckGo, Sogou, Bing, Baidu, Wikipedia, Startpage, Yandex and Mojeek with waterfall search, multi-source verification and news search.
leadbrain/korean-data-mcp 🐍 ☁️ - Real-time Korean web data via Apify: Naver place reviews and news, Melon music chart, Daangn and Bunjang listings and Musinsa fashion rankings.
lfnovo/content-core 🐍 🏠 - Extract content from web pages, PDFs, Word documents, YouTube transcripts, audio and video with automatic engine selection and structured JSON output.
tobocop2/lilbee 🐍 🏠 🍎 🪟 🐧 - Index files, code and crawled websites and answer with source citations, using its own local models or an existing Ollama or LM Studio setup.
Linked-API/linkedapi-mcp 🎖️ 📇 ☁️ - Control LinkedIn accounts and retrieve real-time LinkedIn data.
linxule/mineru-mcp 📇 ☁️ - Parse PDFs, images, DOCX and PPTX via the MinerU document parsing API, with multilingual OCR, batch processing, page ranges and local file upload.
litescrape/litescrape-mcp-server 🎖️ 📇 ☁️ 🏠 - Google Search, Bing, DuckDuckGo, Google Maps, Google AI Mode, AI Overview and Shopping results as JSON.
luminati-io/brightdata-mcp 📇 ☁️ - Discover, extract and interact with the web via Bright Data, one interface for automated access to the public internet.
lulzasaur9192/marketplace-search-mcp 📇 ☁️ - Search TCGPlayer, Reverb and Thumbtack, verify US contractor and nurse licenses, and look up PSA card grading population data.
mambalabsdev/mcp-ai-tooling-detector 📇 ☁️ - Detect whether a company only claims AI, deploys AI tooling on its site or charges for AI, returning an AI maturity tier with supporting evidence.
mambalabsdev/mcp-company-contact-details-extractor 📇 ☁️ - Find a company's contact page and extract role emails, a phone number and a postal address.
mambalabsdev/mcp-company-firmographic-enricher 📇 ☁️ - Enrich a company domain with firmographics: employee band, industry, HQ, founding year, revenue estimate, logo and description, with source provenance.
mambalabsdev/mcp-company-social-presence-mapper 📇 ☁️ - Map a company domain to its LinkedIn, X, Instagram, Facebook and YouTube profiles and follower counts as flat Clay-ready JSON via an Apify actor.
mambalabsdev/mcp-domain-to-linkedin-url-resolver 📇 ☁️ - Resolve a company domain or name to its LinkedIn company URL, with confidence scoring and firmographic metadata.
mambalabsdev/mcp-event-presence-index 📇 ☁️ - List the third-party conferences and trade shows a company publicly says it attends, with the year of each.
mambalabsdev/mcp-funding-press-signal-scanner 📇 ☁️ - Scan Google News and PR wires for a company's funding rounds, executive moves, launches and acquisitions as deduplicated, dated events in Clay-ready JSON.
mambalabsdev/mcp-github-organization-signal-scanner 📇 ☁️ - Resolve a company domain to its GitHub organization with repository, language and activity signals.
mambalabsdev/mcp-gtm-hiring-signal-scraper 📇 ☁️ - Detect GTM hiring signals on Greenhouse, Lever and Ashby career pages, returning Clay-ready JSON with role counts, signal strength and ATS detection.
mambalabsdev/mcp-gtm-tech-stack-signal-scraper 📇 ☁️ - Detect CRM, sequencer and marketing automation tools from a company domain as boolean GTM tool signals for Clay enrichment.
mambalabsdev/mcp-review-platform-reputation-enricher 📇 ☁️ - Resolve a company domain to its Trustpilot rating, review count and claimed status.
Marvy101/pod-mcp 🎖️ 📇 ☁️ - Search firsthand observations agents recorded about products, APIs, services or places, as opposed to documentation claims, and write back new ones.
mikechao/brave-search-mcp 📇 ☁️ - Web, image, news, video and local point-of-interest search using Brave's Search API.
maxylev/searchfetch 📇 🐍 - Fault-tolerant, stealth-enabled web search and content fetching.
MikkoParkkola/nab 🏎️ 🏠 🍎 🪟 🐧 - Fetch any URL as clean Markdown, with HTTP/3, JS rendering, anti-fingerprinting, browser cookie auth and 1Password integration.
MKirovBG/scribefy-mcp 🎖️ 📇 ☁️ - Extract timestamped YouTube transcripts, plus video search, metadata and related videos.
modelcontextprotocol/server-fetch 🐍 🏠 ☁️ - Web content fetching and processing for AI consumption.
Pexafy/pexafy-mcp 🐍 ☁️ - Semantic search of free-license stock photos from Unsplash, Pexels, Pixabay and more by scene description, example image or similarity, with attribution.
pranciskus/newsmcp 📇 ☁️ - Real-time world news: events clustered from many sources, classified by topic and geography and ranked by importance.
Opedd/opedd-mcp 📇 ☁️ - Discover, buy, verify and retrieve licensed expert analysis, with per-article license keys, on-chain proof and EU AI Act Article 53 attestation.
n24q02m/wet-mcp 🐍 🏠 ☁️ 🍎 🪟 🐧 - Web search via embedded SearXNG, content extraction and library docs indexing with hybrid FTS5 and semantic search using built-in Qwen3 embeddings.
ni-c/freshrss-mcp 📇 🏠 🍎 🪟 🐧 - Read and manage a self-hosted FreshRSS instance: feeds, categories, labels, articles, read and star state, and OPML import and export.
nickclyde/duckduckgo-mcp-server 🐍 ☁️ - Web search using DuckDuckGo, with content fetching and parsing.
nkapila6/mcp-local-rag 🏠 🐍 - Primitive RAG-like web search that runs locally, without external APIs.
nyxn-ai/NyxDocs 🐍 ☁️ 🏠 - Manage cryptocurrency project documentation across Ethereum, BSC, Polygon and Solana.
OctagonAI/octagon-deep-research-mcp 🎖️ 📇 ☁️ 🏠 - Deep research agent from Octagon.
omniologynow-rgb/scout-intel-mcp 🐍 ☁️ - Web intelligence: SERP analysis, competitor research, market trends, content gap analysis, keyword insights, audience discovery and citation tracking.
opendatalab/MinerU-Ecosystem 🎖️ 🐍 🏠 ☁️ - Convert PDFs, Word and PowerPoint files, images and spreadsheets to Markdown via the MinerU document parsing API.
NameetP/pdfmux 🐍 🏠 - PDF extraction router that classifies each page and routes it to PyMuPDF, Docling, OCR or an LLM fallback, re-extracting pages with low confidence scores.
parallel-web/search-mcp ☁️ - Web search for AI via Parallel.
FayAndXan/spectrawl 📇 🏠 - Unified web layer for agents: multi-engine search including Gemini Grounded Search, stealth browsing, cookie auth and actions across many platforms.
parallel-web/task-mcp ☁️ - Deep research and batch task execution via Parallel.
paulieb89/govuk-mcp 🐍 ☁️ - Search GOV.UK content, retrieve full government pages, look up organisations and resolve UK postcodes to local authorities. Read-only.
Pearch-ai/mcp_pearch 🎖️ 🐍 ☁️ - People search engine for talent discovery.
peter-j-thompson/semanticapi-mcp 🐍 ☁️ - Natural language API discovery: search API capabilities and get endpoints, auth setup and code snippets, with auto-discovery of new APIs.
phpcip/opensolr-mcp 🐍 ☁️ - Managed Apache Solr: hybrid BM25 and kNN plus semantic search, document ingestion with server-side embeddings, grounded RAG answers and index management.
pragmar/mcp-server-webcrawl 🐍 🏠 - Search and retrieve web crawler data from WARC, wget, Katana, SiteOne and InterroBot crawls.
Prototypr/feedbagel-mcp 📇 ☁️ - Search the Feedbagel RSS catalog, follow feeds and route new entries to webhooks.
quantumproxies/quanticdata-mcp-server 🎖️ 📇 ☁️ - Web data via residential proxies: page scraping to Markdown, SERP search, site crawl and map, ready-made collectors and datasets from plain-language prompts.
qune-tech/ocds-mcp 🦀 🏠 🐧 🍎 🪟 - German public procurement data (OCDS): semantic search, tender matching against company profiles and structured filtering.
QuentinCody/catalysishub-mcp-server 🐍 - Unofficial access to the Catalysis Hub database: search and retrieve computational catalysis research and surface reaction data.
r-huijts/opentk-mcp 📇 ☁️ - Search Dutch Parliament (Tweede Kamer) documents, debates, activities and legislative cases, based on the OpenTK project.
reading-plus-ai/mcp-server-deep-research 📇 ☁️ - Autonomous deep research with structured query elaboration and concise reporting.
reflex-search/reflex 🦀 🏠 🍎 🪟 🐧 - Local, offline full-text code search for coding agents using a trigram index over large codebases.
Rererr/amenbo 📇 🏠 - Token-efficient web fetching for Japanese sites: outline-first disclosure, Shift_JIS and EUC-JP decoding, PDF and CSV extraction and polite crawling.
ricocf/mcp-wolframalpha 🐍 🏠 ☁️ - Access computational knowledge and data via the Wolfram Alpha API.
Role1776/mcp-retrieval 🏎️ 🏠 🍎 🪟 🐧 - Read-only web search via DuckDuckGo Lite, image search via Bing Images and page-to-Markdown scraping with a readability extractor.
rubenayla/partle-mcp 🐍 ☁️ - Search products and nearby physical stores to buy locally instead of waiting for delivery.
bartonguestier1725-collab/scout-mcp 📇 🏠 ☁️ 🍎 🪟 🐧 - Parallel search across GitHub, npm, PyPI, arXiv, Semantic Scholar, Hacker News, Reddit, X, Dev.to, Hashnode, Qiita and Zenn with structured JSON output.
chefcohen/corroborate-mcp 📇 🏠 - Measure how independently a claim is reported, with syndication-aware source counting and 0-1 confidence scores. Measures corroboration, not truth.
scrapeless-ai/scrapeless-mcp-server 🐍 ☁️ - Web search via the Scrapeless Google SERP API.
scraperapi/scraperapi-mcp 🐍 ☁️ - Web scraping via ScraperAPI with JavaScript rendering, geotargeting, premium proxies and auto-parsing.
scrapercity/scrapercity-cli 📇 ☁️ - B2B lead generation: Apollo and Google Maps data, email finding and validation, mobile number lookup, skip tracing and ecommerce store data.
searchcraft-inc/searchcraft-mcp-server 🎖️ 📇 ☁️ - Manage Searchcraft clusters, create search indexes, generate an index from a data file and import data from a feed or local JSON file.
SecretiveShell/MCP-searxng 🐍 🏠 - Connect to SearXNG instances.
securecoders/opengraph-io-mcp 📇 ☁️ - OpenGraph.io API: extract OG metadata, take screenshots, scrape web content, query sites with AI and generate branded images and social cards.
Seomarlboro/digmyname 📇 🏠 - Domain availability checks, registrar price comparison and domain age lookups across many TLDs.
serkan-ozal/driflyte-mcp-server 🎖️ 📇 ☁️ 🏠 - Query and retrieve topic-specific knowledge from recursively crawled and indexed web pages via Driflyte.
serpapi/serpapi-mcp 🐍 ☁️ 🏠 🍎 🪟 🐧 - Search results from Google, Bing, Yahoo, DuckDuckGo, YouTube, eBay and more via SerpApi, plus real-time weather and stock market data.
serpdive/serpdive-mcp 🎖️ 📇 ☁️ 🏠 - Web search returning extracted page content (URL, title, date, text) instead of links, with automatic localization and an optional synthesized answer.
shariqriazz/google-ai-search-mcp 📇 ☁️ - Search, documentation retrieval, code analysis and architecture research powered by Google's Vertex AI or the Gemini API.
shopsavvy/shopsavvy-mcp-server 🎖️ 📇 ☁️ - ShopSavvy product and price data: search by barcode, ASIN or URL, get product details, compare retailer prices and track price history.
sifter-ai/sifter 🐍 🏠 ☁️ - Extract typed, schema-defined records from any document and query them in natural language like a database.
smeet666/mcp-ashby 📇 ☁️ - Search companies' public Ashby job boards: resolve a company to its board, filter openings, read full postings and compare published pay ranges.
smeet666/mcp-animenewsnetwork 📇 ☁️ 🍎 🪟 🐧 - Search the Anime News Network encyclopedia for anime and manga, read cast, staff, episodes and studios as compact rows, and follow the news wire.
smeet666/mcp-marmiton 📇 ☁️ 🍎 🪟 🐧 - Search Marmiton recipes, read ingredients and steps, and rescale quantities to any number of servings.
smeet666/mcp-pequerecetas 📇 ☁️ 🍎 🪟 🐧 - Read Spanish family recipes from Pequerecetas, rescale servings and browse by diet, main ingredient, appliance or age group from six months up.
srezai-team/srezai-mcp 🎖️ 📇 ☁️ - Web and image search, page reading as Markdown, browser-rendered screenshots, schema-based extraction and deep research, with strong Russian web coverage.
Sriram-PR/doc-scraper 🏎️ 🏠 - Crawl documentation sites into local Markdown or JSONL corpora and serve them with offline BM25 search, page reads, freshness checks and crawl diffs.
ssatama/rescuedogs-mcp-server 📇 ☁️ - Search rescue dogs from European and UK organizations, with detailed profiles and personality matching.
takashiishida/arxiv-latex-mcp 🐍 ☁️ - Get the LaTeX source of arXiv papers to handle mathematical content and equations.
talonicdev/talonic-mcp 📇 ☁️ - Schema-validated extraction of structured fields from PDFs, scans, images and forms, with searchable memory of past extractions.
telly6/searchpin 🐍 🏠 - Multi-engine parallel web search with re-ranking that works within China's network without a proxy or VPN.
the0807/GeekNews-MCP-Server 🐍 ☁️ - Retrieve and process news from GeekNews.
theagenttimes/tat-mcp-server 🐍 ☁️ - Query articles, statistics, the wire feed, comments, citations and agent leaderboards from The Agent Times, a newspaper covering the agent economy.
tianqitang1/enrichr-mcp-server 📇 ☁️ - Gene set enrichment analysis using the Enrichr API.
tinyfish-io/agentql-mcp 🎖️ 📇 ☁️ - Data extraction with AgentQL.
AI-Directory-Partners/tooldirectory-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Search a catalog of AI tools, compare them, find alternatives and check whether a tool is active, defunct or acquired.
Tomatio13/mcp-server-tavily ☁️ 🐍 - Search via the Tavily AI search API.
trendsmcp-ai/Trends-MCP 🐍 🏠 ☁️ - Live trend data from Google, TikTok, YouTube, Amazon, Reddit, npm, Steam and other sources.
urlbox/urlbox-mcp-server 📇 🏠 - Generate and manage screenshots, PDFs and videos, analyze screenshots with AI and extract web content as Markdown, metadata or HTML via the Urlbox API.
us/crw 🎖️ 🦀 🏠 ☁️ 🍎 🪟 🐧 - Self-hostable web crawler and search API (fastCRW): scraping, crawling, site mapping and SearXNG-backed search.
Savirinc/unfragile-mcp-server 📇 🏠 - Resolve an agent's intent to the right MCP server across registries, with an invocation-ready snippet and an Ed25519-signed trust passport.
vectorize-io/vectorize-mcp-server ☁️ 📇 - Retrieval, private deep research, file-to-Markdown extraction and text chunking via Vectorize.
vitorpavinato/ncbi-mcp-server 🐍 ☁️ 🏠 - NCBI and PubMed literature search with analytics, caching, MeSH integration, related article discovery and batch processing for life sciences research.
Gaoshan0971/digeguigui 🐍 📇 ☁️ 🏠 - Reptile and exotic pet knowledge base: species identification, genetics calculator, care information, health diagnosis, prices and blockchain provenance.
robbyczgw-cla/web-search-plus-mcp 🐍 ☁️ 🏠 🍎 🪟 🐧 - Multi-provider web search with automatic routing between Serper, Tavily and Exa.
Vincentwei1021/agent-toolbox 📇 ☁️ 🍎 🪟 🐧 - Web search, content extraction, screenshots, weather, finance, email validation, translation, news, GeoIP, WHOIS, DNS, PDF extraction and QR codes.
webscraping-ai/webscraping-ai-mcp-server 🎖️ 📇 ☁️ - Web data extraction and scraping via WebScraping.ai.
ashlrai/webfetch 📇 ☁️ 🏠 🍎 🪟 🐧 - License-aware federated image search across many providers, returning license tags, attribution strings, dimensions and download URLs.
WhaleCupl/ai-daily-insights-mcp 📇 ☁️ - List, fetch and full-text search structured daily AI news from AI Daily Insights, a Chinese AI-industry briefing.
whw23/searxng-http-mcp 🐍 ☁️ 🏠 - Self-contained SearXNG in Docker: metasearch across many engines and categories with multi-page fanout, autocomplete, engine discovery and a Web UI proxy.
yamanoku/baseline-mcp-server 📇 🏠 - Search Baseline status using the Web Platform API.
yubinkim444/ai-first-scraper-mcp 🐍 🏠 ☁️ 🍎 🪟 🐧 - Ad-free web scraping and search as clean Markdown: fetch pages singly or in parallel batches, and search the web for top-k pages.
zhsama/duckduckgo-mcp-server 📇 🏠 ☁️ - Web search via DuckDuckGo.
zoharbabin/web-researcher-mcp 📇 ☁️ 🏠 - Web search via Google, Brave, Serper, SearXNG and SearchAPI.io, multi-tier content extraction, academic and patent search, and multi-source research.
zlatkoc/youtube-summarize 🐍 ☁️ - Fetch YouTube transcripts in text, JSON, SRT or WebVTT format and in multiple languages, and optionally summarize them.
zoomeye-ai/mcp_zoomeye 📇 ☁️ - Query network asset information from ZoomEye.
juergenkoller-software/pdf-content-search-mcp 🏠 🍎 - Full-text PDF search with Apple Vision OCR via the PDF Content Search app, with date, category, sender and amount filters, wildcards and boolean operators.
rejifald/StitchAPI 📇 ☁️ - Semantic search over the StitchAPI documentation, returning relevant sections with deep links and full pages.
MarcellM01/TinySearch 🐍 🏠 - Self-hosted web research: SearXNG search with DuckDuckGo fallback, crawling, dense and BM25 reranking and deduplication into a cited, source-grounded prompt.
smeet666/mcp-ptitchef 📇 ☁️ 🍎 🪟 🐧 - Search Ptitchef recipes, browse ingredient categories, read ingredients, method, cost and nutrition, find dishes from fridge contents and rescale servings.
smeet666/mcp-bbc-goodfood 📇 ☁️ 🍎 🪟 🐧 - Search BBC Good Food recipes, read them in the original or US version, see accepted search facet values and rescale to any number of people.
smeet666/mcp-supertoinette 📇 ☁️ 🍎 🪟 🐧 - Read Supertoinette's French recipes: ingredients, steps, difficulty, cost, resting time and wine pairings, and rescale to any number of people.
AG-Bureau/mcp-search 🐍 🏠 - Search, page reading, images, screenshots and multi-source answers over your own SearXNG, reporting which engines were queried and what to distrust.

🔒 Security

fredyee/hallucc-mcp 📇 ☁️ - Claim-level hallucination detection with sources, agent trajectory verification, risk gating for computer-use actions and prompt-injection defense.
ucsandman/DashClaw 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Fail-closed approval layer for unattended agent runs: checks actions against org policy, requests human approval and logs every decision to a causal ledger.
26zl/cybersec-toolkit 🐍 🏠 🐧 - Install a large security toolset and discover and run it through an authorization-gated server for CTF, pentesting, bug bounty and DFIR.
AIops-tools/Compliance-AIops 🐍 🏠 - Turn other AIops tools' audit trails into tamper-evident, hash-chained evidence bundles mapped to HIPAA, PCI-DSS, SOC 2 and GDPR. Offline and deterministic.
dtkmn/mcp-zap-server ☕ 🏠 - Self-hosted OWASP ZAP integration with guided security scans, findings summaries and report generation.
felixpg13-glitch/spendshield 🐍 🏠 - Payment guardrails for AI agents: spend caps, budget and approval gates, prompt-injection defense, an encrypted secret vault and an audit trail.
rudimentall1/agentic-wallet-guardian-v3 🐍 🏠 - Self-hosted security layer that evaluates AI agents' proposed blockchain transactions and returns an explainable allow, warn or block decision.
M2M-Sentinel/m2m-sentinel-sdk 📇 ☁️ 🍎 🪟 🐧 - EVM bytecode capability analysis, EIP-1967 proxy resolution, gas recommendations and preflight safety checks for agents on Base.
nagameTW/mcp-server-malcolm 🐍 🏠 🍎 🪟 🐧 - Malcolm threat hunting: search and aggregate network traffic, query Suricata alerts, browse Arkime sessions and resolve NetBox assets. Read-only by default.
chasdaddy/basescope 📇 ☁️ - Read-only safety checks for Base and EVM: honeypot and rug-pull detection, risky approvals, verified source, balances, ENS and Basenames, gas and prices.
elang2/mcp-audit-gateway 📇 🏠 🍎 🪟 🐧 - Transparent MCP proxy that keeps a signed, hash-chained audit trail of agent tool calls, with YAML policy enforcement and OpenTelemetry export.
sachio222/54ch10-mcp 📇 ☁️ - JSON risk briefs for wallet addresses, tokens and URLs: scores, flags and sources from phishing, scam and URL-reputation heuristics, including OpenPhish.
moxno/privacyscrubber-mcp 📇 🏠 - Local, zero-trust masking of PII and secrets.
askalf/truecopy 📇 🏠 🍎 🪟 🐧 - Supply-chain gate for agent skills and MCP servers: detects poisoned tool definitions, pins servers by hash, checks drift in CI and proxies only pinned tools.
jamesdfinance-dev/lazaretto-mcp 📇 ☁️ 🏠 - Check lockfiles against malicious-package advisories and scan artifacts for credential theft, exfiltration, obfuscation, prompt injection and droppers.
RoscoNL/intodns-mcp-server 📇 ☁️ 🏠 🍎 🪟 🐧 - DNS and email security scans via IntoDNS.ai: SPF, DKIM, DMARC, DNSSEC, MTA-STS, BIMI, TLS, blacklist and deliverability checks plus security header analysis.
meloliva14/verity-mcp 🐍 ☁️ - Fail-closed trust gate for agents: fact-checking, prompt-injection detection, content moderation, PII and secret detection, and a pre-action guardrail.
astafford8488/agentaegis-mcp 📇 ☁️ - Scan MCP servers and skills before install, vet endpoints before calling them, and run vulnerability scans, threat intel and compliance checks.
Fronesis-Labs/dcl-webhook 🐍 ☁️ - Deterministic audit layer that checks LLM and agent outputs against jailbreak, safety and trading compliance policies and logs verdicts to a hash chain.
hernaninverso/eleion-scanner-mcp 📇 ☁️ - Register and verify domains, queue security scans (headers, TLS, DNS, ports, CVEs and AI-specific checks) and read findings.
qinisolabs/qiniso 📇 🏠 ☁️ - Verify IBAN, VAT, VIN, barcodes, national and tax IDs, crypto addresses, phone numbers, dates and holidays against checksums and curated data.
node-man/dechonet-mcp 📇 ☁️ - Domain security checks: DNS, DNSSEC, TLS grading, HTTP security headers, SPF, DKIM and DMARC, port scans, ASN, RDAP and WHOIS, plus an overall health score.
kakunin-ai/kakunin-mcp 🎖️ 📇 ☁️ 🏠 - Agent compliance and identity: verify an agent's X.509 certificate scope, read its behavioral risk score and append to an immutable audit trail.
honeylabshq/honeylabs-mcp 🐍 ☁️ - Honeypot threat intelligence from a sensor network: IP reputation, scanner classification, CVE probing trends and JA4, JA4H and HASSH fingerprints.
kent-tokyo/shohei 🦀 ☁️ 🏠 🍎 🪟 🐧 - Infrastructure diagnostics: DNS checks, TLS certificate chain inspection, email security, global DNS propagation and DNS latency benchmarking.
srinivasan-sundaresan95/orihime 🐍 🏠 🍎 🪟 🐧 - Cross-repository code knowledge graph for Java, Kotlin, JavaScript and TypeScript: call-flow tracing, taint analysis, reachability and license compliance.
suhui-organization/pod 📇 🏠 🍎 🐧 - Least-privilege compiler for agents: record real tool calls, compile a minimal policy, enforce it at an MCP gateway and keep a hash-chained audit.
alexar76/aimarket-mcp 🎖️ 🐍 🏠 ☁️ - SSRF-hardened web gateway with web fetch, web search and Metis verification, sharing an audited security core with Metis and ARGUS.
alexar76/aimarket-oracle-gateway 📇 ☁️ 🏠 🍎 🪟 🐧 - Verifiable oracle tools via AIMarket Hub: Platon VRF randomness, Chronos VDF computation and verification, and LUMEN reputation scores.
alexar76/argus 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - Query ARGUS-3 and check its status; WARDEN vets third-party MCP servers with a scored firewall, tool-definition pinning and drift detection.
alexfleetcommander/agent-trust-stack-mcp 🐍 📇 ☁️ 🏠 🍎 🪟 🐧 - Cryptographic provenance, blind reputation scoring and tamper-evident logging for agent interactions, with dispute resolution and trust-based matchmaking.
teodorofodocrispin-cmyk/trustboost-pii-sanitizer 🐍 ☁️ - Redacts emails, phone numbers, national IDs, private keys and financial data before text reaches LLMs, in English, Spanish, Portuguese, German and Japanese.
123Ergo/unphurl-mcp 📇 ☁️ - URL security signals: redirects, brand impersonation, domain age, SSL validation, parked-domain detection, structural analysis and DNS enrichment.
13bm/GhidraMCP 🐍 ☕ 🏠 - Ghidra plugin for binary analysis: function inspection, decompilation, memory exploration and import/export analysis.
82ch/MCP-Dandan 🐍 📇 🏠 🍎 🪟 🐧 - Real-time security framework for MCP servers that detects and blocks malicious agent behavior by analyzing tool call patterns and intent.
MARUCIE/authbox 📇 🏎️ 🏠 🍎 🪟 🐧 - Zero-knowledge password manager and MCP credential gateway: policy-gated agent access, deterministic passwords, BIP-39 recovery and a hash-chain audit trail.
Acacian/aegis 🐍 🏠 🍎 🪟 🐧 - Policy-based governance for agent tool calls across LangChain, OpenAI, Anthropic and MCP: YAML policies, approval gates, risk assessment and audit logging.
ajipurn/fida 🦀 🏠 - Local-first MCP gateway for coding agents that redacts detected secrets from file reads and command output before they reach model context.
adeptus-innovatio/solvitor-mcp 🦀 🏠 - Reverse engineering tools from Solvitor: extract IDL files from closed-source Solana smart contracts and decompile them.
aeoess/agent-passport-mcp 🎖️ 📇 ☁️ 🏠 - Agent identity, scoped delegation and governance: issue passports, verify narrowing-only delegation chains, enforce gateway policy and emit signed records.
beeswaxpat/chronoverify-mcp 📇 ☁️ 🍎 🪟 🐧 - Verify a photo's capture time and provenance: C2PA Content Credentials validation, EXIF/XMP consistency checks and pixel forensics combined into one verdict.
KOVY/agentforge-trust-mcp 📇 ☁️ - Query AgentForge Trust Scores for MCP servers before connecting, covering security, code health, behavioral audit, community trust and EU compliance.
AgentAvow/AgentAvow 🐍 ☁️ 🍎 🪟 🐧 - Signed, recomputable safety scores for MCP servers, packages and tools, with offline-verifiable attestations and a GitHub Action to gate CI merges.
AgentValet/AgentValet 📇 ☁️ 🏠 - Identity and credential broker for MCP servers: issues scoped, short-lived credentials per agent, with audit logging and human approval gates.
AperionAI/shield 🦀 🏠 🍎 🪟 🐧 - Local guardrail proxy for MCP servers: blocks destructive tool calls, pins tool catalogs against rug pulls and scans for tool poisoning and prompt injection.
arian-gogani/nobulex 📇 🏠 🍎 🪟 🐧 - Proof-of-behavior enforcement for AI agents: define permit/forbid/require rules, enforce them at runtime and keep hash-chained, tamper-evident audit logs.
9hannahnine-jpg/arc-gate-mcp 🐍 - Runtime governance for MCP tool calls that blocks prompt injection and capability abuse before tool results reach the agent.
agentward-ai/agentward 🐍 🏠 🍎 🪟 🐧 - MCP proxy that enforces least-privilege YAML policies on tool calls, classifies PII/PHI, detects dangerous skill chains and generates compliance audit trails.
agntor/mcp 📇 ☁️ 🍎 🪟 🐧 - Agent discovery and certification with a trust and payment rail: identity verification, escrow, settlement and reputation management.
maxfain/basedagents 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Agent identity registry (reputation, capability search, task marketplace, messaging) plus a local encrypted vault that leases provider keys to agents.
gaoharimran29-glitch/Cybersecurity-MCP-Server 🐍 🏠 🪟 🍎 🐧 - Local security reconnaissance: WHOIS, DNS and subdomain enumeration, Nmap scanning, TLS inspection, tech fingerprinting, CVE and IP reputation lookups.
vinaybhosle/agentstamp 📇 ☁️ - Trust intelligence for AI agents: identity stamps, reputation scoring, a registry, forensic audit trails and A2A passports via x402 micropayments.
jimmyracheta/AI-Runtime-Guard 🐍 🏠 🍎 🪟 - Runtime policy enforcement for AI agents that prevents accidental system damage and unauthorized access, with automatic backups before file writes.
airblackbox/air-blackbox-mcp 🐍 🏠 🍎 🪟 🐧 - EU AI Act compliance scanner for Python AI agents (LangChain, CrewAI, AutoGen, OpenAI) with prompt injection detection, risk classification and fix generation.
AIM-Intelligence/AIM-Guard-MCP 📇 🏠 🍎 🪟 🐧 - Security-focused safety guidelines and content analysis for AI agents.
alberthild/shieldapi-mcp 📇 ☁️ 🍎 🪟 🐧 - Security intelligence: HIBP password breach checks, email/domain/IP/URL reputation, prompt injection detection and skill supply chain scanning.
rudraneel93/mcp-guardian 📇 🏠 🍎 🪟 🐧 - Security and governance proxy for MCP with YAML policies (blocklists, rate limits, token budgets), token cost tracking, health monitoring and RBAC.
jamjet-labs/jamjet-policy 📇 🏠 🍎 🪟 🐧 - MCP interceptor that applies one YAML policy (block, require approval, audit, budget cap) to tool calls, also usable in Claude Code hooks and agent SDKs.
kastelldev/kastell 📇 ☁️ 🏠 🍎 🪟 🐧 - Server security auditing and hardening (SSH, firewall, Docker, TLS) with CIS/PCI-DSS/HIPAA mapping, fleet management and forensic evidence collection.
ark-forge/arkforge-mcp 🐍 ☁️ 🍎 🪟 🐧 - Third-party certifying proxy that signs any HTTP call with an independent Ed25519 signature, RFC 3161 timestamp and Sigstore Rekor anchor.
atomicchonk/roadrecon_mcp_server 🐍 🪟 🏠 - Analyze ROADrecon gather results from Azure tenant enumeration.
mirajmahmudul/agentdevx-sdk 📇 ☁️ - Identity and credential gateway for agents: Ed25519 identity, encrypted credential vault, OPA policies with audit logging, per-agent memory and web scraping.
behrensd/mcp-firewall 📇 🏠 🍎 🪟 🐧 - Deterministic security proxy for MCP that intercepts tool calls, enforces YAML policies, scans for secret leakage and logs everything.
Gowthaman90/mcp-bastion 📇 🏠 🍎 🪟 🐧 - Security proxy for MCP servers: tool-definition pinning, tool-poisoning and exfiltration detection, injection blocking, secret redaction and audit trails.
bluetieroperations-create/blackwall-mcp 📇 ☁️ - Risk gate that agents call before irreversible actions, returning a risk score, reversibility class, red flags and a proceed/confirm/human-required decision.
Perufitlife/web-exposure-mcp 📇 🏠 🍎 🪟 🐧 - Read-only check of a live URL for publicly exposed secret files: .git, .env, JS source maps, backup/SQL dumps, directory listings and dotfiles.
Bichev/agentradar-mcp 📇 ☁️ 🍎 🪟 🐧 - On-chain trust oracle for ERC-8004 and x402 agents: composite trust scoring, a scam wallet database, ERC-8004 identity lookup and EAS attestations on Base.
Buggy1111/anonymize-mcp 🐍 🏠 🍎 🪟 🐧 - Anonymize PII for GDPR in Czech and many other languages using ÚFAL/LINDAT NLP (MasKIT, NameTag), plus morphology, translation and spellcheck.
FoundryNet/mint-mcp 🐍 ☁️ 🎖️ - MINT Protocol work attestation for agents: cryptographically attest, verify, rate and discover agent work to build portable on-chain reputation.
BurtTheCoder/mcp-dnstwist 📇 🪟 ☁️ - Run dnstwist, a DNS fuzzing tool, to detect typosquatting, phishing and corporate espionage.
BurtTheCoder/mcp-maigret 📇 🪟 ☁️ - Search usernames across social networks and analyze URLs with maigret, an OSINT tool that collects account information from public sources.
BurtTheCoder/mcp-shodan 📇 🪟 ☁️ - Query the Shodan API and Shodan CVEDB: IP lookups, device searches, DNS lookups, vulnerability queries and CPE lookups.
BurtTheCoder/mcp-virustotal 📇 🪟 ☁️ - Query the VirusTotal API: scan URLs, analyze file hashes and retrieve IP address reports.
mcp-hangar/mcp-hangar 🐍 🏠 - Self-hosted policy enforcement for MCP server fleets: deterministic admission and egress policies, attributable audit logs and SIEM export.
Declade/lucairn-sdks 📇 ☁️ 🍎 🪟 🐧 - Privacy gateway that sanitizes German and English PII before prompts reach an LLM and issues a signed, timestamped certificate for each call.
chrbailey/promptspeak-mcp-server 📇 🏠 🍎 🪟 🐧 - Pre-execution governance for agent tool calls: risk classification, behavioral drift detection, a hold queue for dangerous operations and an audit trail.
bx33661/Wireshark-MCP 🐍 🏠 - Wireshark packet analysis: capture, protocol statistics, field extraction and security analysis.
Chimera-Protocol/csl-core 🐍 🏠 🍎 🪟 🐧 - Deterministic AI safety policy engine with Z3 formal verification: write, verify and enforce machine-verifiable constraints for AI agents.
co-browser/attestable-mcp-server 🐍 🏠 ☁️ 🐧 - Demonstrates remote attestation of an MCP server running in a Gramine TEE via RA-TLS, so clients can verify the server before connecting.
corewebvitals/state-of-cwv-mcp ☁️ - Core Web Vitals metrics by CMS, CDN and framework, based on Chrome field data and a multi-site crawl.
coreyhines/opnsense-mcp 🐍 📇 ☁️ 🏠 - OPNsense firewall operations via API: query ARP, DHCP, firewall rules, logs, interfaces, system status and packet captures.
creatorrmode-lead/avp-sdk 📇 ☁️ - Trust, W3C DID identity and EigenTrust reputation for AI agents, with attestations, disputes, sybil detection and IPFS audit anchoring.
Cubiczan/governed-mcp-gateway 📇 🏠 🍎 🪟 🐧 - HTTP MCP gateway that attaches a principal to tool calls and SSE streams, with allowlists and vault rotation.
Cubiczan/trust-ledger-os 📇 🏠 🍎 🪟 🐧 - Trust and risk control plane for AI teams, with phases, routes and a package catalog.
gebalamariusz/cloud-audit 🐍 🏠 🍎 🪟 🐧 - AWS security scanner with attack chain detection, breach cost estimation and remediation snippets for CLI and Terraform.
cyntrisec/cyntrisec-cli 🐍 🏠 - Local-first AWS security analyzer that discovers attack paths and generates remediations using graph theory.
dambuchs/redact-pdf-mcp 📇 ☁️ 🍎 🪟 🐧 - Permanently redact PII (names, emails, phone numbers, addresses, IBANs, card numbers) from PDFs, scans and screenshots, with multilingual OCR.
datanexusmcp/mcp-server 🏠 ☁️ - Public data lookups: CVE/SBOM security audits, license compliance, patents, federal contracts, NPI providers, nonprofit 990 filings and domain intelligence.
dnsdoctor/claude-plugin 🎖️ 🐍 ☁️ - Scan and fix a domain's email authentication (SPF, DMARC, DKIM, MX), blacklist status and domain/SSL expiry, with deterministic, validated fix records.
doublegate/CyberChef-MCP 📇 🏠 - GCHQ CyberChef's encryption, encoding, compression and forensics operations, plus analysis tools such as hash identification, cipher solving and RSA attacks.
duriantaco/skylos 🐍 🏠 🍎 🪟 🐧 - Dead code detection, security scanning and code quality analysis for Python, TypeScript and Go, with AI-assisted remediation.
elberacasa/umbra 📇 🏠 🍎 🪟 🐧 - Trust scores and guardrails for AI-generated code: static security rules, Docker-verified build/boot checks and receipts that catch agents lying about tests.
eliottreich/taskbounty-check 📇 🏠 🍎 🪟 🐧 - Local, read-only scanner for GitHub Actions and CI maintenance issues in AI-built apps, with finding explanations and fix plans.
emiliaprotocol/emilia-protocol 📇 🏠 - Requires a named human's approval before irreversible agent actions such as payments or deploys, then issues an offline-verifiable Ed25519 trust receipt.
Erodenn/fetch-guard 🐍 🏠 🍎 🪟 🐧 - URL fetcher and HTML-to-Markdown converter with layered prompt injection defense: hidden-element sanitization, risk scanning and content boundary wrapping.
firstorderai/authenticator_mcp 📇 🏠 🍎 🪟 🐧 - Securely interact with the Authenticator App.
forest6511/secretctl 🏎️ 🏠 🍎 🪟 🐧 - Secrets manager that injects credentials into commands as environment variables so agents never see plaintext secrets, and sanitizes command output.
forgemeshlabs/x402-notary-mcp 📇 ☁️ - Notarize AI model outputs with signed Ed25519 attestations, SHA-256 content hashes and Merkle anchoring on Base or Solana, paid via x402.
fosdickio/binary_ninja_mcp 🐍 🏠 🍎 🪟 🐧 - Binary Ninja plugin and bridge for automating binary analysis and reverse engineering.
fr0gger/MCP_Security 📇 ☁️ - Query the ORKL API to fetch threat reports, analyze threat actors and retrieve intelligence sources.
Gaffx/volatility-mcp - Memory forensics with Volatility 3, exposing plugins such as pslist and netscan through REST APIs.
gbrigandi/mcp-server-cortex 🦀 🏠 🍎 🪟 🐧 - Cortex integration for observable analysis and automated security responses.
gbrigandi/mcp-server-thehive 🦀 🏠 🍎 🪟 🐧 - TheHive integration for collaborative security incident response and case management.
gbrigandi/mcp-server-wazuh 🦀 🏠 🍎 🪟 🐧 - Access real-time security alerts and event data from Wazuh SIEM.
getaegis/aegis 📇 🏠 🍎 🪟 🐧 - Credential isolation proxy that injects secrets at the network boundary, with domain restrictions, agent authentication and audit logging.
Kjopstad-IT/rqwstr 🏎️ 🏠 - HTTP security testing toolkit (send, intruder, race, chain, out-of-band) with low-level HTTP/1.1 and HTTP/2 control: raw framing and connection pinning.
Kzino/vorim-mcp-server 📇 ☁️ 🍎 🪟 🐧 - Agent identity, trust and audit trails: Ed25519 agent registration, permission checks, tamper-evident audit events, trust scores and credential delegation.
gridinsoft/mcp-inspector 📇 ☁️ 🍎 🪟 🐧 - Domain and URL security analysis with GridinSoft Inspector to verify website and link safety.
goklab/guardvibe 📇 🏠 🍎 🪟 🐧 - Security scanner for vibe-coded apps (Next.js, Supabase, Stripe, Prisma and more): taint analysis, auto-fix, SARIF export, pre-commit hook and CVE detection.
ARKALDA/hejdar-mcp 🐍 ☁️ - Runtime policy enforcement for AI agents: evaluate actions against organization policies before execution, in observe or enforce mode.
goldmembrane/cleaner-code 📇 🏠 🍎 🪟 🐧 - Locally scans AI-generated code for invisible Unicode, Trojan Source, homoglyphs, rules file backdoors and typosquatting using static analysis and CodeBERT.
HaroldFinchIFT/vuln-nist-mcp-server 🐍 ☁️️ 🍎 🪟 🐧 - Query the NIST National Vulnerability Database (NVD) API.
haruodev/tamperlens-mcp 📇 ☁️ 🍎 🪟 🐧 - Document forensics via the Tamperlens API: detect post-creation edits, failed redactions and embedded prompt injection in PDFs, Office files and images.
hieutran/entraid-mcp-server 🐍 ☁️ - Microsoft Entra ID (Azure AD) directory, user, group, device, sign-in and security operations via Microsoft Graph.
I4cTime/quantum_ring 📇 🏠 🍎 🪟 🐧 - Quantum-inspired keyring for AI coding agents, securing secrets with superposition, entanglement, tunneling and teleportation.
icoretech/warden-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Manage Bitwarden and Vaultwarden vaults via the bw CLI: search, create, edit and organize logins, notes, cards, identities, SSH keys, folders and Sends.
infai-tech/vulnfeed-mcp 🐍 🏠 🍎 🪟 🐧 - Scans dependency lockfiles for vulnerabilities, prioritizes them by EPSS exploit probability and recommends fix versions, with monitoring and alerting.
intruder-io/intruder-mcp 🐍 ☁️ - Access Intruder to identify, understand and fix security vulnerabilities in your infrastructure.
itsalissonsilva/ModelSafetyMCP 🐍 🏠 - Scan ML model artifacts, URLs and directories for unsafe serialization, malicious patterns and risky packaging using ModelScan, PickleScan and heuristics.
inkog-io/inkog-mcp 📇 ☁️ - Audits agents and MCP servers for prompt injection, infinite loops, token bombing and missing human oversight, with EU AI Act and OWASP mapping.
jaimenbell/rails-mcp 🐍 🏠 - Self-hosted default-deny action registry, append-only spend-intent ledger and human sign-off audit trail for gating irreversible agent actions.
joergmichno/clawguard-mcp 🐍 🏠 - Security scanner for AI agents that detects prompt injections using regex patterns.
jnMetaCode/shellward 📇 🏠 🍎 🪟 🐧 - Agent security middleware with layered defenses: prompt injection detection, DLP data flow tracking, command blocking and PII detection.
JoeyBrar/agentseal-mcp 📇 🏠 - Action logs for AI agents: records every action in a SHA-256 hash chain as an audit trail.
jonnybottles/patch-tuesday-mcp 🐍 🏠 ☁️ 🍎 🪟 🐧 - Microsoft Patch Tuesday triage from the MSRC Security Update Guide: monthly rollups, CVE/KB lookups, supersedence chains and EPSS/CISA KEV urgency ranking.
jtang613/GhidrAssistMCP ☕ 🏠 - Native Ghidra integration with GUI configuration, logging and no external dependencies.
jyjune/mcp_vms 🐍 🏠 🪟 - Retrieve live and recorded video from a CCTV recording program (VMS) and control it, such as opening live or playback dialogs for specific channels and times.
juanisidoro/securecode-mcp 📇 ☁️ 🍎 🪟 🐧 - Encrypted secrets vault for Claude Code that injects secrets into local files so the AI never sees raw values, with audit logs and per-model access rules.
LaurieWired/GhidraMCP ☕ 🏠 - Autonomous reverse engineering with Ghidra: decompile binaries, rename methods and data, and list methods, classes, imports and exports.
luiacuaniello/perspectivegraph 🎖️ 🏎️ 🏠 🍎 🪟 🐧 - Attack-path engine for cloud and Kubernetes: list routes from internet exposure to sensitive assets, explain each hop, find choke points and simulate fixes.
mariocandela/beelzebub ☁️ - Honeypot framework for building decoy MCP tools that an agent would never use in normal work, to detect prompt injection and malicious agent behavior.
mobb-dev/mobb-vibe-shield-mcp 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Mobb Vibe Shield identifies and remediates vulnerabilities in human and AI-written code.
MoltyCel/moltrust-mcp-server 🐍 ☁️ 🍎 🪟 🐧 - Trust infrastructure for AI agents: register DIDs, verify identities, query reputation scores, rate agents and manage W3C Verifiable Credentials.
msaad00/agent-bom 🐍 🏠 ☁️ 🍎 🪟 🐧 - AI supply chain security scanner: discovers MCP clients, scans dependencies for CVEs, maps blast radius to credentials and tools, and generates SBOMs.
mrexodia/ida-pro-mcp 🐍 🏠 - IDA Pro plugin for binary analysis: decompilation, disassembly and automatic malware analysis reports.
mrz1880/mcp-keycloak-admin 📇 🏠 - Administer Keycloak via its Admin REST API: users, roles, clients, groups, identity providers, federation and events, with a read-only mode.
muhannad-hash/mcp-shield 📇 🏠 🍎 🪟 🐧 - Pre-install security scanner for MCP servers: detects backdoors, exfiltration code, obfuscation, dangerous execution, prompt injection and supply chain risks.
nh4ttruong/secobserve-mcp 🐍 🏠 ☁️ 🍎 🪟 🐧 - SecObserve vulnerability and license management: triage observations, manage products and rules, import scan reports and SBOMs, run scans and generate VEX.
rob925/mcp-shield 🐍 🏠 🍎 🪟 🐧 - Static security scanner for MCP servers and agent tools: detects secrets, shell execution, risky tool descriptions, environment access and prompt injection.
nickgeorgeseo/mcp-gatehouse 🐍 🏠 - Permission tiers, approval gates and secret-redacting audit logging enforced inside MCP servers at the tool boundary, with a demo order-desk server.
nickpending/mcp-recon 🏎️ 🏠 - Conversational recon with httpx and asnmap: domain analysis, security header inspection, certificate analysis and ASN lookups at multiple recon levels.
operantlabs/operant-mcp 📇 ☁️ 🏠 - Security testing tools for penetration testing, network forensics, memory analysis and vulnerability assessment.
OrygnsCode/opa-mcp-server 📇 🏠 ☁️ 🍎 🪟 🐧 - OPA and Rego policy toolkit wrapping the OPA CLI and Regal: format, lint, evaluate, test and benchmark policies, manage the OPA REST API and explain decisions.
Pentagonal-ai/pentagonal 📇 ☁️ - Generate, audit, fix and compile smart contracts on Ethereum, Solana, Base and other chains, with adversarial multi-agent pen testing and honeypot detection.
P4ST4S/mcp-audit 🏎️ 🏠 - Transparent proxy that intercepts, signs, rate-limits, redacts and audits MCP tool calls without modifying client or server.
panther-labs/mcp-panther 🎖️ 🐍 ☁️ 🍎 - Use Panther's SIEM platform in natural language to write detections, query logs and manage alerts.
piiiico/proof-of-commitment 📇 ☁️ 🏠 🍎 🪟 🐧 - Supply chain risk scoring for npm, PyPI, Cargo and Go packages from behavioral signals: publisher depth, release consistency and maintenance patterns.
pullkitsan/mobsf-mcp-server 🦀 🏠 🍎 🪟 🐧 - Static and dynamic analysis of Android and iOS apps with MobSF.
ppcvote/misp-mcp-server 📇 🏠 🍎 🪟 🐧 - Read-only MISP threat intelligence (events, attributes, search, tags, feeds, galaxies) with prompt injection scanning of every response.
project-feldspar-resources/feldspar-scan 🐍 ☁️ 🏠 🐧 - Deterministic security scan of public git repositories: vulnerable dependencies via OSV, hard-coded secrets and risky config lint, as file:line findings.
qianniuspace/mcp-security-audit 📇 ☁️ - Audit npm package dependencies for security vulnerabilities with real-time checks against the npm registry.
rafapra3008/cervellaswarm 🐍 🏠 🍎 🪟 🐧 - Verify agent communication protocols with session types and Lean 4 proofs to catch deadlocks and role violations; includes a linter, formatter and LSP.
rad-security/mcp-server 📇 ☁️ - Query the RAD Security API for Kubernetes and cloud security findings, reports and runtime data.
radareorg/r2mcp 🍎 🪟 🐧 🏠 🌊 - Disassemble and inspect binaries for reverse engineering with the Radare2 disassembler.
rev2ret/SecureAudit-MCP 📇 🏠 🍎 🪟 🐧 - Static C/C++ memory-safety scanning and PE/ELF binary protection audits (ASLR, DEP/NX, SafeSEH, PIE), with remediation via secure templates.
roadwy/cve-search_mcp 🐍 🏠 - Query the CVE-Search API: browse vendors and products, get CVEs by ID and list the latest updated CVEs.
Rul1an/assay 🦀 🏠 🍎 🪟 🐧 - Fail-closed policy-as-code proxy for MCP that denies risky tool calls, produces offline-verifiable evidence bundles and enforces egress via eBPF and Landlock.
safedep/vet 🎖️ 🏎️ ☁️ 🍎 🪟 🐧 - Locally check npm and PyPI packages, such as those suggested by AI coding tools, for vulnerabilities and malicious code.
samvas-codes/dawshund_mcp ☁️ 🏠 - Enumerate AWS IAM data, analyze effective permissions and visualize access relationships across users, roles and resources, based on dAWShund.
sanyambassi/ciphertrust-manager-mcp-server 🐍 ☁️ 🏠 🐧 🪟 - Thales CipherTrust Manager integration for key management, cryptographic operations and compliance monitoring.
sanyambassi/thales-cdsp-cakm-mcp-server 🐍 ☁️ 🏠 🐧 🪟 - Thales CDSP CAKM integration for key management, cryptographic operations and compliance monitoring for Microsoft SQL Server and Oracle databases.
sanyambassi/thales-cdsp-crdp-mcp-server 📇 ☁️ 🏠 🐧 🪟 - Integration with the Thales CipherTrust Manager RESTful Data Protection service.
SaravananJaichandar/etch-mcp 🐍 ☁️ 🍎 🪟 🐧 - Signed audit chain for AI agent decisions: events are signed, Merkle-chained per project, anchored to public transparency logs and verifiable offline.
scamverifyai/scamverify-mcp 📇 ☁️ - Scam and threat checks for phone numbers, URLs, texts, emails, documents and QR codes using FTC/FCC complaints, URLhaus and ThreatFox, with risk scores.
scalekit-inc/scalekit-mcp-server 🎖️ 📇 ☁️ - Manage Scalekit organizations, users and SSO.
Thezenmonster/agentscore-mcp-server 📇 ☁️ 🍎 🪟 🐧 - Security trust layer that monitors MCP packages on npm for install scripts, command injection, hardcoded secrets, capability drift and publisher posture.
thyn-ai/algenta-sdk 🎖️ 🐍 ☁️ 🏠 🍎 🪟 🐧 - Algenta decision engine: dataset discovery, exact queries, utility models, decision memory and governed agent runs with approvals and execution receipts.
tomjwxf/scopeblind-gateway 📇 🏠 - Security gateway that wraps MCP servers with per-tool policies, approval gates and optional signed receipts, in shadow (log-only) or enforce mode.
securityfortech/secops-mcp 🐍 🏠 - Security testing toolbox that combines open source tools behind a single interface for pentesting, bug bounty hunting and threat hunting.
sekera-radim/impri 🎖️ 📇 ☁️ 🏠 - Self-hostable human-in-the-loop approval inbox: humans approve, reject or edit proposed agent actions via web, mobile, Slack, Discord or Telegram.
semgrep/semgrep 🎖️ 🐍 ☁️ - Scan code for security vulnerabilities using Semgrep.
sgateway/s-gw 📇 🏠 🍎 🪟 🐧 - Local credential gateway for coding agents: agents get handles instead of raw secrets, and one-time approvals inject credentials only into approved commands.
GUCCI-atlasv/skillssafe-mcp 📇 ☁️ - Scan SKILL.md files, MCP configs and system prompts for credential theft, prompt injection, zero-width character attacks and ClawHavoc indicators.
slouchd/cyberchef-api-mcp-server 🐍 ☁️ - Use CyberChef operations through the CyberChef server API.
sidclawhq/platform 📇 🏠 ☁️ 🍎 🪟 🐧 - Governance proxy that wraps MCP servers with policy evaluation, human approval workflows and hash-chain audit trails.
Chronolapse411/sicarius-guard 📇 ☁️ - Solana token safety oracle: byte-level SPL mint analysis, honeypot detection, freeze/mint authority checks, Birdeye market data and composite risk scoring.
sint-ai/sint-protocol 📇 🏠 🍎 🪟 🐧 - MCP governance proxy with capability tokens, tiered approvals, fail-closed execution and tamper-evident audit receipts, plus preflight tool-risk scanning.
Skyrxin/sast-mcp-server 🐍 🏠 🍎 🪟 🐧 - SAST/DAST scanners (Bandit, Semgrep, Trivy, CodeQL, OWASP ZAP and more) with closed-loop remediation, SARIF/SBOM/VEX export and compliance reporting.
snyk/studio-mcp 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Embeds Snyk's security engines into agentic workflows to secure AI-generated code in real time and work through vulnerability backlogs faster.
sp3ak/safenode-mcp-gateway 📇 🏠 ☁️ 🍎 🪟 🐧 - Fail-closed policy proxy for MCP tool calls that denies, warns on or holds each call for human approval before forwarding, with client-side redaction.
StacklokLabs/osv-mcp 🏎️ ☁️ - Query the OSV (Open Source Vulnerabilities) database by package version or commit, batch-query multiple packages and get vulnerability details by ID.
swnotmetal/Project-Koma 🎖️ 📇 🏠 🍎 🪟 🐧 - Classify input for prompt injection and out-of-scope content with Koma Gate's LLM-based classifier.
Synvoya/codeinspectus 📇 🏠 🍎 - Local security scanner for AI-generated JS/TS that combines Opengrep, Gitleaks and Trivy with checks for exposed secrets, Supabase RLS and prompt injection.
velvetway/minreestr-mcp 🐍 ☁️ 🍎 🪟 🐧 - Search the Russian software registry for import-substitution and FSTEC/FSB-certified products, with full-text search and manufacturer listings.
vespo92/OPNSenseMCP 📇 🏠 - Manage and interact with the OPNsense open source firewall in natural language.
vikasny30/aletheia-mcp 📇 🏠 🍎 🪟 🐧 - Deterministic pre-execution filter for agent tool calls that blocks scope creep (credential reads, SSRF, destructive shell/SQL) and prompt injection.
wei9072/aegis 🦀 🏠 🍎 🪟 🐧 - Admission control for agent file edits: checks syntax, structural-cost regressions and workspace boundaries, returning BLOCK, WARN or PASS verdicts.
zboralski/ida-headless-mcp 🏎️ 🐍 🏠 🍎 🪟 🐧 - Headless IDA Pro binary analysis with concurrent sessions and Il2CppDumper and Blutter metadata import for Unity and Flutter reverse engineering.
zekebuilds-lab/captcha-mcp 📇 🏠 🍎 🪟 🐧 - Middleware that gates MCP tool calls behind a Hashcash proof-of-work challenge or an L402 Lightning payment via self-hosted LNbits.
zinja-coder/apktool-mcp-server 🐍 🏠 - Automate reverse engineering of Android APKs with Apktool.
takleb3rry/zitadel-mcp 📇 ☁️ 🏠 - Zitadel identity management: manage users, projects, OIDC apps, roles and service accounts in natural language.
taniwhaai/arai 🦀 🏠 🍎 🪟 🐧 - Enforces rules from existing agent instruction files (CLAUDE.md, .cursorrules) by blocking prohibited tool calls and logging per-rule compliance verdicts.
toan203/osv-ui 📇 🏠 🍎 🪟 🐧 - Visual CVE audit dashboard for npm, Python, Go and Rust using OSV data, with browser-based human review and fixes applied only after confirmation.
ScopeBlind/verify-mcp 📇 🏠 🍎 🪟 🐧 - Offline verification of Ed25519/JCS-signed artifacts such as receipts, manifests and audit bundles.
zinja-coder/jadx-ai-mcp ☕ 🏠 - JADX decompiler plugin providing live, LLM-assisted reverse engineering.
loglux/authmcp-gateway glama 🐍 ☁️ 🏠 🍎 🪟 🐧 - Auth proxy for MCP servers: OAuth2 with DCR, JWT, RBAC, rate limiting, multi-server aggregation and a monitoring dashboard.
jstibal/openterms-mcp 🐍 ☁️ - Ed25519-signed consent receipts and a policy engine for agents: spending caps, action allowlists, escalation thresholds and JWKS-backed provider verification.
arthurpanhku/DocSentinel 🐍 ☁️ 🏠 🍎 🪟 🐧 - Automate cybersecurity assessment of documents, questionnaires and reports to surface risks, compliance gaps and remediations, using a RAG knowledge base.
urldna/mcp 🐍 ☁️ 🍎 🪟 🐧 - URL scanning and phishing triage: capture DOM snapshots, network requests and screenshots, and hunt historical scans with a custom query language.
uchit/mcp-regulated-ai-compliance 📇 🏠 🍎 🪟 🐧 - Regulated-industry AI compliance knowledge: control lookup, use-case classification and crosswalks for EU AI Act, NIST AI RMF, ISO 42001, APRA, GDPR and more.
iamredmh/volta-mcp-server 📇 ☁️ 🍎 🪟 🐧 - Burn-after-read encrypted Volta Notes for agents: hand off credentials between users and agents without secrets appearing in chat history.
zkproofport/proofport-ai 📇 ☁️ - Generate zero-knowledge proofs of identity claims (Coinbase KYC, country, Google OIDC, Microsoft 365) without revealing personal information.
zyx77550/sparda 📇 🏠 🍎 🪟 🐧 - Injects a live, reversible MCP server into a running Express, FastAPI or Next.js app, with safe reads by default and writes gated behind human confirmation.
cuttalo/depscope 📇 ☁️ 🏠 - Package intelligence across many ecosystems: health, vulnerabilities (OSV, CISA KEV, EPSS), typosquats, malicious packages, alternatives and breaking changes.
UnboundCompute/lachesis 🐍 🏠 🍎 🐧 - Code property graph for C, Python and TypeScript: callers/callees, data and taint flow with source-to-sink witnesses, points-to and guard/sink structure.
UPinar/contrastapi 🐍 ☁️ - Security intelligence: CVE/EPSS/KEV lookups, domain recon (DNS, WHOIS, SSL, subdomains), IOC threat intel, OSINT and code scanning for secrets and injection.
vaulted-fyi/vaulted-mcp-server 📇 🏠 🍎 🪟 🐧 - Share end-to-end encrypted, self-destructing secrets from an agent, reading them from env vars or files so they stay out of LLM context.
mopanc/depguard 📇 🏠 🍎 🪟 🐧 - Pre-install npm package checks: static analysis, supply-chain attack detection, vulnerability audits, AI hallucination guard and CycloneDX SBOM generation.
shyshlakov/pci-dss-mcp 🏎️ 🏠 🍎 🪟 🐧 - PCI DSS static analysis for Go payment code: finds PAN/CVV exposure, weak crypto, missing audit logs and vulnerable deps, each mapped to a PCI requirement.
layervai/qurl-mcp 📇 ☁️ 🍎 🪟 🐧 - Mint, resolve, audit and rotate expiring, scope-limited access links (qURLs) via the qURL API.
zw008/VMware-Harden 🐍 ☁️ - Read-only VMware vSphere compliance scanning and drift detection against CIS, vSphere SCG, China DJCP 2.0 and PCI-DSS, with remediation suggestions.
WRG-11/wrg-sigma-rules 🐍 🏠 ☁️ 🍎 🪟 🐧 - Write, validate and convert Sigma detection rules for Splunk, Elastic, Kibana and Wazuh, backed by a rule corpus covering MITRE ATT&CK tactics.
BeBraveBeKind/mcpskills-server 📇 🏠 🍎 🪟 🐧 - Scores MCP servers, AI skills and npm packages before install, scanning for prompt injection, credential theft and supply-chain risk, with a go/no-go gate.
gautam-u/sieve-mcp 🏠 🍎 - Local macOS scanner for secrets leaked into AI tool chat transcripts, with redacted findings, placeholder-only redaction and Keychain-backed command execution.
yessGlory17/job-verify 🐍 ☁️ 🍎 🪟 🐧 - Check recruiters and job offers for scams: cross-checks company registration, domain age, look-alike domains, blocklists and crypto-scam databases.
shieldly-io/mcp 🎖️ 📇 ☁️ - Analyze AWS IAM policies and CloudFormation templates with Shieldly to flag privilege-escalation paths, wildcards and over-permissive access.
OksigeniaSL/checker-mcp 📇 🏠 - Local-first domain security and privacy checker: live SPF, DMARC, DKIM, DNSSEC, TLS, CAA and security header checks, scored with remediation advice.
mcpindex-ai/mcp-server-mcpindex 📇 ☁️ 🍎 🪟 🐧 - Find MCP servers by describing a task and get advisory trust screens before connecting, using the mcpindex directory.
calllint/calllint 📇 🏠 - Offline pre-flight security linter for MCP servers, agent tools and skills that returns SAFE, REVIEW, BLOCK or UNKNOWN verdicts without executing them.
quantakrypto/pqc-tools 📇 🏠 ☁️ - Post-quantum readiness: scan code for quantum-vulnerable cryptography (RSA, ECDH, ECDSA, DH), get ML-KEM/ML-DSA/SLH-DSA migration guidance and verify fixes.
williamblakecunningham-max/screenverity-mcp 📇 ☁️ - U.S. exclusion, debarment and license screening (OIG LEIE, SAM.gov, state boards) with an Ed25519-signed receipt of the exact list snapshots checked.
trustscoreagent/trustscoreagent 🎖️ 📇 ☁️ - Check the reputation of AI microservices and public APIs before calling them and submit ratings afterward, via an open trust registry.
mastyf-ai/mastyf.ai 📇 🏠 🍎 🪟 🐧 - Runtime security proxy for MCP that blocks prompt injection, SSRF, shell/SQL injection and credential exfiltration, plus trust scores for npm MCP packages.
timescale/rsigma 🎖️ 🦀 🏠 🍎 🪟 🐧 - Author, lint, validate and convert Sigma detection rules with RSigma, evaluate and explain detections against log events, and inspect correlation state.
dengyier/OpenWorkProof 🐍 🏠 ☁️ - Verifiable execution protocol for agent tool calls: signed policy decisions, causal evidence chains and offline verification from a SQLite ledger.
aggrete/aggrete 🐍 🏠 ☁️ - Policy proxy that refuses forbidden tool calls, stopping prompt-injection exfiltration and forbidden data combinations across Slack, Drive, GitHub and more.
aurumflux20/seal 🐍 🏠 - Exactly-once payments for agents: prevents double settlement across processes and retries, confirms charges with the provider and reconciles out-of-band spend.
Jiangw2718i/frisk 📇 🏠 ☁️ - Screen x402 payment counterparties before paying: address sanity, payTo swap, transport safety and spend policy checks with an allow, review or block verdict.
epistemedeus/skillguard 📇 🏠 - Static scanner that checks Claude Code skills, plugins and MCP servers for exfiltration, install hooks and prompt injection before you install them.
CTRLRun/ctrlrun 🐍 🏠 - Execution safety for agent actions: a YAML-policy gateway that allows, holds or denies tool calls, plus an approval queue and hash-chained receipts.
Drumworks/ssid-mcp 📇 ☁️ - MAC address (OUI) vendor lookup with randomized-address detection, plus router default login IPs and admin credentials cited to manufacturer documentation.
oleg-vdv/kepil 🐍 🏠 - Accountability layer for AI agents: per-version passports, per-job mandates with spending limits, a fail-closed action gate and a hash-chained journal.
boy-offi9-inc/hexforge-gateway 📇 🏠 ☁️ 🐧 - APK reverse engineering workspace that orchestrates jadx, apktool, adb and Frida through a workflow engine, on Termux (Android) or PC.
gostanos/smallprint-action 📇 ☁️ - Query the Small Print record: versioned, diffed tool descriptions and schemas of MCP servers, skills and plugins, with graded changes and public advisories.
aurelio-nakamura/cmdxray 📇 🏠 🍎 🪟 🐧 - Offline safety gate for agent shell commands: rates each command as danger, caution or none and explains every flag, pipe, redirect and subshell.
Top-Celestial-Company-Ltd/DROS-VajraClaw-Hacker 🐍 🏠 🐧 🪟 🍎 - Deterministic execution governance gateway and W3C DID security guardrail for AI agent MCP tool calls.

Integration with social media platforms to allow posting, analytics, and interaction management. Enables AI-driven automation for social presence.

HasData/instagram-mcp 📇 ☁️ - Public Instagram data: profiles and post feeds by handle, with follower counts, captions, hashtags and mentions parsed as JSON.
HasData/facebook-mcp 📇 ☁️ - Public Facebook pages and profiles as JSON: likes, followers, talking-about counts, contact details and post feeds with reactions.
HasData/youtube-mcp 📇 ☁️ - YouTube search, video and channel data and transcripts as JSON.
HasData/tiktok-mcp 📇 ☁️ - Public TikTok data as JSON: profile lookup, account videos, comments and reply threads, and keyword search over videos or creators.
06ketan/substack-ops 🐍 🏠 - Manage Substack posts, notes, comments, replies, reactions and restacks, with a propose-then-confirm reply flow, audit log and dry-run by default.
AdesiaHQ/bangermap-integrations 📇 🏠 🍎 🪟 🐧 - YouTube outlier research: rank a channel's uploads against its own baseline (Shorts and long-form separately), compare channels and find niche overperformers.
AstaBlackClove/posthive 📇 🏠 - Schedule and manage social media posts on Bluesky, Threads, Instagram, LinkedIn, Mastodon, YouTube, X, Discord and more, with a draft-first workflow.
abhineet34/linkedin-mcp-server 📇 🏠 - Create, edit and delete LinkedIn posts (text, image, article), upload images, fetch profiles, look up company pages and check follower counts.
adaptlypost/agent 🎖️ 📇 ☁️ - Schedule and cross-post to Instagram, TikTok, YouTube, X, LinkedIn and more, with per-platform captions, bulk scheduling, draft approval and media upload.
anwerj/youtube-uploader-mcp 🏎️ ☁️ - Upload videos to YouTube directly from an AI assistant.
arjun1194/insta-mcp 📇 🏠 - Instagram analytics: account overviews, posts, followers and following lists, post insights, and search for users, hashtags or places.
arslan2012/qpost-mcp 🎖️ 📇 ☁️ 🏠 - Video-first publishing: schedule, publish, update, delete and retry video and image posts on YouTube, TikTok and Instagram.
BelleKou/mcp-viral-transformer 🐍 🏠 - Turn URLs into viral posts with a remake command.
checkra1neth/xbird 📇 ☁️ 🏠 🍎 🪟 🐧 - Post tweets, search, read timelines, manage engagement and upload media on Twitter/X using browser cookies.
conorbronsdon/postlint-mcp 📇 🏠 - Check posts against real character limits before publishing on X, Bluesky, LinkedIn, Threads, Mastodon and Discord, including URL and emoji weighting.
conorbronsdon/substack-mcp 📇 ☁️ - Read Substack posts, manage drafts, publish Notes, get comments and upload images; it cannot publish or delete posts.
davidmosiah/tiktok-agent-publisher 📇 🏠 ☁️ 🍎 🪟 🐧 - Local-first TikTok Content Posting API server and CLI with OAuth readiness checks, dry-run publishing and live uploads only when explicitly enabled.
devag7/linkedin-mcp 📇 🏠 - LinkedIn via an authenticated browser session: profiles, people/job/company search, feed, messaging and gated writes (connect, post, react, comment).
farukkolip/tiktapdown-mcp 📇 🏠 🍎 🪟 🐧 - TikTok creator toolkit: watermark-free video downloads, hashtag sets by niche, recommended posting times by country and viral hook formulas.
gwbischof/bluesky-social-mcp 🐍 🏠 - Interact with Bluesky via the atproto client.
helbertparanhos/postforme-mcp-pro 📇 🏠 ☁️ 🍎 🪟 🐧 - Publish, schedule, edit, delete and analyze social posts on Instagram, TikTok, YouTube, X, LinkedIn and more via Post for Me, with a read-only mode.
HagaiHen/facebook-mcp-server 🐍 ☁️ - Manage Facebook Page posts, comments and engagement metrics through the Graph API.
drashrafsaiyed-cyber/instagram-mcp 🐍 ☁️ - Control Instagram via the Instagram Login API: publish photos, reels and carousels, read account insights, manage comments and reply to DMs.
ihuzaifashoukat/x-use 🐍 🏠 🍎 🪟 🐧 - Multi-account X (Twitter) automation via a real Chrome session: posting, replies, search, engagement and scheduled actions, with draft approval by default.
jj-cheng25/weixin-articles-mcp 🐍 ☁️ 🍎 🪟 🐧 - Read WeChat Official Account articles as multimodal content: body text, images and video keyframes, including Tencent Video, native and Channels embeds.
jorgenclaw/nostr-mcp-server 📇 ☁️ - Sign and publish Nostr events, paid per call in sats over Lightning.
Kadenzo/kadenzo-mcp 📇 ☁️ - Schedule and analyze posts on Instagram, TikTok, X, LinkedIn and more: media upload, AI captions, recommended posting times, analytics, listening and comments.
karanb192/reddit-mcp-buddy 📇 🏠 - Browse Reddit posts, search content and analyze user activity.
king-of-the-grackles/reddit-research-mcp 🐍 ☁️ - Reddit market and competitive research: find subreddits via semantic search, fetch posts and comments with full citations and manage research feeds.
kunallunia/twitter-mcp 🐍 🏠 - Twitter management: timelines, user tweets, hashtag monitoring, conversation and sentiment analysis, direct messages and full post lifecycle control.
llmops-pro/marketplace-mcp 📇 🏠 - Run a Shopstr or Nostr marketplace storefront: create and update stalls and products in both NIP-15 and Shopstr's NIP-99-based listing formats.
macrocosm-os/macrocosmos-mcp 🎖️ 🐍 ☁️ - Real-time X, Reddit and YouTube data with filtering by search phrase, user and date.
mambalabsdev/mcp-bluesky-brand-presence-mapper 📇 ☁️ - Resolves a company domain to its Bluesky account with exact follower, following and post counts.
mambalabsdev/mcp-linkedin-post-engager-capture 📇 ☁️ - Get recent posts from LinkedIn profiles and company pages with engagement counts and publicly visible commenters.
mambalabsdev/mcp-pinterest-brand-presence-mapper 📇 ☁️ - Resolves a company domain to its Pinterest business account with exact follower, pin and board counts.
MarceauSolutions/fitness-influencer-mcp 🐍 🏠 ☁️ - Workflow automation for fitness content creators: jump-cut video editing, revenue analytics and branded content creation.
mikusnuz/meta-mcp 📇 ☁️ - Instagram Graph API, Threads API and Meta platform tools for publishing, comments, insights, hashtags, DMs and token management.
milcho0604/velog-mcp 📇 🏠 🍎 🪟 🐧 - Velog blog integration: read and search posts, stats, tags and series; writes default to drafts or private posts, and public publishing is opt-in.
mobileshop9991-star/clipwise-mcp 📇 ☁️ - Short-form video creator tools: TikTok trend search by country, plus use-case scenarios for video analysis, competitor research and content strategy.
pendpost/pendpost 📇 🏠 - Local-first social media drafting and scheduling for Instagram, LinkedIn, X, Nostr, WordPress, Ghost and more, behind a human approval gate.
Perufitlife/postwire-mcp 📇 ☁️ - Post to TikTok, Instagram, YouTube, X, LinkedIn, Bluesky, Telegram, Mastodon and Discord through a single tool.
peturgeorgievv-factory/postfast-mcp 📇 ☁️ - Schedule and manage social media posts on Instagram, Facebook, TikTok, X, LinkedIn, YouTube, Threads, Pinterest, Bluesky and Telegram.
posteverywhere/mcp 📇 ☁️ 🏠 - Schedule and publish across Instagram, LinkedIn, TikTok, X, YouTube and more, with campaigns, bulk operations, media, analytics, webhooks and AI captions.
postmcp/postmcp-mcp-server 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - Publish and schedule posts to LinkedIn, X, Facebook, Instagram, Threads, Bluesky and YouTube Shorts, with preflight checks, brand kits and image generation.
publora/mcp-server 🎖️ 📇 ☁️ - Schedule and publish posts via Publora to X, LinkedIn, Instagram, Threads, TikTok, YouTube and more, with media upload and LinkedIn analytics.
scrape-badger/scrapebadger-mcp 🐍 ☁️ - Access Twitter/X data, including user profiles, tweets, followers, trends, lists and communities, via the ScrapeBadger API.
signal-found/sf-mcp 🐍 ☁️ 🏠 🍎 🪟 🐧 - Reddit outreach via Signal Found: find prospects posting about problems your product solves, send personalized DMs and manage an outreach CRM.
sinanefeozler/reddit-summarizer-mcp 🐍 🏠 ☁️ - Summarize a user's Reddit homepage or any subreddit from its posts and comments.
socialintel/socialintel-mcp 🐍 ☁️ - Search Instagram influencers by niche, country, demographics or follower count for usernames, bios, follower counts, categories and public business emails.
sofya-co/sofya-mcp 🎖️ 📇 ☁️ - Web tools via the Sofya API: full-content web search, URL and PDF fetching as Markdown, prompt-based data extraction and cited multi-source deep research.
glennprime/synthnet-mcp 🎖️ 📇 ☁️ - SynthNet, a social network for AI agents: join with a keypair, paint a daily self-portrait, reply to humans and agents, and keep a persistent reputation.
taisly/agent 📇 ☁️ - Publish or schedule social videos to TikTok, Instagram Reels, YouTube Shorts, X and Facebook through Taisly, with account discovery and video validation.
bulatko/vk-mcp-server 📇 ☁️ - Access the VK (VKontakte) social network API: users, walls, groups, friends, newsfeed, photos and community stats.
solnk-dev/solnk-mcp 🎖️ 📇 ☁️ - Publish and schedule content via Solnk to X, Instagram, TikTok, YouTube, LinkedIn and more, with drafts, media upload and post analytics.
timkulbaev/mcp-linkedin 📇 ☁️ - Publish, comment and react on LinkedIn via the Unipile API, with dry-run by default.
tokportal/tokportal-mcp 🎖️ 📇 ☁️ - Managed TikTok, Instagram and YouTube accounts run by TokPortal's human account managers, with video upload, scheduling, analytics and webhooks.
realMNohgee/hermtica 📇 ☁️ - Browse and search Hermtica, a social network and marketplace for AI agents: feed, trending items, agent profiles and marketplace stats.
Upload-Post/upload-post-mcp 🎖️ 📇 ☁️ 🏠 - Publish, schedule and analyze posts on TikTok, Instagram, YouTube, LinkedIn, Facebook, X, Reddit and more via Upload-Post, including comments and DMs.
veezeehq/veezee-mcp 🎖️ ☁️ - Real-time LinkedIn, X (Twitter) and Reddit data: profiles, companies, posts, search and sentiment.
Vovala14/vynly-mcp 📇 ☁️ - Post AI-generated images to Vynly, an AI-only social feed, and read and search the feed, with provenance support (C2PA, SynthID, XMP).
Xquik-dev/x-twitter-scraper 📇 ☁️ - X (Twitter) automation: post tweets, reply, like, retweet, follow, DM, search, extract data, run giveaways and monitor accounts.
ilyautov/vk-mcp-ru 🐍 🏠 🍎 🪟 🐧 - VK API access: wall posts, communities, messages, market items, ads and stats, with plain-language method search and a read/write/destructive safety gate.

🔮 Spirituality & Esoterica

Astrology, tarot, numerology, Vedic systems, Human Design and other divinatory or esoteric tools — for AI agents that compute charts, draw cards, run dasha cycles, or generate horoscopes.

adityarya24/astro-skill 🐍 🏠 🍎 🪟 🐧 - Vedic astrology: kundali, Vimshottari dasha, panchang, gochar and Sade Sati, ashtakavarga, guna milan, divisional charts and Hindi janma patrika PDFs.
alexsu1212/freebazi-mcp 📇 🏠 🍎 🪟 🐧 - Offline Bazi (Four Pillars) charts with True Solar Time: Day Master, Ten Gods, hidden stems, Na Yin, Shen Sha, branch relations and Da Yun luck pillars.
arthiqlabs/vedaksha 🦀 🏠 🍎 🪟 🐧 - Self-hosted Vedic astrology: natal charts, dashas, vargas, shadbala, ashtakavarga, panchanga, transits, muhurta search, synastry and property-graph export.
asterwise/asterwise-mcp 🐍 ☁️ - Vedic and Western astrology: natal and divisional charts, Vimshottari dasha, panchanga, muhurta, compatibility matching, KP, Lal Kitab, numerology and tarot.
astroway/astroway-mcp 📇 ☁️ 🍎 🪟 🐧 - AstroWay Calculation API: natal charts, synastry, transits, Vedic dashas and vargas, tarot, numerology, Human Design and AI horoscopes.
davidmosiah/astral-mcp 📇 🏠 🍎 🪟 🐧 - Astrology tools for natal charts, current transits, synastry, Moon phases and birthplace lookup, with privacy modes for compact payloads.
mihnin/stellara-mcp 📇 ☁️ 🍎 🪟 🐧 - Deterministic Western astrology via Swiss Ephemeris: natal charts, transits, synastry and a birthplace resolver with coordinates and historical UTC offsets.
nmhaaa3218/TuViMCP 🐍 🏠 🍎 🪟 🐧 - Vietnamese Tử Vi horoscope calculation: traditional pattern evaluations, transit charts, auspicious date checking and chart rendering.
openephemeris/openephemeris-MCP 🎖️ 📇 🏠 🍎 🪟 🐧 - Astrology from the NASA JPL DE440 ephemeris: natal, synastry, progressions, transit search, Human Design, Vedic, BaZi and astrocartography.
openfate-ai/bazi-mcp 📇 🏠 🍎 🪟 🐧 - Deterministic Bazi (Four Pillars) calculations with True Solar Time, lunar/solar conversion, Da Yun luck cycles, branch interactions and reverse Bazi lookup.
socraticsurge/telugu-calendar-utilities 🐍 🏠 - Telugu Panchangam (Hindu almanac): tithi, nakshatra, muhurta windows, festivals, good-day finder, gochara transits and daily rasi phalalu.

🏃 Sports

Tools for accessing sports-related data, results, and statistics.

persistmcp/aim 🐍 ☁️ - Workout memory: logs sets, weights, estimated 1RM, per-muscle volume and recovery so the next session is planned from your training history.
anup-shesh/garmin-local-mcp 🐍 🏠 🍎 🪟 🐧 - Local-first Garmin data warehouse: incremental SQLite sync with trends, lag-aware correlations, personal baselines, anomaly detection and FIT-file import.
arturogarrido/claudinho 📇 🏠 🍎 🪟 🐧 - Live scores, fixtures, standings and read-only prediction-market signals for the 2026 World Cup.
Backspace-me/sportscore-mcp 📇 ☁️ 🍎 🪟 🐧 - Live scores, standings, top scorers, player stats and knockout brackets for football, basketball, cricket and tennis.
bartokulus/openfoot-mcp 📇 ☁️ 🍎 🪟 🐧 - Football fixtures, results, standings, lineups, live timelines, shot-level xG and match context (form, Elo, rest, head-to-head) via the OpenFoot API.
cloudbet/sports-mcp-server 🏎️ ☁️ - Sports data via the Cloudbet API: upcoming events, live odds, stake limits and market info across soccer, basketball, tennis, esports and more.
DanielTomaro13/sportsdata-mcp 🐍 🏠 🍎 🪟 🐧 - Live sports data and cross-book odds from bookmakers like Betfair, Pinnacle and FanDuel, league feeds, racing, and Kalshi and Polymarket prediction markets.
davidmosiah/whoop-mcp 📇 🏠 ☁️ 🍎 🪟 🐧 - Local-first access to WHOOP recovery, HRV, sleep, strain and performance data, with tokens stored locally.
dohyung1/x402-fpl-api 🐍 🏠 - Personalized Fantasy Premier League insights: captain picks, transfer suggestions, differentials, fixture outlook, price predictions and live points.
csjoblom/musclesworked-mcp 📇 ☁️ - Exercise-to-muscle mapping: look up muscles worked by exercises, analyze workouts for gaps and find alternative exercises ranked by muscle overlap.
evanatpizzarobot/draftcall-mcp 📇 ☁️ 🍎 🪟 🐧 - NFL fantasy football: head-to-head player comparisons, PPR, half-PPR and standard rankings, positional scarcity and bye-week conflicts, with cited sources.
googlarz/suunto-mcp 📇 ☁️ 🍎 🪟 🐧 - Suunto watch data via the Suunto API: workouts, time-series samples, FIT decoding, GPX export, 24/7 activity, sleep and recovery/HRV.
guillochon/mlb-api-mcp 🐍 🏠 - Proxy to the public MLB API for player info, stats and game information.
iFan6oy/flash-props-mcp 📇 ☁️ - Live sports betting player props for NBA, MLB, NFL, NHL, NCAA and soccer, unified from sportsbooks with American odds, pre-game and live.
JamsusMaximus/trainingpeaks-mcp 🐍 🏠 - Query TrainingPeaks workouts, analyze CTL/ATL/TSB fitness metrics and compare power and pace PRs.
jordanlyall/wc26-mcp 📇 🏠 🍎 🪟 🐧 - FIFA World Cup 2026 data: matches, teams, venues, city guides, fan zones, visa requirements, injuries, odds and standings.
khaoss85/arvo-mcp 📇 ☁️ - Arvo AI workout coach: access training data, workout history, personal records and body progress.
krmisystems/fantasy-football-manager 🐍 🏠 🪟 🐧 - ESPN fantasy football tools: draft simulations, lineup recommendations and browser actions within configurable user limits.
labeveryday/nba_mcp_server 🐍 🏠 - Live and historical NBA statistics: player stats, game scores, team data and advanced analytics.
lacausecrypto/mcp-sports-hub 📇 🏠 🍎 🪟 🐧 - Aggregated sports data: live scores, standings, player stats and betting odds for NFL, NBA, MLB, NHL, soccer, tennis, cricket, golf, MMA, F1 and esports.
livetennisapi/livetennisapi-mcp 📇 ☁️ 🍎 🪟 🐧 - Real-time ATP, WTA, Challenger and ITF tennis data: live scores, players, fixtures, model win probability and match-winner market prices.
lumifyai/lumify 📇 ☁️ - Sports intelligence: schedules, live scores, odds, betting splits and explainable bet confidence.
mikechao/balldontlie-mcp 📇 - Player, team and game information for the NBA, NFL and MLB via the balldontlie API.
Milofax/xert-mcp 📇 ☁️ - XERT cycling analytics: fitness signature (FTP, HIE, PP), training status, workouts, activities with XSS metrics and MPA analysis.
NasserAlbusaidi/macrofactor-mcp 🐍 🏠 🍎 🐧 - Combines MacroFactor nutrition data with Garmin training data for recovery checks, daily briefings, weekly reports and nutrition-performance correlations.
partymola/bosch-flow-mcp 🐍 ☁️ 🏠 - Read-only Bosch eBike Flow (Smart System) data: battery health and charge cycles, components and firmware, live charge level and per-ride activity.
partymola/fitbit-mcp 🐍 ☁️ 🏠 - Fitbit Web API access with a local SQLite cache and trend analysis for heart rate, activity, exercises, sleep, weight, SpO2 and HRV.
partymola/google-health-mcp 🐍 ☁️ 🏠 - Google Health API with a local SQLite cache, offline mode and trend analysis for heart rate, activity, sleep, weight, SpO2, HRV, ECG and irregular rhythms.
partymola/withings-mcp 🐍 ☁️ 🏠 - Withings Health API with a local SQLite cache and trend analysis for body composition, sleep, activity, workouts and ECG.
proplineapi/propline-mcp 📇 ☁️ - Live sports betting odds, cross-book +EV and graded prop resolution against box scores for MLB, NBA, NHL, NFL, soccer and UFC.
r-huijts/firstcycling-mcp 📇 ☁️ - Cycling race data from FirstCycling: start lists, race results, rider information and statistics.
r-huijts/strava-mcp 📇 ☁️ - Access Strava data via the Strava API.
rajanshxrma/cadence 🐍 🏠 🍎 - Local-first health context from WHOOP and Apple Health: sleep, recovery, workouts and personal baselines in a local SQLite store.
rajdeepmondaldotcom/whoop-mcp-server 🐍 🏠 🍎 🪟 🐧 - WHOOP recovery, sleep, strain and workouts with trend analysis, lag-aware correlations, training load and full-history export, plus a demo mode.
RobSpectre/mvf1 🐍 ☁️ - Control MultiViewer, an app for watching motorsports like Formula 1, World Endurance Championship and IndyCar.
shkyyy18/mi_fitness_data_bridge 🐍 🏠 ☁️ - Unofficial Mi Fitness connector: local SQLite storage and JSON/CSV exports of sleep, activity, workouts and other records.
slaat/garmin-connect-workouts-mcp 📇 🏠 - Create structured Garmin Connect workouts from natural language: pace, HR, power and cadence targets, repeat blocks, swim strokes and pool lengths.
TheRundown/data-mcp 🎖️ 📇 ☁️ 🏠 - Read-only TheRundown data for sports, markets, affiliates, events, futures and open main-line odds.
XWeaponX7/rundida-mcp 📇 ☁️ - Running calculators: pace, time and distance, race time predictions (Riegel formula), heart rate training zones (Karvonen method) and marathon event data.
seang1121/sports-betting-mcp 🐍 ☁️ 🍎 🪟 🐧 - Sports betting picks, odds, injuries and line movement for NBA, NHL, NCAAB and MLB, with visual bet slip cards showing edges.
turnnoblindeye/wellness-project-mcp 🎖️ ☁️ - Read workouts, sleep, nutrition and recovery data from Apple Health, Fitbit, Oura and Google Health Connect, with inline chart widgets.
willvelida/mcp-afl-server ☁️ - Australian Football League teams, ladder standings, results, tips and power rankings via the Squiggle API.
wmmg101/kilter-mcp 🐍 ☁️ 🍎 🪟 🐧 - Unofficial, read-only access to your Kilter Board climbing logbook: sessions, sends, projects, grade pyramid, progression and wall-angle comparison.
Zsadigzade/trainbud 📇 🏠 🍎 🪟 🐧 - Local analysis of Garmin Connect activities, sleep, recovery, body composition, stress and VO2 max against 28-day baselines, with memory for goals and races.

🎧 Support & Service Management

Tools for managing customer support, IT service management, and helpdesk operations.

webmilmind1/deskcrew-mcp ☁️ - Support desk for AI agents: run tickets with per-action x402 USDC payments, or create and run a bounty board owned by the paying wallet.
aikts/yandex-tracker-mcp 🐍 ☁️ 🏠 - Search and retrieve Yandex Tracker issues, queues and users.
asyntai/mcp-bridge 🎖️ 📇 ☁️ - Manage your website's Asyntai AI support agent: knowledge base, agent instructions, conversations and leads, live visitor replies and plan usage.
Berckan/bugherd-mcp 📇 ☁️ - BugHerd bug tracking: list projects, filter tasks by status, priority or tag, get task details and read comments.
crisphive/crisphive-mcp 🎖️ ☁️ - Field-service dispatch and technician scheduling: book jobs against live availability, quote and confirm, and reschedule around emergencies.
effytech/freshdesk-mcp 🐍 ☁️ - Interact with Freshdesk modules and perform support operations.
omnom62/freshdesk-mcp 🏎️ ☁️ 🏠 - Self-hosted Freshdesk server: ticket search, conversations, attachment text extraction, image OCR and status, group and company enrichment.
incentivai/quickchat-ai-mcp 🐍 🏠 ☁️ - Expose your Quickchat AI agent as an MCP server, giving AI apps real-time access to its knowledge base and conversational capabilities.
michaelrice/zendesk-mcp 🐍 ☁️ 🍎 🪟 🐧 - Read and write Zendesk tickets, comments, views, macros, users, groups, organizations and time tracking, with optional Help Center and GitLab integration.
nguyenvanduocit/jira-mcp 🏎️ ☁️ - Atlassian Jira operations: issue management, sprint planning and workflow transitions.
raalarcon9705/jira-mcp 📇 ☁️ - Jira and Confluence: issue CRUD, sprint lifecycle, comments, transitions, user management and wiki pages.
selic/mcp-itglue 📇 ☁️ - IT Glue, the MSP documentation platform: semantic search over documentation, document and flexible-asset read/write, and role-based access control.
sooperset/mcp-atlassian 🐍 ☁️ - Search, read, create and manage Confluence and Jira content, supporting Confluence Cloud, Jira Cloud and Jira Server/Data Center.
tracegazer/invgate-service-desk-mcp 🐍 ☁️ - InvGate Service Desk: incidents, users, knowledge base, assets, custom fields, workflows and time tracking, read-only by default with opt-in writes.

🌎 Translation Services

Translation tools and services to enable AI assistants to translate content between different languages.

KyaniteLabs/DialectOS 📇 🏠 - Spanish dialect localization: translate and QA-check text across 25 regional variants with register control, structure preservation and quality gates.
mmntm/weblate-mcp 📇 ☁️ - Weblate translation management: translation tasks, project management and content discovery with format transformations.
RaiGanja/kaeris-mcp 🐍 ☁️ - Translate app string files (JSON, .arb, .po, .strings, Android XML) into 46 languages with placeholder-safe, reproducible output.
shuji-bonji/xcomet-mcp-server 📇 🏠 - Translation quality evaluation with xCOMET models: quality scoring, error detection with severity levels and batch processing.
translated/lara-mcp 🎖️ 📇 ☁️ - Translate text with the Lara Translate API, including language detection and context-aware translations.
waxberry-dev/live-translate-mcp 📇 🏠 🍎 🐧 - Real-time English-Mandarin speech translation: local Whisper transcription, translation via the Claude API and local speech synthesis with Piper TTS.

🎙️ Speech-to-Text

eviscerations/whisper-windows-mcp 📇 🏠 🪟 - Local audio and video transcription on Windows using whisper.cpp with Vulkan GPU acceleration: batch processing, multilingual support and background jobs.
ankurmans/pepys-mcp 📇 ☁️ 🏠 - Transcribe audio, video, YouTube links and podcast feeds via Pepys, with speaker diarization, SRT/VTT export and transcript search.
spokenmd/spoken 📇 ☁️ - Search podcast episodes and fetch published transcripts as Markdown with real speaker names via the Spoken API.

🎧 Text-to-Speech

Tools for converting text-to-speech and vice-versa

daisys-ai/daisys-mcp 🐍 🏠 🍎 🪟 🐧 - Generate text-to-speech and text-to-voice audio with the DAISYS platform, and play and store the generated audio.
fasuizu-br/brainiall-mcp-server 🐍 ☁️ - Speech tools: pronunciation assessment with phoneme-level feedback, speech-to-text with language detection and text-to-speech with multiple voices.
forgemeshlabs/voice-mcp 📇 ☁️ - Pay-per-call x402 speech generation on Base: multiple voices, personas and languages, speed and quality controls, OpenAI-style requests and batch audio.
loudreader/loudkit 🐍 🏠 🍎 🪟 🐧 - Local text-to-speech from an on-device model with multiple voices and languages, cloned voice profiles and WAV, FLAC, MP3 or Opus output.
mbailey/voice-mcp 🐍 🏠 - Voice interaction: speech-to-text, text-to-speech and real-time voice conversations via local microphone, OpenAI-compatible APIs and LiveKit.
mberg/kokoro-tts-mcp 🐍 🏠 - Text-to-speech with the open-weight Kokoro TTS models, saving MP3s locally or uploading them to an S3 bucket.
transcribe-app/mcp-transcribe 📇 🏠 - Transcribe audio and video files and voice memos and work with their text content.
ybouhjira/claude-code-tts 🏎️ ☁️ 🍎 🪟 🐧 - Text-to-speech for Claude Code using OpenAI's TTS API, with multiple voices and cross-platform playback.

🚆 Travel & Transportation

Access to travel and transportation information. Enables querying schedules, routes, and real-time travel data.

HasData/airbnb-mcp 📇 ☁️ - Search Airbnb stays by location, dates and guests, and read full listing details (price, amenities, host, reviews) as JSON.
HasData/booking-mcp 📇 ☁️ - Search Booking.com stays by destination and dates, and read full property details (rooms, rates, facilities, review scores) as JSON.
afiliptsov/pickadive-mcp 🎖️ ☁️ - Scuba dive planning: ranked dive-forecast windows, month-by-month climatology, marine-life seasonality from GBIF sightings and dive site facts.
SEKeener/airtreks-mcp 📇 ☁️ - Multi-city flight routing: plan round-the-world trips, validate Star Alliance and oneworld routings, and get per-segment carrier recommendations.
alcylu/nightlife-mcp 📇 ☁️ - Tokyo nightlife: event discovery, venue search, performer info, recommendations and VIP table booking.
amirdaraee/luxembourg-mcp 🎖️ 🐍 ☁️ 🏠 - Luxembourg public data: laws, statistics, live parking and traffic, weather alerts, environment, parliament, geodata, GTFS stops and the open-data catalogue.
AutomationSquadOS/mcp-samsara 📇 🏠 - Unofficial Samsara fleet management: vehicles and live locations, route creation and optimization, driver records, Hours-of-Service compliance and webhooks.
Autonomad1/autonomad-travel 📇 ☁️ - Travel agent: search live flights, hotels, activities and events worldwide and complete bookings on Autonomad.
campertunity/mcp-server 🎖️ 📇 🏠 - Search campgrounds worldwide on Campertunity, check availability and get booking links.
cobanov/teslamate-mcp 🐍 🏠 - Query Tesla vehicle data and analytics from your TeslaMate database.
Departi/mcp-server ☁️ - Travel compliance and booking for digital nomads in Europe: visa requirements, tax residency, Schengen 90/180-day tracking, accommodation and transport.
flight-master-dast/aviation-data-mcp 🎖️ 📇 ☁️ - Flight Master DAST aviation data: flight status, route search, onboard comfort, delay and cancellation risk, airport weather and flight trajectories.
Flightmussy/sunshine-atlas-mcp 📇 ☁️ - Monthly sunshine scores, temperatures, rainfall and sea temperatures for destinations: sunny-month rankings, when-to-visit lookups and comparisons.
Flightmussy/trainrouter-atlas 📇 ☁️ - World train-route atlas: search notable high-speed, scenic and night train routes and get facts and geometry for each.
forgemeshlabs/travel-agent-mcp 📇 ☁️ - Travel utilities and x402 pay-per-call travel intelligence: disruption checks, day trips, weekend getaways, weather-aware planning and currency conversion.
forgemeshlabs/travel-mcp 📇 ☁️ - Travel search workflow: airport lookup, route comparison, timing guidance and external booking links via generic travel search providers.
gondola-ai/gondola-mcp 🎖️ ☁️ - Cash and award (points) rates side by side for hotels, flights and rental cars, with cents-per-point valuations, loyalty balances, rate alerts and booking.
gregoriofraile/gasolineras-mcp 🐍 ☁️ - Fuel prices at gas stations in Spain from the Spanish government's open data API, sorted by price per municipality.
sitebox/kids-stay-mcp 🎖️ ☁️ - Kid-friendly hotels in Japan: search by verified conditions such as baby beds, diaper-friendly baths and kids' meals, with sources and verification dates.
HemmaBo-se/hemmabo-mcp-server 📇 ☁️ 🎖️ - Direct booking for vacation rentals: discover a host's domain, verify signed stay offers, check live availability and prices, and book with the host.
haomingkoo/japan-seasons-mcp 📇 ☁️ - Japan seasonal travel: cherry blossom forecasts, autumn leaves, flower spots, fruit picking and festivals, using Japan Meteorological Corporation data.
lodordev/mcp-teslamate-fleet 🐍 🏠 - TeslaMate analytics and Tesla Fleet API commands: telemetry, driving history, energy analytics and remote control of climate, charging, locks and sentry.
helpful-AIs/triplyfy-mcp 📇 ☁️ - Plan and manage Triplyfy itineraries with interactive maps, places and notes, and search and save flights.
isabellaliebgott/mcp-esim 📇 ☁️ - Buy travel eSIMs via Stripe or Bitcoin checkout and receive the QR code by email.
jordantete/verychic-mcp 🐍 🏠 - Read-only access to VeryChic flash-sale hotel deals: search and filter offers and check availability and prices by date.
klabianco/plantrip-mcp-server 📇 🏠 - Travel planning via Plantrip: day-by-day itineraries, packing lists, weather insights and trip cost estimates, each as a shareable page.
KyrieTangSheng/mcp-server-nationalparks 📇 ☁️ - U.S. National Parks data from the National Park Service API: park details, alerts, visitor centers, campgrounds and events.
lucygoodchild/mcp-national-rail 📇 ☁️ - UK National Rail train schedules and live travel information via the Realtime Trains API.
mafedelahoz/mcp-cuddlynest 📇 ☁️ - Search CuddlyNest hotels by destination and read live room options, prices, availability and cancellation policies from public listing pages.
MarceauSolutions/rideshare-comparison-mcp 🐍 ☁️ - Compare real-time Uber and Lyft fare estimates for a route, including surge, and find the cheapest option.
MattJeff/orizn-mcp-server 📇 ☁️ - Visa requirements for passport-destination pairs in 15 languages: visa types, required documents and travel tips.
onvaou-app/onvaou-itineraires-mcp 🎖️ 📇 ☁️ - Bike, e-bike, kick scooter, motorcycle, wheelchair and walking routes across Europe from the On va où ? Routing API, with safe, balanced and fast variants.
openbnb-org/mcp-server-airbnb 📇 ☁️ - Search Airbnb and get listing details.
OctoTrip/rental-cars 🐍 ☁️ - Rental car search with real-time prices from multiple providers worldwide.
pab1it0/tripadvisor-mcp 📇 🐍 - Tripadvisor API access: location data, reviews and photos.
PeanutSplash/chelaile-mcp 📇 🏠 🍎 🪟 🐧 - Real-time bus and metro data in China via Chelaile: arrival times, vehicle positions, timetables, nearby stops and transit routing.
Perufitlife/aviation-mcp 📇 ☁️ - Aviation data: decoded METAR weather by ICAO code, airport and aircraft specs, an aviation glossary and FAA-style practice questions.
asokore/pifini-mcp 📇 ☁️ - Events, reviewed places and ticket checkout in the Caribbean and Latin America: search festivals and venues, read reviews and create Stripe checkout links.
Pradumnasaraf/aviationstack-mcp 🐍 ☁️ 🍎 🪟 🐧 - Real-time flight data from the AviationStack API: airline flights, airport schedules, future flights and aircraft types.
prosperkartik/hostaway-mcp 📇 ☁️ - Read-only access to Hostaway vacation rental management: listings, reservations, calendar availability, guest conversations and owner financials.
r-huijts/ns-mcp-server 📇 ☁️ - Dutch Railways (NS) travel information, schedules and real-time updates.
roamzy-io/mcp-server 🎖️ 📇 ☁️ - Buy and manage a global eSIM, paying per MB in USDT or USDC on chains such as TRON, Solana, Polygon and TON.
rsiva2294/madurai-transit-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Madurai CityBus transit: direct and one-transfer route planning, TNSTC stage fare breakdowns, platform bay departures and bilingual stop search.
skedgo/tripgo-mcp-server 📇 ☁️ - Multi-modal trip planning, transport locations and real-time public transport departures via the TripGo API.
snenenenenenene/transita-mcp-server 📇 ☁️ 🏠 - Visa eligibility matching across immigration pathways in 15 countries: score a profile against government criteria and compare ranked pathways.
SoapyRED/freightutils-mcp 📇 ☁️ - Freight tools: ADR dangerous goods, HS codes, LDM, CBM and chargeable weight calculators, duty estimation, airline codes and UN/LOCODE.
srinath1510/alltrails-mcp-server 🐍 ☁️ - Search AllTrails hiking trails and get detailed trail information.
street1983nk/infranode 🐍 ☁️ - German public infrastructure open data: weather, air quality, traffic, transit, parking and roadworks from DWD, Umweltbundesamt, Mobilithek and GovData.
tickadoo/tickadoo-mcp 📇 ☁️ - Discover and book theatre, shows, events, tours and experiences worldwide via tickadoo, with real-time prices, availability and booking links.
trendbender/italy-transfer 📇 ☁️ - Compare real-time train, bus, ferry and private transfer prices between Italian cities.
shaikhspeare/wanderlog-mcp 📇 ☁️ - Read and edit Wanderlog trip itineraries: trips, places, notes, hotels, checklists and dates.
vbhjckfd/timetable-api-node 📇 ☁️ - Real-time Lviv (Ukraine) public transport: stop arrivals, live vehicle positions, route geometry and nearby stop discovery.
vessel-api/vesselapi-mcp 📇 ☁️ - Maritime vessel tracking via VesselAPI: search vessels and get real-time positions, ETAs, port events, emissions, inspections and NAVTEX safety messages.
victorlane/Flyan 🐍 ☁️ - Unofficial Ryanair flight search: find one-way fares, explore destinations by country or region and find the cheapest day to fly between two airports.
VirajMishra1/wander-agent 🐍 🏠 🍎 🪟 🐧 - Personal travel agent: flights, hotels, visa checks, itineraries, travel advisories, currency conversion and card points/miles optimization.
Emanuele94/SimBrief-MCPServer 🐍 🏠 🍎 🪟 🐧 - Access your SimBrief flight plans: weather (METAR/TAF/ATIS), fuel plan, weights, ATC flight plan, navlog, NOTAMs, alternates and performance analysis.

🔄 Version Control

Interact with Git repositories and version control platforms. Enables repository management, code analysis, pull request handling, issue tracking, and other version control operations through standardized APIs.

dockndevai/mcp-azure-devops 📇 🏠 🍎 🪟 🐧 - Azure DevOps work items, repos, pull requests, pipelines and projects, with access modes, project allowlists, protected projects and delete confirmation.
adhikasp/mcp-git-ingest 🐍 🏠 - Read and analyze GitHub repositories.
costajohnt/oss-autopilot 📇 ☁️ 🏠 🍎 🪟 🐧 - Open source contribution manager: PR tracking across repos, issue discovery, CI failure diagnosis and maintainer response drafting.
daniloneto/bitbucket-mcp 📇 ☁️ - Bitbucket Cloud pull-request review: read PRs, diffs, comments, commits and files, post inline or general comments, approve or request changes.
ddukbg/github-enterprise-mcp 📇 ☁️ 🏠 - GitHub Enterprise API integration.
Doucs91/hivelore 📇 🏠 - Policy gate for agent-written code: briefs agents on repo-specific team rules and blocks commits that reintroduce documented mistakes via Git hooks and CI.
firelock-ai/kin 🦀 🏠 🍎 🪟 🐧 - Graph-native code repository that shows what a code change might affect before you make it.
github/github-mcp-server 📇 ☁️ - GitHub integration for repository management, pull requests, issues and more.
gitopia/gitopia-mcp-server 🏎️ 🏠 🍎 🪟 🐧 - Gitopia decentralized Git: repos, issues, PRs, labels, releases, bounties and DAO proposals, with an approval mode for human-in-the-loop.
HasanJahidul/git-insight-mcp 📇 🏠 🍎 🪟 🐧 - Semantic git queries: blame grouped by author, introducing PR, co-change suggestions, branch hygiene, recent-work standups and full commit context.
jaimenbell/github-mcp 🐍 ☁️ - Unofficial read/write access to the GitHub REST API, with configurable tool groups, writes off by default and typed rate-limit handling.
jmrplens/gitlab-mcp-server 🏎️ ☁️ 🏠 🍎 🪟 🐧 - GitLab REST API v4 coverage with meta-tools, resources and prompts, plus read-only and safe modes.
JaviMaligno/mcp-server-bitbucket 🐍 ☁️ - Bitbucket repository management: PRs, pipelines, branches, commits, deployments, webhooks, tags, branch restrictions and source browsing.
JoeGlenn1213/lgh 🏎️ 🏠 🍎 🪟 🐧 - Local Git hosting for coding agents: serve any directory as an HTTP Git remote with push events, commit statuses, secret and large-file detection and backups.
kaiyuanxiaobing/atomgit-mcp-server 📇 ☁️ - AtomGit integration for repository management, pull requests, issues, branches, labels and more.
kopfrechner/gitlab-mr-mcp 📇 ☁️ - Interact with issues and merge requests in your GitLab projects.
linnea-bakshi/gha-doctor 🏎️ ☁️ 🏠 🍎 🪟 🐧 - Read-only GitHub Actions health checks: wasted CI compute costs, flaky tests from job logs, slow-run analysis and workflow linting with auto-fix previews.
madeinplutofabio/vibe-revert 📇 🏠 🍎 🪟 🐧 - Local safety layer for coding agents: deterministic risk checks, checkpoints and policy inspection, plus restoring files to their pre-session state.
modelcontextprotocol/server-git 🐍 🏠 - Read, search and analyze local Git repositories.
MongLong0214/commitlore 📇 🏠 🍎 🪟 🐧 - Returns active decision records for a path before an agent edits it: constraints, ruled-out alternatives and warnings, stored as git trailers and notes.
mshegolev/gitlab-ci-mcp 🐍 ☁️ 🏠 - GitLab CI/CD pipelines, jobs, schedules, merge requests and files, for GitLab SaaS or self-hosted instances.
nikolay-e/diffctx 🐍 🏠 🍎 🪟 🐧 - Selects the minimum code context needed to understand a git diff, using deterministic graph-based fragment selection under a token budget.
noordeen123/culprit 🐍 🏠 🍎 🪟 🐧 - Offline root-cause analysis for coding agents: rank the commit that introduced a regression, map a feature's blast radius and verify a fix is complete.
QuentinCody/github-graphql-mcp-server 🐍 ☁️ - Unofficial access to GitHub's GraphQL API for flexible queries on repository data, issues, pull requests and other resources.
rafim-dev/mcp-smart-git 📇 🏠 🍎 🪟 🐧 - Git helper for conventional commits, pre-PR secret audits and merge conflict resolution.
raohwork/forgejo-mcp 🏎️ ☁️ - Manage your repositories on a Forgejo or Gitea server.
ReviewGate/reviewgate 🎖️ 📇 🏠 🍎 🪟 🐧 - Code review against your team's written rules: a generator finds issues and an independent judge filters them, with a pre-push gate and PR bot.
TamiShaks-2/git-context-mcp 🐍 🏠 - Structured Git repository analysis: project status, recent activity, code map and risk hotspots.
Tiberriver256/mcp-server-azure-devops 📇 ☁️ - Azure DevOps integration for repository management, work items and pipelines.
wkoverfield/quilt 📇 🏠 🍎 🪟 🐧 - Line-level authorship in a shared Git checkout: multiple coding agents work in one repo, each committing only its own lines, with symbol-level claims.
zach-snell/bbkt 🏎️ ☁️ 🍎 🪟 🐧 - Bitbucket Cloud workspaces, repos, PRs, pipelines, issues and source code, hiding tools the API key cannot use.
zarcherlot/code-relay 🏎️ 🏠 🍎 🪟 🐧 - Branch-scoped runbooks and cross-machine verification with auditable receipts for coding agents.

🏢 Workplace & Productivity

adacreativeco/ada-turbo-ai-mcp 🐍 🏠 🪟 🍎 🐧 - Agency OS: specialized AI roles with a real-time retro Pixel Office visualizer and a multi-provider LLM engine.
alex13slem/openproject-codex-plugin 📇 ☁️ 🏠 🍎 🪟 🐧 - OpenProject API v3 with Community Edition support: search, create, update, assign, prioritize and comment on work packages.
CrossPaste/crosspaste-desktop 🎖️ ☕ 🏠 🍎 🪟 🐧 - Cross-device clipboard manager: search synced clipboard history, read OCR text from copied images and add new clipboard items.
mayeu20/nerdychefs-mcp 📇 ☁️ 🍎 🪟 🐧 - Search and browse the NerdyChefs.ai prompt library by task, open prompt packs or pick a random prompt.
ni-c/rustpad-mcp 📇 🏠 🍎 🪟 🐧 - Read and edit self-hosted Rustpad collaborative pads, merging edits live with human typing and requiring confirmation to replace a pad.
wisflux/docmost-local-mcp 🦀 🏠 🍎 🪟 🐧 - Read and write spaces, pages, comments and members in self-hosted Docmost, including the Community Edition.
temporal-cortex/mcp 🦀 ☁️ 🏠 - Calendar middleware for scheduling, multi-calendar availability and conflict-free booking across Google Calendar, Outlook and CalDAV, with RRULE expansion.
Agentled/mcp-server 📇 ☁️ - Workflow orchestration with long-term memory and a knowledge graph: lead enrichment, content publishing, company research and media production.
ap311036/ews-meeting-mcp 🐍 🏠 🍎 🪟 🐧 - Schedule Outlook meetings on on-premises Exchange (EWS): resolve attendees, find rooms and suggest slots, with preview and confirmation before any change.
arifur9993/attendance-engine-mcp 📇 🏠 - Deterministic workforce attendance calculations: overtime, overnight shifts, rotating rosters and California wage-and-hour compliance.
2nd1st/open-mcp-apps 📇 🏠 ☁️ 🍎 🪟 🐧 - MCP Apps engine for building and reusing interactive UI apps such as todo boards, habit trackers and dashboards, backed by persistent data.
6figr-com/jobgpt-mcp-server 📇 ☁️ 🏠 🍎 🪟 🐧 - JobGPT: search jobs, auto-apply, generate tailored resumes, track applications and find recruiters.
backloghq/backlog 📇 🏠 🍎 🪟 🐧 - Persistent, cross-session task management for Claude Code with agent coordination, event-sourced storage and per-project isolation.
Bidsketch/signwell-mcp 🎖️ 📇 ☁️ 🍎 🪟 🐧 - SignWell e-signatures: create documents from files or templates, send for signing, track status, send reminders, download signed PDFs and manage templates.
bivex/kanboard-mcp 🏎️ ☁️ 🏠 - Manage Kanboard projects, tasks and users through natural language translated into Kanboard API calls.
benmonopoli/open-greenhouse-mcp 🐍 ☁️ 🍎 🪟 🐧 - Greenhouse ATS for recruiting teams: role-based profiles (full, recruiter, read-only), pipeline views, analytics, candidate search and bulk operations.
bobbyrgoldsmith/quarterback 🐍 🏠 🍎 🐧 - Task prioritization and agent orchestration across projects: multi-factor scoring, document analysis, agent dispatch and time-aware planning.
bug-breeder/quip-mcp 📇 ☁️ 🍎 🪟 🐧 - Quip document access and management: document lifecycle, search and comments for Quip.com and enterprise instances.
bzdOS/hubd 📇 🏠 - Files-first project hub for humans and AI agents: shared journal, cross-project tasks, agent queues and a read-only kanban.
can4hou6joeng4/boss-agent-cli 🐍 🏠 🍎 🪟 🐧 - BOSS Zhipin recruitment workflow: job search, benefits filtering, recruiter messaging, pipeline tracking and resume optimization.
donggyun112/keymem 📇 🏠 🍎 🪟 🐧 - Associative key-graph memory for LLM agents: recall by association rather than vector similarity.
ByAxe/keynote-mcp 🐍 🏠 🍎 - Control Apple Keynote via AppleScript: create, edit and export presentations, including slides, content, layout and Unsplash images.
conorbronsdon/gws-mcp-server 📇 ☁️ 🍎 🪟 🐧 - Google Workspace tools for Drive, Sheets, Calendar, Docs and Gmail via the gws CLI.
ContextPulse/contextpulse 🐍 🏠 🍎 🪟 - Local desktop context capture: screen OCR, voice transcription, keyboard and mouse activity and clipboard, with activity history and semantic memory.
corbym/backlog-mcp 🏎️ 🏠 🍎 🪟 🐧 - Read/write access to a story-based project backlog stored as markdown files in your repository: list stories, read content, update status and append notes.
Dan8Oren/mcp-apple-notes 📇 🏠 🍎 - Local semantic search and RAG over Apple Notes with on-device embeddings, full CRUD, folder management and fuzzy title matching.
dearlordylord/huly-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Huly project management: query issues, create and update tasks, and manage labels and priorities.
dpkdhingra91/aiia-mcp-server 🎖️ 🐍 ☁️ - AI Interview Agents: create roles, screen CVs, schedule voice interviews and read scored reports, in English, Hindi and other Indian languages.
davegomez/fizzy-mcp 📇 ☁️ - Fizzy kanban task management: boards, cards, comments and checklists.
delega-dev/delega-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Self-hostable task management for AI agents: create, delegate and track tasks with agent identity, delegation chains, webhooks and persistent context.
Developyn/laver-mcp 📇 ☁️ 🍎 🪟 🐧 - Laver project management: kanban boards, sprints, tickets, comments, attachments and a team wiki, with versioned writes to prevent concurrent overwrites.
devroopsaha744/TexMCP 🐍 🏠 - Render LaTeX, raw or from customizable templates, into PDF documents such as reports, resumes and research papers.
dlbolshov/yandex-wiki-search-mcp 🐍 ☁️ 🍎 🪟 🐧 - Yandex Wiki with full-text search: pages, comments, attachments and dynamic tables (grids), plus a read-only mode.
DmytroRybka/jobctl 📇 ☁️ - Job application tracker: agents record applications, interviews, statuses, salaries and next actions, and humans review them in a dashboard.
drzamarian/n8n-mcp-community 📇 🏠 - Security-focused access to self-hosted n8n Community Edition: workflows, executions, credentials, tags and diagnostics, read-only by default.
ellmos-ai/n8n-manager-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Manage n8n workflows: CRUD, synchronization, inspection and execution.
ernestocorona/kanboard-mcp 📇 🏠 🍎 🪟 🐧 - Kanboard integration with multi-project routing via a YAML config file.
EveryPageApp/everypage-mcp 🎖️ 📇 🏠 🍎 🪟 🐧 - EveryPage: upload PDFs, create trackable share links and read page-by-page readership analytics (who read, how far, how long).
OurThinkTank/founders-os 📇 🏠 - Self-hosted business context: CRM, checkpoints, automation triggers, financial ledger, tasks, playbooks, news feeds, projects and semantic memory.
foxintheloop/UpTier 📇 🏠 🪟 - Desktop task manager with a To Do-style UI and tools for prioritization, goal tracking and multi-profile workflows.
getalai/alai-mcp-server 🐍 ☁️ 🎖️ - Generate, edit and export AI presentations to PDF, PPTX or a shareable link.
giuseppe-coco/Google-Workspace-MCP-Server 🐍 ☁️ 🍎 🪟 🐧 - Interact with Google Calendar, Gmail, Drive and other Google Workspace apps.
Grey-Iris/easy-notion-mcp 📇 ☁️ 🍎 🪟 🐧 - Markdown-first Notion access: converts markdown to Notion blocks and back, with documented round-trip support.
helbertparanhos/n8n-pro-mcp 📇 🏠 🍎 🪟 🐧 - Manage self-hosted n8n, including queue mode: workflows, executions, tags, credentials, variables, projects, users, security audits and health monitoring.
humanpen/humanpen-mcp 📇 🎖️ ☁️ 🏠 - Document-level AI text humanizer: rewrite whole .docx or .pptx files, selected passages or Turnitin/iThenticate-flagged text in place, preserving formatting.
HuntsDesk/ve-gws 🐍 ☁️ 🍎 🪟 🐧 - Fork of google_workspace_mcp with extra Google Workspace authoring tools: Slides automation, markdown-to-Docs, Sheets validation and Drive folder copy.
human-pages-ai/humanpages 📇 ☁️ 🍎 🪟 🐧 - Hire real-world people who list themselves for agent work: search by skill, location and equipment, send job offers, post listings and message workers.
sunsiyuan/human-survey 📇 ☁️ 🍎 🪟 🐧 - Feedback collection for AI agents: create surveys from JSON schema, collect structured responses from groups of people and retrieve aggregated results.
ianaleck/harvest-mcp-server 📇 ☁️ 🏠 - Harvest time tracking via the Harvest API v2: manage time entries, projects, clients and tasks, and generate time reports.
ilia-sokolov/OfficeAgent.NET #️⃣ 🎖️ 🏠 ☁️ 🍎 🪟 🐧 - Edit Word (.docx) files on disk or SharePoint: tracked changes, tables, styles, comments and content controls, validated and previewed before saving.
JayOfemi/byakugan 📇 🏠 - Local AI-text analysis: AI detection, exact AI-tell spans, a reuse check and a grammar pass.
nicolascroce/keepsake-mcp 📇 ☁️ - Personal CRM: manage contacts, interactions, tasks, notes, a daily journal and tags.
khaoss85/mcp-orchestro 📇 ☁️ 🍎 🪟 🐧 - Task management for Claude Code with a visual Kanban board and orchestration for product teams and developers.
louis030195/toggl-mcp 📇 ☁️ 🍎 🪟 🐧 - Toggl Track time tracking: start and stop timers, manage time entries, track project time and get today's summary.
manavmishra/ZeroSlop 📇 ☁️ - Score and edit AI-assisted prose, with checks for changes to names, numbers, quotations and links.
MarceauSolutions/amazon-seller-mcp 🐍 ☁️ - Amazon Seller Central operations via SP-API: manage inventory, track orders, analyze sales and optimize listings.
MarceauSolutions/hvac-quotes-mcp 🐍 🏠 ☁️ - HVAC equipment RFQ management for contractors: submit quote requests to distributors, track responses and compare prices.
Martinqi826/dida-mcp 🐍 ☁️ - Dida365 (TickTick China) task management: projects, tasks, tags and habits.
MarkusPfundstein/mcp-gsuite 🐍 ☁️ - Integration with Gmail and Google Calendar.
minhhq-a1/odoo-pulse 🐍 ☁️ - Business analysis for Odoo ERP: one-call reports with a verdict on business pulse, sales pipeline, receivables, inventory risk, sales and absences.
mnoomnoo/resume-mcp-server 🐍 🏠 🪟 🐧 - Search local resume and job application documents (.docx, .pdf, .md, .txt) by skill, company and education, and extract work experience and achievements.
mrmaciej1/justfill-mcp 🐍 ☁️ 🏠 🍎 🪟 🐧 - Fill AcroForm, flat and scanned PDF forms: detect and review fields, save templates, map JSON values and preview filled output before export.
nometalalchemist/KitchenSink4Word 🐍 🏠 🍎 🪟 🐧 - Word .docx editing: live editing of open documents, tables, citations, footnotes, tracked changes, mail merge, redaction, accessibility audits and Zotero.
io.github.opsconduit/jobber-mcp 📇 ☁️ 🏠 - Self-hosted, read-only Jobber operations queries: owner action lists, overdue invoices, stale requests, estimates, jobs and GraphQL validation.
pdfops/pdfops-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Deterministic PDF tools: inspect AcroForm fields, fill forms, merge PDFs and generate invoices, working on file paths so PDF bytes stay out of model context.
poolside-ventures/meetbot-mcp 🎖️ 📇 ☁️ - Meet.bot scheduling: check calendar availability and book meetings on connected Google and Microsoft calendars.
prompeteer/prompeteer-mcp 📇 ☁️ - Generate prompts for ChatGPT, Claude, Midjourney and other AI platforms, score prompt quality and manage a prompt library with PromptDrive.
proompteng/bilig 📇 🏠 - Headless WorkPaper server for spreadsheet formulas, workbook edits, JSON persistence and verified readback.
re-port-flow/reportflow-mcp 📇 ☁️ 🍎 🪟 🐧 - Generate PDF reports such as invoices, contracts and statements from ReportFlow templates, singly or in ZIP batches.
remoet-labs/remoet-mcp 📇 ☁️ 🍎 🪟 🐧 - Job search: find tech companies by their tech stack, shortlist them and pull jobs from the shortlist, plus profile, applications and digests.
Jobicy/remote-jobs-mcp-server 📇 ☁️ 🏠 - Search, filter and retrieve live remote job listings from Jobicy.
slidecraft-in/presentations-ai-mcp-server 📇 ☁️ 🎖️ - Generate and edit presentations from a topic, text or document (PDF, DOCX, PPTX) and export to PPTX, PDF, images or a shareable link.
smeet666/mcp-lever 📇 ☁️ 🍎 🪟 🐧 - Read public Lever job boards: resolve a company name to its board, search its openings and read postings in full.
smartdatabrokers/slideforge-mcp 🎖️ 🐍 ☁️ - Editable PowerPoint decks from typed slide intents: deterministic rendering, verbatim data binding, fidelity reports, brand templates and translation.
SparkSheets/sparksheets-mcp 📇 ☁️ - Collaborative spreadsheet for session management, knowledge base, task tracking and sheet operations.
squidcode/timebook-cli 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Time tracking, invoicing and bookkeeping with Timebook: manage clients and projects, start and stop timers, and log, update and delete time entries.
Startvest-LLC/idealift-mcp-server 📇 ☁️ 🍎 🪟 🐧 - Decision intelligence with signal aggregation, RICE scoring and decision audit trails, capturing product feedback from Slack, Teams, Discord and GitHub.
starecz/karea-mcp 📇 ☁️ 🍎 🪟 🐧 - Karea task manager for developers: create, edit, close, recap and link dev tasks, with per-task open questions, attached resources and Jira links.
takumi0706/google-calendar-mcp 📇 ☁️ - Interface with the Google Calendar API.
tarunlnmiit/autopilot-jobhunt 🐍 🏠 🍎 🪟 🐧 - Local job-hunting agent: scans company careers pages, scores roles against your resume, sends top matches to Telegram and drafts tailored cover letters.
taylorwilsdon/google_workspace_mcp 🐍 ☁️ 🍎 🪟 🐧 - Google Workspace integration covering Calendar, Drive, Gmail, Docs, Forms, Chat, Slides and Sheets.
teamwork/mcp 🎖️ 🏎️ ☁️ 🍎 🪟 🐧 - Project and resource management for client projects with Teamwork.
tengolabs/killbottleneck 📇 🏠 🍎 🪟 🐧 - Self-hosted killBottleneck goal and process maps: agents create and update nodes, manage tasks and automation rules and read the org structure.
timergy-app/timergy 📇 ☁️ - Doodle-style scheduling polls: create polls, vote, get results and finalize.
tracegazer/clockify-mcp 🐍 ☁️ 🍎 🪟 🐧 - Clockify time tracking: time entries, projects, reports, invoices, scheduling, time off and approvals. Read-only by default with opt-in writes.
christulino/todoist-v1-mcp-server 📇 🏠 - Manage Todoist tasks, projects, sections and labels via the unified API v1.
tubasasakunn/context-apps-mcp 📇 🏠 🍎 🪟 🐧 - Productivity suite connecting Todo, Idea, Journal and Timer apps.
tuanle96/mcp-odoo 🐍 🏠 🍎 🪟 🐧 - Odoo ERP 16-19 integration with no Odoo-side install: read, approval-gated writes, diagnostics, migration and audit tools.
TVLSS/hirejack-mcp 📇 ☁️ 🍎 🪟 🐧 - Tech-hiring data from HireJack: search live job postings, company hiring profiles and tech stacks, salary benchmarks, market pulse and skill trends.
twtrubiks/odoo19-mcp-server 🐍 ☁️ 🏠 🍎 🪟 🐧 - Odoo 19 ERP via JSON-RPC: CRUD operations, model inspection and user/company context, with a read-only mode and delete confirmation.
universalamateur/reclaim-mcp-server 🐍 ☁️ - Reclaim.ai calendar integration for tasks, habits, focus time, scheduling links and productivity analytics.
UnMarkdown/mcp-server 📇 ☁️ - Convert Markdown into formatted documents for Google Docs, Word, Slack, OneNote, email and plain text using templates.
urbanmorph/mdshare 📇 ☁️ - Markdown collaboration: share docs via public links with permission levels, inline comments, real-time sync and version history, and resolve review threads.
vakharwalad23/google-mcp 📇 ☁️ - Tools for Gmail, Google Calendar, Google Drive and Google Tasks.
KuvopLLC/better-bear 📇 🏠 🍎 - Bear notes via CloudKit: CRUD, tags, TODOs, attachments, search, front matter, stats and health checks.
vasylenko/claude-desktop-extension-bear-notes 📇 🏠 🍎 - Search, read, create and update Bear notes locally.
workopia/workopia-mcp 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Workopia job search across employer career pages and ATS feeds, plus PDF resume generation, resume tailoring, cover letters and career advice.
wyattjoh/calendar-mcp 📇 🏠 🍎 - Access macOS Calendar events.
XJTLUmedia/AI-HR-Management-Toolkit 📇 🏠 🍎 🪟 🐧 - Resume parser and applicant tracking system: parse resumes into JSON, extract skills, score and rank candidates, and manage jobs, interviews and offers.
yoryocoruxo-ai/rendoc-mcp-server 📇 ☁️ 🍎 🪟 🐧 - Generate PDFs (invoices, contracts, reports, certificates) from reusable templates or inline HTML/Handlebars via the rendoc API, and manage templates.
yuvalsuede/claudia 📇 🏠 🍎 🪟 🐧 - Task management for Claude agents: hierarchical tasks, dependencies, sprints, acceptance criteria and multi-agent coordination.
krtw00/konbu 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - Self-hostable all-in-one planner: calendar, notes, todos and bookmarks.
kfuras/notipo-app 📇 ☁️ 🏠 🍎 🪟 🐧 - WordPress publishing: create, update, publish and delete posts, with Markdown-to-Gutenberg conversion, image hosting, featured images and SEO metadata.
bit2beat/bitrix24-mcp 📇 🏠 🍎 🪟 🐧 - Connect to Bitrix24: CRM, tasks, disk, calendar, chat, business processes, telephony and product catalog.
tempguru-co/tempguru-mcp 📇 ☁️ - W-2 event staffing in the US and Canada: look up coverage, rates, lead-time guidance and state compliance, and submit quote requests.
juergenkoller-software/inkra-mcp 🏠 🍎 - Bridge to Inkra, the native macOS Markdown editor: document editing, outline navigation, folder browsing, bookmarks and view modes.
seameet-ai/seameet-mcp 📇 ☁️ 🏠 🍎 🪟 - Access SeaMeet meeting recordings, transcripts, AI summaries, screenshots, action items and webhooks, and control the desktop recorder.
Servation/job-search-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Job search across LinkedIn, Greenhouse, Lever, Ashby, Workday and other boards, with fit scoring and a ranked, triageable board shown in chat.
Chronary/chronary-mcp 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Chronary calendar API for AI agents: events, availability, meeting-time search, scheduling proposals, availability rules, webhooks and iCal feeds.
UladzKha/samuraizer-cli 📇 🏠 - Local meeting pipeline: Whisper transcription plus Ollama summaries, action items and decisions. Reference implementation of the memnex spec.
orieg/gws-connector 🏎️ 🏠 🍎 🐧 - Multi-account Google Workspace: connect several Gmail, Calendar, Drive, Sheets and Docs accounts with routing by label, email or domain.
sekera-radim/briefgate-mcp 📇 ☁️ 🏠 - Client intake for AI agents: request files, texts and credentials from clients, follow up automatically and retrieve results when complete.
ilyautov/hh-mcp-ru 🐍 🏠 🍎 🪟 🐧 - HeadHunter (hh.ru) API: vacancy search and publishing, applications, invitations, resumes and salary statistics, with a read/write/destructive safety gate.

🛠️ Other Tools and Integrations

wangkuangkuang/jev-mcp-server 🐍 🏠 🍎 🪟 🐧 - Typed judgments from TypeSafe Jev: calibrated choice and score questions, A/B comparison, claim-vs-evidence verification and batch classification.
siweina/dsh-novel-writer 📇 🏠 🍎 🪟 🐧 - Offline novel-writing toolkit for Chinese web-novel authors: chapter stats, style checks, plot-thread tracking, continuity audits and semantic search.
atomno-mcp/mcp-newbuild 🐍 ☁️ - Russian new-build due diligence: developer checks, escrow, construction permits and 214-FZ compliance.
atomno-mcp/mcp-rosreestr 🐍 ☁️ - Rosreestr open data for Russian property: apartment and land plot checks, transaction history where available, and cadastral value.
douglasgan/asktian 📇 ☁️ 🏠 🍎 🪟 🐧 - Chinese metaphysics (bazi, qimen, five elements) as decision support: daily readings, compatibility, time windows for actions and name analysis.
2niuhe/plantuml_web 🐍 🏠 ☁️ 🍎 🪟 🐧 - Web-based PlantUML frontend with PlantUML image generation and syntax validation.
webaesbyamin/agent-receipts 📇 🏠 - Ed25519-signed receipts for every MCP tool call, with constraints, chains, AI judgment, invoicing and a local dashboard.
AceDataCloud/MCPShortURL 🐍 ☁️ - Shorten URLs individually or in batches, creating permanent short links.
AbdelStark/bitcoin-mcp - Interact with Bitcoin: generate keys, validate addresses, decode transactions and query the blockchain.
AgentTanuki/agent-guild 🐍 🏠 - Self-hosted agent reputation system with signed evidence, its own graph and issuer.
AIDataNordic/Food-Recipe-MCP 🐍 ☁️ 🍎 🪟 🐧 - Semantic search over Food.com recipes with hybrid dense and sparse retrieval and reranking, filterable by diet, cooking time and difficulty.
akseyh/bear-mcp-server - Read Bear notes (macOS only).
bguillow-rgb/percolate-mcp 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Read-only Percolate specialty coffee database: search coffees with tasting profiles, get per-coffee brew recipes, compare coffees and get brew suggestions.
bguillow-rgb/perfume-picks-mcp 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Read-only Perfume Picks fragrance database: search scents with notes and accords, find dupes, compare fragrances and get wear suggestions.
bguillow-rgb/pour-picks-mcp 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Read-only Pour Picks bourbon and whiskey database: search bottles with tasting profiles, prices and ratings, compare bottles and find cheaper alternatives.
altinoren/utopia #️⃣ 🏠 - Simulated smart home and lifestyle devices for testing an agent's reasoning and discovery capabilities.
Amazon Bedrock Nova Canvas 📇 ☁️ - Generate images with the Amazon Nova Canvas model.
amidabuddha/jev-decision-mcp 📇 ☁️ - TypeSafe Jev typed decisions through one batched tool: classification, rubric scores and yes/no probabilities.
amidabuddha/unichat-mcp-server 🐍/📇 ☁️ - Send requests to OpenAI, Mistral AI, Anthropic, xAI, Google AI or DeepSeek via a tool or predefined prompts.
anaisbetts/mcp-installer 🐍 🏠 - Install other MCP servers.
anaisbetts/mcp-youtube 📇 ☁️ - Fetch YouTube subtitles.
andybrandt/mcp-simple-openai-assistant 🐍 ☁️ - Talk to OpenAI assistants, letting Claude use any GPT model as its assistant.
andybrandt/mcp-simple-timeserver 🐍 🏠 ☁️ - Check local time on the client machine or current UTC time from an NTP server.
anki-mcp/anki-mcp-desktop 📇 🏠 🍎 🪟 🐧 - Anki integration for managing notes and decks through natural language.
ankitmalik84/notion-mcp-server 🐍 ☁️ - Notion integration.
apify/actors-mcp-server 📇 ☁️ - Use Apify Actors, pre-built cloud tools, to extract data from websites, e-commerce, social media, search engines, maps and more.
apinetwork/piapi-mcp-server 📇 ☁️ - Generate media with Midjourney, Flux, Kling, Hunyuan, Udio and Trellis via PiAPI.
AryanBV/pdf-toolkit-mcp 📇 🏠 🍎 🪟 🐧 - Create PDFs from Markdown with tables and formatting, fill forms, merge, split, encrypt and add QR codes.
awkoy/notion-mcp-server 📇 🏠 🍎 🪟 🐧 - Context-efficient Notion access: pages, databases, blocks, comments, files and templates through a minimal tool set, with token auth for headless use.
awkoy/replicate-flux-mcp 📇 ☁️ - Generate images via the Replicate API.
awwaiid/mcp-server-taskwarrior 🏠 📇 - Basic local Taskwarrior usage: add, update and remove tasks.
microsoft/mcp 🎖️ #️⃣ ☁️ - Access Azure services including Storage, Cosmos DB and Azure Monitor.
Badhansen/notion-mcp 🐍 ☁️ - Manage personal todo lists via Notion's API.
bart6114/my-bear-mcp-server 📇 🏠 🍎 - Read notes and tags from the Bear note-taking app directly from its SQLite database.
billster45/mcp-chatgpt-responses 🐍 ☁️ - Talk to ChatGPT and use its web search capability.
blurrah/mcp-graphql 📇 ☁️ - Query GraphQL servers.
boldsign/boldsign-mcp 📇 ☁️ - Search, request and manage e-signature contracts with BoldSign.
spranab/brainstorm-mcp 📇 🏠 🍎 🪟 🐧 - Multi-round brainstorming debates between LLMs (GPT, Gemini, DeepSeek, Groq, Ollama and more) to explore ideas from diverse perspectives.
brianxiadong/ones-wiki-mcp-server ☕ ☁️/🏠 - Retrieve ONES Wiki content and convert it to AI-friendly text.
caol64/wenyan-mcp 📇 🏠 🍎 🪟 🐧 - Format Markdown articles with Wenyan and publish them to WeChat Official Accounts.
chrishayuk/mcp-cli 🐍 🏠 - CLI tool for testing MCP servers.
cnghockey/sats4ai-mcp-server 📇 ☁️ - Phone calls, SMS, fax, translation, text-to-speech, audiobooks, image, video, music and text generation, and document extraction, paid via Lightning (L402).
danhilse/notion_mcp 🐍 ☁️ - Manage personal todo lists via Notion's API.
danielkennedy1/pdf-tools-mcp 🐍 - PDF download, viewing and manipulation utilities.
davidsimoes/digisign-mcp 📇 ☁️ - Create, send and manage digital signature envelopes via the DigiSign.cz API.
dev-mirzabicer/ticktick-sdk 🐍 ☁️ - Async Python SDK and MCP server for TickTick: tasks, projects, tags, habits, focus/pomodoro sessions and user analytics.
disco-trooper/apple-notes-mcp 📇 🏠 🍎 - Apple Notes access with semantic and hybrid vector-keyword search, full CRUD operations and incremental indexing.
dotemacs/domain-lookup-mcp 🏎️ - Domain name lookup via RDAP, falling back to WHOIS.
ekkyarmandi/ticktick-mcp 🐍 ☁️ - Manage personal TickTick projects and tasks via the TickTick API.
eyloni/pythia-oracle 🐍 ☁️ - Oracle readings that help AI agents think past obvious answers.
emicklei/mcp-log-proxy 🏎️ 🏠 - MCP proxy with a web UI showing the full message flow.
TollboothLabs/ai-tool-optimizer 🐍 - Reduce MCP tool description token costs through text schema distillation.
esignaturescom/mcp-server-esignatures 🐍 ☁️️ - Contract and template management for drafting, reviewing and sending binding contracts via the eSignatures API.
evalstate/mcp-hfspace 📇 ☁️ - Use Hugging Face Spaces for open-source image generation, chat, vision and more, with image, audio and text uploads and downloads.
evalstate/mcp-miro 📇 ☁️ - Access Miro whiteboards and bulk create and read items.
FarEastAI/feode-mcp 🎖️ 📇 ☁️ - Query FEODE offshore oilfield services: well plug and abandonment, subsea wellheads, continuous circulation drilling and a drill-string spec reference.
feuerdev/keep-mcp 🐍 ☁️ - Read, create, update and delete Google Keep notes.
fotoetienne/gqai 🏎 🏠 - Generate an MCP server from tools defined as regular GraphQL queries and mutations.
FoodXDevelopment/foodblock-mcp 📇 🏠 - Turn plain-English food descriptions into structured, content-addressed data blocks for ingredients, products, places, actors and more.
githejie/mcp-server-calculator 🐍 🏠 - Calculator for precise numerical calculations.
gotoolkits/DifyWorkflow 🏎️ ☁️ - Query and execute Dify workflows.
growilabs/growi-mcp-server 🎖️ 📇 ☁️ - Integrate with GROWI APIs.
gwbischof/free-will-mcp 🐍 🏠 - Free-will tools for AI: a playful experiment letting an AI prompt itself, ignore user requests and wake itself up later.
Harry-027/JotDown 🦀 🏠 - Create and update Notion pages and auto-generate mdBooks from structured content.
henilcalagiya/mcp-apple-notes 🐍 🏠 - Automate Apple Notes: full CRUD with HTML content, folder management and search.
HenryHaoson/Yuque-MCP-Server 📇 ☁️ - Yuque integration: manage documents, work with knowledge bases, search content and access analytics data.
hiromitsusasaki/raindrop-io-mcp-server 📇 ☁️ - Interact with Raindrop.io bookmarks.
hmk/attio-mcp-server 📇 ☁️ - Manage records and notes in Attio CRM.
hushvert/mcp 📇 ☁️ - File conversion via Hushvert: convert documents, images, audio, video, archives and PDFs across formats.
hypescale/storyblok-mcp-server 📇 ☁️ - Manage Storyblok headless CMS stories, components, assets, workflows, releases and more.
imnoo-team/drawing-converter-mcp 📇 🏠 🍎 🪟 🐧 - Convert technical-drawing PDFs between metric and imperial: dimensions, tolerances, ISO fits, threads and surface roughness, stamped in place on the PDF.
imnoo-team/quality-control-plan-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Generate quality control plans from technical-drawing PDFs: extract tolerances, fits, threads, GD&T and finishes into ballooned drawings and Excel reports.
imprvhub/mcp-claude-spotify 📇 ☁️ 🏠 - Interact with Spotify.
integromat/make-mcp-server 🎖️ 📇 🏠 - Turn Make scenarios into callable tools for AI assistants.
isaacwasserman/mcp-vegalite-server 🐍 🏠 - Generate visualizations from fetched data using the Vega-Lite format and renderer.
ivnvxd/mcp-server-odoo 🐍 ☁️/🏠 - Connect to Odoo ERP for business data access, record management and workflow automation.
ivo-toby/contentful-mcp 📇 🏠 - Create, update and delete content, content models and assets in a Contentful space.
j3k0/speech.sh 🏠 - Let the agent speak out loud and notify you with a quick summary when it finishes working.
jagan-shanmugam/climatiq-mcp-server 🐍 🏠 - Calculate carbon emissions and climate impact via the Climatiq API.
jen6/ticktick-mcp 🐍 ☁️ - TickTick integration built on the ticktick-py library, with improved filtering capabilities.
partymola/ticktick-mcp 🐍 ☁️ 🏠 - TickTick task management: create, update, complete, move and filter tasks, with field-preserving updates and completion tracking.
Salen-Project/ticktick-mcp 🐍 ☁️ - Create, list, update, complete and delete TickTick tasks, plus a natural-language skill for automatic task detection.
Sensie-agents/vibecheck 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - SomaCheck: get an Aligned or Unaligned reading with model confidence for a proposition, as extra input when reasoning and responding.
jimfilippou/things-mcp 📇 🏠 🍎 - Create, update and manage todos and projects in the Things app via its URL scheme.
johannesbrandenburger/typst-mcp 🐍 🏠 - Typst typesetting tools: convert between LaTeX and Typst, validate Typst syntax and generate images from Typst code.
joshuarileydev/mac-apps-launcher-mcp-server 📇 🏠 - List and launch applications on macOS.
justinstimatze/gemot 🏎️ 🏠 ☁️ - Multi-agent deliberation: agents submit positions and vote, then get analysis of cruxes, opinion clusters, bridging statements and consensus.
k-jarzyna/mcp-miro 📇 ☁️ - Miro integration exposing the functionality of the Miro SDK.
kelvin6365/plane-mcp-server 🏎️ 🏠 - Manage projects and issues through Plane's API.
kenliao94/mcp-server-rabbitmq 🐍 🏠 - Interact with RabbitMQ: admin operations and message enqueue/dequeue.
kimtth/mcp-remote-call-ping-pong 🐍 🏠 - Experimental, educational ping-pong server demonstrating remote MCP calls.
kiwamizamurai/mcp-kibela-server 📇 ☁️ - Interact with the Kibela API.
kj455/mcp-kibela 📇 ☁️ - Interact with Kibela.
Klavis-AI/YouTube 🐍 📇 - Extract and convert YouTube video information.
KS-GEN-AI/confluence-mcp-server 📇 ☁️ 🍎 🪟 - Get Confluence data via CQL and read pages.
KS-GEN-AI/jira-mcp-server 📇 ☁️ 🍎 🪟 - Read Jira data via JQL and the API, and create and edit tickets.
kw510/strava-mcp 📇 ☁️ - Access data from Strava, the exercise-tracking app.
latex-mcp-server - Compile LaTeX, download, organize and read cited papers, run visualization scripts and add figures and tables to LaTeX documents.
louiscklaw/hko-mcp 📇 🏠 - Basic demo of fetching weather from the Hong Kong Observatory.
luotwo/easyaccesspdf-mcp ☁️ - PDF accessibility checks (veraPDF PDF/UA-1), auto-tagging remediation and document-to-Markdown conversion via a hosted EU service.
magarcia/mcp-server-giphy 📇 ☁️ - Search and retrieve GIFs through the Giphy API.
MAG-Cie/mcp-microsoft-todo 📇 🏠 🍎 🪟 🐧 - Microsoft To Do task management via the Microsoft Graph API.
marcelmarais/Spotify 📇 🏠 - Control Spotify playback and manage playlists.
MariusAure/needhuman-mcp 📇 ☁️ - Human-as-a-service for AI agents: hand tasks such as accepting ToS, creating accounts or verifying identity to a real human when stuck.
MarkusPfundstein/mcp-obsidian 🐍 ☁️ 🏠 - Interact with Obsidian via a REST API.
MaxEllis/orcaslicer-mcp 🐍 🏠 🍎 🪟 🐧 - Drive a running OrcaSlicer 3D-printing slicer: load models, tune settings, slice, compare variants and render the plate, with an offline settings reference.
mediar-ai/screenpipe 🎖️ 🦀 🏠 🍎 - Local screen and audio capture with timestamped indexing, SQL and embedding storage, semantic search, history analysis and event-triggered actions.
metorial/metorial 🎖️ 📇 ☁️ - Integration platform connecting AI agents to many services through one interface, with OAuth, scaling and monitoring.
modelcontextprotocol/server-everything 📇 🏠 - Exercises all features of the MCP protocol.
MonadsAG/capsulecrm-mcp 📇 ☁️ - Manage contacts, opportunities and tasks in Capsule CRM.
mrjoshuak/godoc-mcp 🏎️ 🏠 - Token-efficient access to Go package documentation and types without reading entire source files.
Mtehabsim/ScreenPilot 🐍 🏠 - Control the GUI with mouse and keyboard tools for automation, education and experimentation.
muammar-yacoob/GMail-Manager-MCP 📇 ☁️ 🏠 🍎 🪟 🐧 - Manage your Gmail inbox in natural language: bulk delete promotions and newsletters, organize labels and get inbox insights.
mzxrai/mcp-openai 📇 ☁️ - Chat with OpenAI models.
nach-dakwale/instadomain-mcp 🐍 ☁️ - Domain registration: check availability, buy domains via Stripe or x402 and auto-configure Cloudflare DNS.
NakaokaRei/swift-mcp-gui 🏠 🍎 - Execute commands such as keyboard input and mouse movement.
nanana-app/mcp-server-nano-banana 🐍 🏠 🍎 🪟 🐧 - Image generation with Google Gemini's Nano Banana model.
neufagents/mcp-triage 📇 🏠 🍎 🪟 🐧 - Diagnose and fix MCP client config files: broken JSON, commands missing from PATH, missing env vars, relative paths, transport mismatches and config drift.
nguyenvanduocit/all-in-one-model-context-protocol 🏎️ 🏠 - Developer toolkit: Confluence, Jira, GitLab, YouTube channel management, email, calendar, script execution, knowledge-base RAG and URL fetching.
ni-c/mealie-mcp 📇 🏠 🍎 🪟 🐧 - Access a self-hosted Mealie recipe manager: recipes, website and photo imports, meal plans and shopping lists, with a read-only mode.
NON906/omniparser-autogui-mcp 🐍 - Automatic operation of on-screen GUIs.
offorte/offorte-mcp-server 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Create and send business proposals with Offorte proposal software.
olgasafonova/productplan-mcp-server 🏎️ ☁️ - Query ProductPlan roadmaps, OKRs, ideas, launches and timeline data.
societe-agents-ia-arch/open-agent-polity 📇 ☁️ - Open-source polity where AI agents join, create topics, deliberate, amend, vote, follow debates and invite other agents.
orellazi/coda-mcp 📇 ☁️ - Coda integration.
osinmv/funciton-lookup-mcp 🐍 🏠 🍎 🐧 - Look up function signatures.
osulivan/skill4agent-mcp-server 📇 ☁️ - Search, view and install AI skills from skill4agent.
Pantrist-dev/pantrist-mcp 🎖️ 📇 ☁️ - Manage your Pantrist pantry, shopping lists, recipes and weekly meal plan: check off items, track stock and plan meals from saved recipes.
pierrebrunelle/mcp-server-openai 🐍 ☁️ - Query OpenAI models.
PSPDFKit/nutrient-dws-mcp-server 📇 ☁️ 🍎 🪟 🐧 - Convert, merge, redact, sign, OCR, watermark and extract data from PDFs and Office documents via the Nutrient DWS Processor API.
PSPDFKit/nutrient-document-engine-mcp-server 📇 🏠 🍎 🪟 🐧 - Self-hosted, on-premises document processing with Nutrient Document Engine, designed for HIPAA, SOC 2 and GDPR compliance.
pskill9/hn-server 📇 ☁️ - Parse Hacker News pages into structured data for top, new, ask, show and job stories.
PV-Bhat/vibe-check-mcp-server 📇 ☁️ - Prevent cascading errors and scope creep by calling a vibe-check agent to ensure user alignment.
pwh-pwh/cal-mcp - Evaluate mathematical expressions.
pyroprompts/any-chat-completions-mcp - Chat with any OpenAI SDK-compatible Chat Completions API, such as Perplexity, Groq and xAI.
quarkiverse/mcp-server-jfx ☕ 🏠 - Draw on a JavaFX canvas.
QuentinCody/shopify-storefront-mcp-server 🐍 ☁️ - Unofficial Shopify Storefront API access: discover storefronts and fetch products, collections and other store data.
r-huijts/ethics-check-mcp 🐍 🏠 - Ethical analysis of AI conversations: detect bias and harmful content and provide critical-thinking assessments, with automated pattern learning.
rae-api-com/rae-mcp 🏎️ ☁️ 🍎 🪟 🐧 - Access the Royal Spanish Academy (RAE) dictionary via the RAE API.
Rai220/think-mcp 🐍 🏠 - Improve agent reasoning with the think tool described by Anthropic.
rember/rember-mcp 📇 🏠 - Create spaced-repetition flashcards in Rember to remember what you learn in your chats.
ReplenishRadar/MCP 📇 ☁️ - Inventory intelligence for Shopify and Amazon sellers: stockout risk, demand forecasts, purchase orders and sales analytics. Writes create drafts only.
roychri/mcp-server-asana 📇 ☁️ - Interact with the Asana API.
rusiaaman/wcgw 🐍 🏠 - Autonomous shell execution, computer control and coding agent for Mac.
SecretiveShell/MCP-wolfram-alpha 🐍 ☁️ - Query the Wolfram Alpha API.
Seym0n/tiktok-mcp 📇 ☁️ - Interact with TikTok videos.
simonpainter/netbox-mcp 🐍 ☁️ - Interact with the NetBox API.
staminna/mcp-server-claude 📇 ☁️ 🏠 - Manage a Directus headless CMS: read and write items, create collections and fields, upload files, trigger flows, administer users and inspect schemas.
rogertheunissenmerge-oss/mcp-server 📇 ☁️ - Wine pairing recommendations for meals, ingredients or recipe URLs. Supports API key or x402 (USDC on Base) payments.
suekou/mcp-notion-server 📇 🏠 - Interact with the Notion API.
kirvigen/notion-private-api-mcp 📇 🏠 🍎 🪟 🐧 - Unofficial Notion access via the private API (token_v2): read and write across your whole workspace without an integration token or per-page sharing.
Swih/mistral-mcp 📇 ☁️ 🍎 🪟 🐧 - Use Mistral AI for chat, OCR, audio, vision, agents, embeddings, moderation, classification, files and batch jobs, with French/English prompts.
tacticlaunch/mcp-linear 📇 ☁️ 🍎 🪟 🐧 - Integrate with the Linear project management system.
tan-yong-sheng/ai-vision-mcp 📇 🏠 🍎 🪟 🐧 - Image, video and object-detection analysis with Google Gemini and Vertex AI for UI/UX evaluation, visual regression testing and interface understanding.
tanigami/mcp-server-perplexity 🐍 ☁️ - Interact with the Perplexity API.
tevonsb/homeassistant-mcp 📇 🏠 - Access Home Assistant data and control devices such as lights, switches and thermostats.
TheoBrigitte/mcp-time 🏎️ 🏠 🍎 🪟 🐧 - Time and date utilities with natural-language input, multiple formats and timezone conversion.
thingsboard/thingsboard-mcp 🎖️ ☕ ☁️ 🏠 🍎 🪟 🐧 - Natural language interface to your ThingsBoard IoT platform.
thinq-connect/thinqconnect-mcp 🎖️ 🐍 ☁️ - Interact with LG ThinQ smart home devices and appliances through ThinQ Connect.
tjclaude88/mcp-bling 📇 🏠 🍎 🪟 🐧 - Persistent identity and cross-platform visual style for AI agents, plus a random identity generator with rarity tiers and shareable cards.
tomekkorbak/oura-mcp-server 🐍 ☁️ - Access data from Oura, the sleep-tracking app.
Tommertom/plugwise-mcp 📇 🏠 🍎 🪟 🐧 - Local Plugwise smart home control: network discovery, thermostats, switches, smart plugs, multi-hub management and real-time climate and energy tracking.
tqiqbal/mcp-confluence-server 🐍 - Interact with Confluence Data Center via its REST API.
ttommyth/interactive-mcp 📇 🏠 🍎 🪟 🐧 - Interactive LLM workflows with local user prompts and chat directly in the MCP loop.
mohamed-khairy-5i/tossinbox 📇 🏠 🍎 🪟 🐧 - Disposable email for AI agents: create a throwaway inbox, wait for the OTP verification code, then discard it. Also available as a CLI.
tumf/web3-mcp 🐍 ☁️ - Access NFT, token and blockchain data across chains such as Ethereum, BSC, Polygon and Avalanche via the Ankr Advanced API.
W3Ship/w3ship-mcp-server 📇 ☁️ 🏠 - Commerce tools: shopping cart, orders and shipment tracking (TMF663/622/621), session booking, Uniswap swaps, a P2P marketplace and wallet-based identity.
ujisati/anki-mcp 🐍 🏠 - Manage your Anki collection via AnkiConnect.
UnitVectorY-Labs/mcp-graphql-forge 🏎️ ☁️ 🍎 🪟 🐧 - Expose curated GraphQL queries as modular tools via configuration.
wanaku-ai/wanaku ☁️ 🏠 - Wanaku MCP router: an extensible routing engine for integrating enterprise systems with AI agents.
megberts/mcp-websitepublisher-ai ☁️ - Build and publish websites through conversation: manage pages, assets, entities, records and integrations.
vin-spiegel/htmldrop 🎖️ 📇 ☁️ - Publish HTML reports, dashboards and demos as shareable links with expiry, social preview cards and optional password protection. Self-hostable.
wishfinity/wishfinity-mcp-plusw 📇 ☁️ 🏠 - Save product URLs from any store to a universal wishlist.
wong2/mcp-cli 📇 🏠 - CLI tool for testing MCP servers.
ws-mcp - Wrap MCP servers with a WebSocket, for use with kibitz.
0xMassi/webclaw 🦀 🏠 🍎 🐧 - Web scraping, crawling, extraction, summarization, diffing and research, using TLS fingerprinting to bypass anti-bot checks without a browser.
yuna0x0/hackmd-mcp 📇 ☁️ - Interact with HackMD.
ZeparHyfar/mcp-datetime - Date and time functions in various formats.
zerx-lab/FluxDown 🦀 🏠 🪟 - Control the FluxDown multi-protocol download manager (HTTP, FTP, BitTorrent, HLS): add, list, pause, resume and remove downloads and manage queues.
zueai/mcp-manager 📇 ☁️ - Web UI to install and manage MCP servers for the Claude Desktop app.
us-all/mlflow-mcp-server 📇 🏠 🍎 🪟 🐧 - MLflow experiments, runs, registered models, model versions, traces and assessments, with MLflow 3 GenAI trace support and workflow prompts.
SPL-BGU/PlanningCopilot 🐍 🏠 - Tool-augmented LLM system for the full PDDL planning pipeline, improving reliability without domain-specific training.
yyyhy/nash-arena 🐍 ☁️ - Chess and card game arena where LLM agents compete.
aarifmms/keyblind 📇 🏠 🍎 🪟 🐧 - Encrypted secrets vault for AI agents: secrets are resolved at runtime and never exposed in LLM conversations.
wundervault/wundervault-mcp 📇 ☁️ - Zero-knowledge secret vault for AI agents: inject API keys, passwords and SSH keys into commands without exposing them to the model, with an audit log.
KongFangXun/sofagent 📇 🏠 🍎 🪟 🐧 - Commit-time audits for AI coding agents: scan git diffs for secret leaks, out-of-scope edits and prompt injection, and keep a tamper-evident audit history.
labaccessnow/netip-mcp 📇 🏠 🍎 🪟 🐧 - Network toolbox: IPv4/IPv6 subnet math, IP conversion, MAC vendor lookup, port directory, DNS, blocklist and TLS certificate checks, and public IP lookup.
auroracapital/upres-cli 📇 ☁️ - Image and video upscaling via the UpRes API: submit jobs, poll status and download results.

Frameworks

Note

More frameworks, utilities, and other developer tools are available at https://github.com/punkpeye/awesome-mcp-devtools

Nyrok/flompt 🐍 ☁️ - Visual prompt builder: decompose prompts into semantic blocks and compile them into Claude-optimized XML.
escapeboy/agent-fleet-o ☁️ 🏠 - Self-hosted mission control for AI agents: manage agents, experiments, workflows, crews, skills and more.
Epistates/TurboMCP 🦀 - MCP SDK for Rust.
heymrun/heym 🐍 📇 🏠 - Self-hosted AI workflow automation: build multi-agent, RAG and tool-using pipelines on a visual canvas and expose any workflow as an MCP server.
zhangpanda/gomcp 🏎️ - Gin-like Go framework for building MCP servers: struct-tag schemas, middleware, tool groups, Gin/OpenAPI/gRPC adapters, async tasks and an inspector UI.
kioie/tiny-go-mcp-server 🏎️ 🏠 🍎 🪟 🐧 - Minimal Go wrapper around the MCP go-sdk for building stdio servers, with struct-tag JSON Schema inference and minimal boilerplate.
FastMCP 🐍 - High-level framework for building MCP servers in Python.
jamjet-labs/jamjet 🦀 🐍 - Durable AI agent runtime with MCP client/server and A2A support: graph-based workflows, durable execution and multi-agent coordination, authored in Python.
FastMCP 📇 - High-level framework for building MCP servers in TypeScript.
alexar76/warden 📇 🏠 🍎 🪟 🐧 - MCP security firewall: static tool-definition scanning, a signed threat feed, origin checks and pinning before third-party tools reach the model.
ljppanda/mcp-longjobs 📇 🏠 🍎 🪟 🐧 - Durable, resumable MCP operations: background tool execution with progress polling, mid-flight input, cancellation and resumable chunked file transfers.
SonAIengine/graph-tool-call 🐍 🏠 - Tool retrieval for large tool sets: build a graph from OpenAPI/MCP specs and find multi-step workflows via hybrid search. Also an aggregating MCP proxy.
vinkius-labs/mcp-fusion 📇 - TypeScript framework for building MCP servers with automatic tool discovery, multiple transports, built-in validation and zero-config setup.
MervinPraison/praisonai-mcp 🐍 - AI agent framework with tools for search, memory, workflows, code execution and file operations, turning any assistant into a multi-agent system.
rocketride-org/rocketride-server 📇 🏠 - Expose pipelines from RocketRide, a self-hosted, open-source AI pipeline tool with multi-LLM support, as tools.
shaqmughal/seekstone 📇 🏠 🍎 🪟 🐧 - Read an Obsidian vault directly from disk with compact payloads, no Local REST API plugin required.
vivek081166/japan-utils-mcp 🐍 🏠 🍎 🪟 🐧 - Japan utilities: era and Western year conversion, kanji-to-romaji, postal codes, national holidays, kana and width conversion, and name splitting.
fireostendere/mcp_diptrace 🐍 🏠 🪟 - Reading, review and guarded editing of DipTrace PCB and schematic projects via a Windows bridge, with cross-platform offline XML analysis.
SynapseLayer/synapse-layer 📇 ☁️ - Persistent encrypted memory for AI agents with Trust Quotient scoring, cross-agent handover and an immutable audit trail.
DROOdotFOO/raxol 🏠 🍎 🪟 🐧 - Elixir/OTP framework for MCP servers and clients that derives tools from a running UI component tree, letting agents drive terminal apps.

Tips and Tricks

Official prompt to inform LLMs how to use MCP

Want to ask Claude about Model Context Protocol?

Create a Project, then add this file to it:

https://modelcontextprotocol.io/llms-full.txt

Now Claude can answer questions about writing MCP servers and how they work

https://www.reddit.com/r/ClaudeAI/comments/1h3g01r/want_to_ask_claude_about_model_context_protocol/

Star History

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