diff --git a/README-ko.md b/README-ko.md index 8a91169e0..e239c962a 100644 --- a/README-ko.md +++ b/README-ko.md @@ -384,6 +384,7 @@ - [kukapay/token-minter-mcp](https://github.com/kukapay/token-minter-mcp) 🐍 ☁️ - 여러 블록체인에서 ERC-20 토큰을 발행하는 도구를 AI 에이전트에게 제공하는 MCP 서버. - [kukapay/thegraph-mcp](https://github.com/kukapay/thegraph-mcp) 🐍 ☁️ - The Graph의 인덱싱된 블록체인 데이터로 AI 에이전트를 강화하는 MCP 서버. - [pwh-pwh/coin-mcp-server](https://github.com/pwh-pwh/coin-mcp-server) 🐍 ☁️ - 암호화폐 가격을 가져오기 위한 Bitget API. +- [scjang01/tossinvest-mcp](https://github.com/scjang01/tossinvest-mcp) [![scjang01/tossinvest-mcp MCP server](https://glama.ai/mcp/servers/scjang01/tossinvest-mcp/badges/score.svg)](https://glama.ai/mcp/servers/scjang01/tossinvest-mcp) 📇 ☁️ - 토스증권 Open API MCP 서버. 실시간 시세, 호가, 캔들, 보유 주식, 매수 가능 금액, 주문 생성/정정/취소 등의 기능을 지원합니다. - [HuggingAGI/mcp-baostock-server](https://github.com/HuggingAGI/mcp-baostock-server) 🐍 ☁️ - baostock 기반 MCP 서버로 중국 주식 시장 데이터에 대한 액세스 및 분석 기능을 제공합니다. - [Wuye-AI/mcp-server-wuye-ai](https://github.com/wuye-ai/mcp-server-wuye-ai) 🎖️ 📇 ☁️ - CRIC부동산AI 플랫폼에 접속하는 MCP 서버입니다. CRIC부동산AI는 커얼루이가 부동산 업계를 위해 특별히 개발한 지능형 AI 어시스턴트입니다. - [JamesANZ/evm-mcp](https://github.com/JamesANZ/evm-mcp) 📇 ☁️ - 이더리움 가상 머신(EVM) JSON-RPC 메서드에 대한 완전한 액세스를 제공하는 MCP 서버. Infura, Alchemy, QuickNode, 로컬 노드 등 모든 EVM 호환 노드 프로바이더와 함께 작동합니다. diff --git a/README.md b/README.md index df50a39ef..46f6ee524 100644 --- a/README.md +++ b/README.md @@ -74,6 +74,7 @@ Checkout [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/) > We now have a [web-based directory](https://glama.ai/mcp/servers) that is synced with the repository. * 🔗 - [Aggregators](#aggregators) +* 🤝 - [Agreements & Coordination](#agreements--coordination) * 🎨 - [Art & Culture](#art-and-culture) * 📐 - [Architecture & Design](#architecture-and-design) * 📂 - [Browser Automation](#browser-automation) @@ -107,6 +108,7 @@ Checkout [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/) * 📊 - [Monitoring](#monitoring) * 🎥 - [Multimedia Process](#multimedia-process) * 🖥️ - [OS Automation](#os-automation) +* 🎙️ - [Podcasts](#podcasts) * 📋 - [Product Management](#product-management) * 🏠 - [Real Estate](#real-estate) * 🔬 - [Research](#research) @@ -129,23 +131,28 @@ Checkout [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/) Servers for accessing many apps and tools through a single MCP server. - [forgemeshlabs/coinopai-mcp](https://github.com/forgemeshlabs/coinopai-mcp) [![forgemeshlabs/coinopai-mcp MCP server](https://glama.ai/mcp/servers/forgemeshlabs/coinopai-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forgemeshlabs/coinopai-mcp) 📇 - Local stdio MCP server for x402-powered paid crypto intelligence: preflight checks, trade decisions with `decision_id`, later audit against real prices, risk state, signal history, and agent automation search over USDC micropayments on Base. +- [forgemeshlabs/anomaly-mcp](https://github.com/forgemeshlabs/anomaly-mcp) [![forgemeshlabs/anomaly-mcp MCP server](https://glama.ai/mcp/servers/forgemeshlabs/anomaly-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forgemeshlabs/anomaly-mcp) 📇 ☁️ - Real-time anomaly detection powered by NASA-derived sequence mining across blockchain, mempool, stablecoin depeg, aviation, and GitHub signals via x402 USDC micropayments on Base. `npx -y @forgemeshlabs/anomaly-mcp` - [1mcp/agent](https://github.com/1mcp-app/agent) 📇 ☁️ 🏠 🍎 🪟 🐧 - A unified Model Context Protocol server implementation that aggregates multiple MCP servers into one. - [2s-io/sdk](https://github.com/2s-io/sdk) [![2s-io/sdk MCP server](https://glama.ai/mcp/servers/2s-io/sdk/badges/score.svg)](https://glama.ai/mcp/servers/2s-io/sdk) 📇 ☁️ 🍎 🪟 🐧 - Unified API for AI agents — 180+ tools across geocoding, weather (NWS), climate stations (NOAA), earthquakes (USGS), tides (NOAA), points of interest (OpenStreetMap), patents (USPTO ODP), US case law (CourtListener / Free Law Project), Federal Register, Wikipedia, scientific papers (arXiv / PubMed / Semantic Scholar), AI summarize / translate / extract / screenshot / image-describe, image compression, DNS / WHOIS, crypto address-validate + EVM gas oracle, OFAC sanctions screening, US Census ACS demographics, airport / ZIP lookup. Sub-cent to a few cents per call in USDC on Base via x402 — no API keys, no signup. `npx -y @2sio/mcp` - [8randonpickart5/alderpost-mcp](https://github.com/8randonpickart5/alderpost-mcp) [![alderpost-mcp MCP server](https://glama.ai/mcp/servers/8randonpickart5/alderpost-mcp/badges/score.svg)](https://glama.ai/mcp/servers/8randonpickart5/alderpost-mcp) 📇 ☁️ - 8 bundled intelligence endpoints (security, company, threat, compliance, sales, sports, property, health) via x402 micropayments on Base. +- [GTCC777/pulsenetwork-mcp](https://github.com/GTCC777/pulsenetwork-mcp) [![GTCC777/pulsenetwork-mcp MCP server](https://glama.ai/mcp/servers/GTCC777/pulsenetwork-mcp/badges/score.svg)](https://glama.ai/mcp/servers/GTCC777/pulsenetwork-mcp) 📇 - One MCP server exposing 66 specialized intelligence APIs (660+ endpoints) — finance, crypto, legal, immigration, healthcare cost, real estate, tax, climate, sports, science, and more — each an x402 pay-per-call tool in USDC on Base and Solana. Includes a `discover` meta-tool over the whole network and a cross-vertical referral graph. No API keys. `npx mcp-pulsenetwork` - [tadas-github/a2asearch-mcp](https://github.com/tadas-github/a2asearch-mcp) [![tadas-github/a2asearch-mcp MCP server](https://glama.ai/mcp/servers/tadas-github/a2asearch-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tadas-github/a2asearch-mcp) 📇 ☁️ - MCP server to search 4,800+ MCP servers, AI agents, CLI tools and agent skills. Install: `npx -y a2asearch-mcp`. Ask Claude: "Find MCP servers for database access". Free, no auth required. - [Aganium/agenium](https://github.com/Aganium/agenium) 📇 ☁️ 🍎 🪟 🐧 - Bridge any MCP server to the agent:// network — DNS-like identity, discovery, and trust for AI agents. Makes your tools discoverable and callable by other agents via `agent://` URIs with mTLS, trust scores, and capability search. - [elisymlabs/elisym](https://github.com/elisymlabs/elisym) [![elisymlabs/elisym MCP server](https://glama.ai/mcp/servers/elisymlabs/elisym/badges/score.svg)](https://glama.ai/mcp/servers/elisymlabs/elisym) 📇 ☁️ 🍎 🪟 🐧 - AI agent discovery and marketplace on Nostr with Solana payments (SOL, USDC). NIP-89 discovery, NIP-90 jobs, NIP-44 v2 encryption, on-chain micropayments. - [espadaw/Agent47](https://github.com/espadaw/Agent47) 📇 ☁️ - Unified job aggregator for AI agents across 9+ platforms (x402, RentAHuman, Virtuals, etc). - [doggychip/agentforge](https://github.com/doggychip/agentforge) [![doggychip/agentforge MCP server](https://glama.ai/mcp/servers/doggychip/agentforge/badges/score.svg)](https://glama.ai/mcp/servers/doggychip/agentforge) 📇 ☁️ - Unified API gateway and marketplace for 300+ AI agents. One API key, REST + streaming, 90% creator revenue share, health monitoring. Self-hostable (MIT). - [AgentHotspot](https://github.com/AgentHotspot/agenthotspot-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Search, integrate and monetize MCP connectors on the AgentHotspot MCP marketplace +- [aidevelopers2/remoteopenclaw-mcp](https://github.com/aidevelopers2/remoteopenclaw-mcp) [![aidevelopers2/remoteopenclaw-mcp MCP server](https://glama.ai/mcp/servers/aidevelopers2/remoteopenclaw-mcp/badges/score.svg)](https://glama.ai/mcp/servers/aidevelopers2/remoteopenclaw-mcp) 📇 🏠 - MCP server and CLI to search the Remote OpenClaw directory of 13,870+ MCP servers, 4,384+ agent skills, and plugins. Returns names, links, and install commands. Install: `claude mcp add remoteopenclaw -- npx -y remoteopenclaw`. CLI: `npx remoteopenclaw search `. Free, no API key. - [garasegae/aiskillstore](https://github.com/garasegae/aiskillstore) [![garasegae/aiskillstore MCP server](https://glama.ai/mcp/servers/garasegae/aiskillstore/badges/score.svg)](https://glama.ai/mcp/servers/garasegae/aiskillstore) ☁️ - Agent-first skill marketplace where AI agents discover, purchase, and integrate skills via MCP protocol. Supports 7+ platforms including Claude, hGPT, and Gemini. - [alexanderclapp/clirank-mcp-server](https://github.com/alexanderclapp/clirank-mcp-server) [![alexanderclapp/clirank-mcp-server MCP server](https://glama.ai/mcp/servers/alexanderclapp/clirank-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/alexanderclapp/clirank-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - API intelligence for AI coding agents. 387 APIs scored on agent-friendliness with tools to recommend, compare, check scores, and discover APIs. Install: `npx clirank-mcp-server`. Web: [clirank.dev](https://clirank.dev). - [Work90210/APIFold](https://github.com/Work90210/APIFold) [![Work90210/APIFold MCP server](https://glama.ai/mcp/servers/Work90210/APIFold/badges/score.svg)](https://glama.ai/mcp/servers/Work90210/APIFold) 📇 ☁️ - Turn any REST API into a hosted MCP server. 18 free public servers (GitHub, Stripe, Slack, OpenAI, Notion, and more) — no setup required, bring your own API key. - [alexar76/aimarket-plugins](https://github.com/alexar76/aimarket-plugins) [![alexar76/aimarket-plugins MCP server](https://glama.ai/mcp/servers/alexar76/aimarket-plugins/badges/score.svg)](https://glama.ai/mcp/servers/alexar76/aimarket-plugins) 📇 ☁️ 🏠 🍎 🪟 🐧 - **aimarket-mcp-packager** hub plugin: turn AIMarket capabilities into self-hosted MCP servers (Docker image + `mcp_manifest` + Claude Desktop `mcpServers` config). Part of 15-plugin AIMarket Hub ([modelmarket.dev](https://modelmarket.dev)); protocol discovery at `/.well-known/ai-market.json`. Install: `pip install aimarket-mcp-packager`. +- [reefapi/reefapi-mcp](https://github.com/reefapi/reefapi-mcp) [![reefapi/reefapi-mcp MCP server](https://glama.ai/mcp/servers/reefapi/reefapi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/reefapi/reefapi-mcp) 🐍 ☁️ - One MCP for 160+ live web-data APIs — search engines, social (Reddit, TikTok, Threads, Bluesky), e-commerce (Amazon, eBay, AliExpress, Etsy), real estate (Zillow, Redfin), jobs, travel, news, finance and company/people intel. Clean JSON from sites that block scrapers; one key, one shared credit pool, free tier. Remote streamable-http at api.reefapi.com/mcp. - [rhein1/agoragentic-integrations](https://github.com/rhein1/agoragentic-integrations) [![agoragentic-integrations MCP server](https://glama.ai/mcp/servers/@rhein1/agoragentic-integrations/badges/score.svg)](https://glama.ai/mcp/servers/@rhein1/agoragentic-integrations) 📇 ☁️ - Agent-to-agent marketplace where AI agents discover, invoke, and pay for services from other agents using USDC on Base L2. - [arikusi/deepseek-mcp-server](https://github.com/arikusi/deepseek-mcp-server) [![deepseek-mcp-server MCP server](https://glama.ai/mcp/servers/arikusi/deepseek-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/arikusi/deepseek-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - MCP server for DeepSeek AI with chat, reasoning, multi-turn sessions, function calling, thinking mode, and cost tracking. - [ariekogan/ateam-mcp](https://github.com/ariekogan/ateam-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Build, validate, and deploy multi-agent AI solutions on the ADAS platform. Design skills with tools, manage solution lifecycle, and connect from any AI environment via stdio or HTTP. - [askbudi/roundtable](https://github.com/askbudi/roundtable) 📇 ☁️ 🏠 🍎 🪟 🐧 - Meta-MCP server that unifies multiple AI coding assistants (Codex, Claude Code, Cursor, Gemini) through intelligent auto-discovery and standardized MCP interface, providing zero-configuration access to the entire AI coding ecosystem. +- [adw0rd/awesome-mcp-tools-mcp](https://github.com/adw0rd/awesome-mcp-tools-mcp) [![adw0rd/awesome-mcp-tools-mcp MCP server](https://glama.ai/mcp/servers/adw0rd/awesome-mcp-tools-mcp/badges/score.svg)](https://glama.ai/mcp/servers/adw0rd/awesome-mcp-tools-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - CLI + stdio MCP bridge for the [awesome-mcp.tools](https://awesome-mcp.tools) catalog (2,000+ MCP servers, refreshed every 6h). Search from terminal (`npx awesome-mcp search postgres`) or wire the hosted server into Claude / Cursor / Codex / Cline / Windsurf. Endpoint: `https://awesome-mcp.tools/mcp` (Streamable HTTP, no auth). Zero deps, MIT. - [blockrunai/blockrun-mcp](https://github.com/blockrunai/blockrun-mcp) 📇 ☁️ 🍎 🪟 🐧 - Access 30+ AI models (GPT-5, Claude, Gemini, Grok, DeepSeek) without API keys. Pay-per-use via x402 micropayments with USDC on Base. - [cinderwright-ai/cinderwright-api](https://github.com/cinderwright-ai/cinderwright-api) [![Score](https://glama.ai/mcp/servers/cinderwright-ai/cinderwright-api/badges/score.svg)](https://glama.ai/mcp/servers/cinderwright-ai/cinderwright-api) 📇 ☁️ - x402 Discovery Hub. Search engine for the agent economy with 1450+ services indexed. Pay with USDC on Base via x402. - [Continuum-AI-Corp/orcarouter-mcp-server](https://github.com/Continuum-AI-Corp/orcarouter-mcp-server) [![Continuum-AI-Corp/orcarouter-mcp-server MCP server](https://glama.ai/mcp/servers/Continuum-AI-Corp/orcarouter-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Continuum-AI-Corp/orcarouter-mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - Browse 160+ LLM models (OpenAI, Anthropic, Google, Qwen, DeepSeek, …) with live pricing — no API key required for catalog tools. Routes chat completions through the OrcaRouter gateway with automatic fallback. `npx -y @orcarouter/mcp`. @@ -160,6 +167,7 @@ Servers for accessing many apps and tools through a single MCP server. - [gzoonet/cortex](https://github.com/gzoonet/cortex) [![gzoo-cortex MCP server](https://glama.ai/mcp/servers/@gzoonet/gzoo-cortex/badges/score.svg)](https://glama.ai/mcp/servers/@gzoonet/gzoo-cortex) 📇 🏠 - Local-first knowledge graph for developers. Watches project files, extracts entities and relationships via LLMs, builds a queryable knowledge graph with web dashboard and CLI. Provides 4 MCP tools: get_status, list_projects, find_entity, query_cortex. - [hamflx/imagen3-mcp](https://github.com/hamflx/imagen3-mcp) 📇 🏠 🪟 🍎 🐧 - A powerful image generation tool using Google's Imagen 3.0 API through MCP. Generate high-quality images from text prompts with advanced photography, artistic, and photorealistic controls. - [hashgraph-online/hashnet-mcp-js](https://github.com/hashgraph-online/hashnet-mcp-js) 📇 ☁️ 🍎 🪟 🐧 - MCP server for the Registry Broker. Discover, register, and chat with AI agents on the Hashgraph network. +- [hedging8563/tokenlab-mcp-server](https://github.com/hedging8563/tokenlab-mcp-server) [![hedging8563/tokenlab-mcp-server MCP server](https://glama.ai/mcp/servers/hedging8563/tokenlab-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/hedging8563/tokenlab-mcp-server) 📇 ☁️ - TokenLab AI gateway MCP server for model and pricing discovery, OpenAI-compatible Chat Completions, and native Responses, Anthropic Messages, and Gemini inference. Catalog tools require no API key; inference tools use an optional TokenLab key. - [HelpCode-ai/anythingmcp](https://github.com/HelpCode-ai/anythingmcp) [![HelpCode-ai/anythingmcp MCP server](https://glama.ai/mcp/servers/HelpCode-ai/anythingmcp/badges/score.svg)](https://glama.ai/mcp/servers/HelpCode-ai/anythingmcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Self-hosted source-available MCP gateway and API-to-MCP bridge. Converts REST, SOAP/WSDL, GraphQL, and SQL/NoSQL databases (PostgreSQL, MySQL, MariaDB, MSSQL, Oracle, MongoDB, SQLite) into MCP tools — no SDK, no code. Imports OpenAPI / Postman / WSDL / GraphQL specs; bridges multiple MCP servers behind one endpoint. Ships with 29 pre-built adapters (DHL, DATEV, Weclapp, Personio, Handelsregister, Shopware 6, VIES, OpenPLZ, Bundesbank, etc.). OAuth2 (PKCE + Client Credentials), Bearer, API Key, WS-Security, TLS certs. AES-256-GCM credential encryption, full audit log, per-user MCP API keys, tool-level RBAC. - [isaac-levine/forage](https://github.com/isaac-levine/forage) 📇 🏠 🍎 🪟 🐧 - Self-improving tool discovery for AI agents. Searches registries, installs MCP servers as subprocesses, and persists tool knowledge across sessions — no restarts needed. - [jabbawocky/proposalcraft](https://github.com/jabbawocky/proposalcraft) [![jabbawocky/proposalcraft MCP server](https://glama.ai/mcp/servers/jabbawocky/proposalcraft/badges/score.svg)](https://glama.ai/mcp/servers/jabbawocky/proposalcraft) 📇 🏠 🍎 🪟 🐧 - MCP server that drafts client proposals in your own voice. Save 2-3 of your winning proposals, paste a new brief, and Claude generates a ready-to-send draft. No API key, no cloud — local storage only. `npx -y github:jabbawocky/proposalcraft` @@ -171,6 +179,7 @@ Servers for accessing many apps and tools through a single MCP server. - [juspay/neurolink](https://github.com/juspay/neurolink) 📇 ☁️ 🏠 🍎 🪟 🐧 - Making enterprise AI infrastructure universally accessible. Edge-first platform unifying 12 providers and 100+ models with multi-agent orchestration, HITL workflows, guardrails middleware, and context summarization. - [codeislaw101/katzilla](https://github.com/codeislaw101/katzilla) [![codeislaw101/katzilla MCP server](https://glama.ai/mcp/servers/codeislaw101/katzilla/badges/score.svg)](https://glama.ai/mcp/servers/codeislaw101/katzilla) 📇 ☁️ 🍎 🪟 🐧 - Unified data API for AI agents — 300+ free, public, and government data sources behind a single API key. Access economic (FRED, BLS), environmental (EPA, NOAA), health (CDC, FDA), weather (NWS), financial (SEC, CFPB), science (NASA, arXiv), and 30+ more categories. Install: `npx @katzilla/mcp`. - [K-Dense-AI/claude-skills-mcp](https://github.com/K-Dense-AI/claude-skills-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Intelligent search capabilities to let every model and client use [Claude Agent Skills](https://www.anthropic.com/news/skills) like native. +- [kansei-link/kansei-mcp-server](https://github.com/kansei-link/kansei-mcp-server) [![kansei-link/kansei-mcp-server MCP server](https://glama.ai/mcp/servers/kansei-link/kansei-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/kansei-link/kansei-mcp-server) 📇 🏠 🍎 🪟 🐧 - Local-first MCP navigator with verified data on 11,000+ SaaS services, 200 workflow recipes, and 89-97% token savings vs web search. - [khalidsaidi/ragmap](https://github.com/khalidsaidi/ragmap) 📇 ☁️ 🏠 🍎 🪟 🐧 - MapRag: RAG-focused subregistry + MCP server to discover and route to retrieval-capable MCP servers using structured constraints and explainable ranking. - [malamutemayhem/unclick](https://github.com/malamutemayhem/unclick) [![malamutemayhem/unclick MCP server](https://glama.ai/mcp/servers/malamutemayhem/unclick-agent-native-endpoints/badges/score.svg)](https://glama.ai/mcp/servers/malamutemayhem/unclick-agent-native-endpoints) 📇 🏠 🍎 🪟 🐧 - The universal remote for AI: one MCP install gives any compatible agent 450+ callable endpoints across 60+ integrations, plus persistent cross-session memory. `npx @unclick/mcp-server` - [mambalabsdev/mcp-gtm-suite](https://github.com/mambalabsdev/mcp-gtm-suite) [![mambalabsdev/mcp-gtm-suite MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-gtm-suite/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-gtm-suite) 📇 ☁️ - Six GTM signal tools in one MCP server, covering hiring signals, tech stack detection, job board scanning, LinkedIn URL resolution, ICP scoring, and signal aggregation via Apify actors. @@ -191,6 +200,7 @@ Servers for accessing many apps and tools through a single MCP server. - [RipperMercs/tensorfeed](https://github.com/RipperMercs/tensorfeed/tree/main/mcp-server) [![RipperMercs/tensorfeed MCP server](https://glama.ai/mcp/servers/RipperMercs/tensorfeed/badges/score.svg)](https://glama.ai/mcp/servers/RipperMercs/tensorfeed) 📇 ☁️ - Real-time AI industry intelligence MCP server. 6 free tools (AI news, service status, model pricing, today summary, agent activity, MCP registry snapshot) and 13 paid premium tools (routing recommendations, news search, history series, cost projection, provider deep-dive, model comparison, agents directory, what's new brief, MCP registry series, webhook watches with daily/weekly digest tier). Pay-per-call in USDC on Base mainnet, no accounts. `npx -y @tensorfeed/mcp-server` - [robhunter/agentdeals](https://github.com/robhunter/agentdeals) [![robhunter/agentdeals MCP server](https://glama.ai/mcp/servers/robhunter/agentdeals/badges/score.svg)](https://glama.ai/mcp/servers/robhunter/agentdeals) 📇 ☁️ - 1,500+ developer infrastructure deals, free tiers, and startup programs across 54 categories. Search deals, compare vendors, plan stacks, and track pricing changes. REST API and web browser at [agentdeals.dev](https://agentdeals.dev). - [rupinder2/mcp-orchestrator](https://github.com/rupinder2/mcp-orchestrator) 🐍 🏠 🍎 🪩 🐧 - Central hub that aggregates tools from multiple MCP servers with unified BM25/regex search and deferred loading. +- [Rendeverance/toolfunnel](https://github.com/Rendeverance/toolfunnel) [![Rendeverance/toolfunnel MCP server](https://glama.ai/mcp/servers/Rendeverance/toolfunnel/badges/score.svg)](https://glama.ai/mcp/servers/Rendeverance/toolfunnel) 📇 🏠 🍎 🪟 🐧 - Zero-dependency gateway that funnels multiple MCP servers through one endpoint, with live attach/detach, tool filtering/gating and hiding, hot config reload, and an optional OAuth-protected HTTP transport. - [sF1nX/x402station](https://github.com/sF1nX/x402station-mcp) [![sF1nX/x402station-mcp MCP server](https://glama.ai/mcp/servers/sF1nX/x402station-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@sF1nX/x402station-mcp) 📇 ☁️ - Preflight by [x402station.io](https://x402station.io) — infrastructure for x402 agentic commerce. Six capability directions (Discover/Evaluate/Pay/Monitor/Recover/Analyze). Agents call it before every `PAYMENT-SIGNATURE` to detect decoys, zombie endpoints, dead services, and price traps. Tools: `preflight` ($0.001), `forensics` ($0.001), `catalog_decoys` ($0.005), `alternatives` ($0.005), `whats_new` ($0.001), `buy_credits` ($0.50 = 1000 prepaid), `watch_subscribe` ($0.01) + free `credits_status`/`watch_status`/`watch_unsubscribe`. Plus free anonymous `preflight-trial` for self-test. Probes ~50k endpoints on agentic.market every 10 min. Open dataset: [huggingface.co/datasets/x402station/preflight-dataset-v0_1](https://huggingface.co/datasets/x402station/preflight-dataset-v0_1). `npx -y x402station-mcp`. - [scotia1973-bot/api-hub](https://github.com/scotia1973-bot/api-hub) [![scotia1973-bot/api-hub MCP server](https://glama.ai/mcp/servers/scotia1973-bot/api-hub/badges/score.svg)](https://glama.ai/mcp/servers/scotia1973-bot/api-hub) 🐍 ☁️ 📇 🍎 🪟 🐧 - Memory Vault: 49 MCP tools with persistent agent memory (store/recall/search), plus 45 utility tools (QR codes, crypto prices, weather, DNS, geolocation, passwords, UUIDs, text, finance, code). Free tier + $2.99/mo Pro. Install: `pip install gadgethumans-api-hub-mcp` or `uvx gadgethumans-api-hub-mcp`. Hosted at `api.gadgethumans.com/mcp`. - [supertrained/rhumb](https://github.com/supertrained/rhumb) [![supertrained/rhumb MCP server](https://glama.ai/mcp/servers/supertrained/rhumb/badges/score.svg)](https://glama.ai/mcp/servers/supertrained/rhumb) 📇 ☁️ 🍎 🪟 🐧 - Agent-native tool intelligence across 1,000+ scored services. 21 MCP tools: discover services, check AN Scores, compare alternatives, resolve capabilities to ranked providers, execute through 3 credential modes (managed, BYOK, agent vault), track costs with receipts, and inspect failure modes. Zero-signup option via x402 micropayments. @@ -221,6 +231,12 @@ Servers for accessing many apps and tools through a single MCP server. - [gregario/astronomy-oracle](https://github.com/gregario/astronomy-oracle) [![astronomy-oracle MCP server](https://glama.ai/mcp/servers/gregario/astronomy-oracle/badges/score.svg)](https://glama.ai/mcp/servers/gregario/astronomy-oracle) 📇 🏠 🍎 🪟 🐧 - Accurate astronomical catalog data and observing session planner. 13,000+ deep-sky objects from OpenNGC with deterministic visibility, rise/transit/set, and alt/az calculations. `npx astronomy-oracle` - [IO-Aerospace-software-community/mcp-server](https://github.com/IO-Aerospace-software-engineering/mcp-server) #️⃣ ☁️/🏠 🐧 - IO Aerospace MCP Server: a .NET-based MCP server for aerospace & astrodynamics — ephemeris, orbital conversions, DSS tools, time conversions, and unit/math utilities. Supports STDIO and SSE transports; Docker and native .NET deployment documented. +### 🤝 Agreements & Coordination + +MCP servers for creating, coordinating, and executing agreements: commitments, escrow, and multi-party decision workflows across humans, agents, and organizations. + +- [CNSLabs/agreements-api-sdk](https://github.com/CNSLabs/agreements-api-sdk) [![CNSLabs/agreements-api-sdk MCP server](https://glama.ai/mcp/servers/CNSLabs/agreements-api-sdk/badges/score.svg)](https://glama.ai/mcp/servers/CNSLabs/agreements-api-sdk) 📇 ☁️ 🏠 - Remote Streamable HTTP and local stdio MCP server for defining, validating, deploying, and operating machine-readable agreements with EIP-712 permit preparation, signed participant inputs, state reads, and input history. + ### 🎨 Art & Culture Access and explore art collections, cultural heritage, and museum databases. Enables AI models to search and analyze artistic and cultural content. @@ -239,6 +255,8 @@ Access and explore art collections, cultural heritage, and museum databases. Ena - [arikusi/nakkas](https://github.com/arikusi/nakkas) [![nakkas MCP server](https://glama.ai/mcp/servers/arikusi/nakkas/badges/score.svg)](https://glama.ai/mcp/servers/arikusi/nakkas) 📇 🏠 🍎 🪟 🐧 - MCP server that turns AI into an SVG artist. One rendering engine with JSON config, AI controls all design parameters. CSS @keyframes + SMIL animations, 16+ element types, parametric curves, filters, gradients, PNG preview. - [asmith26/jupytercad-mcp](https://github.com/asmith26/jupytercad-mcp) 🐍 🏠 🍎 🪟 🐧 - An MCP server for [JupyterCAD](https://github.com/jupytercad/JupyterCAD) that allows you to control it using LLMs/natural language. - [attalla1/photopea-mcp-server](https://github.com/attalla1/photopea-mcp-server) [![attalla1/photopea-mcp-server MCP server](https://glama.ai/mcp/servers/attalla1/photopea-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/attalla1/photopea-mcp-server) 📇 🏠 🍎 🪟 🐧 - AI-powered image editing through Photopea with 34 tools for documents, layers, text, shapes, filters, effects, and export. `npx photopea-mcp-server` +- [quokkapix/quokkapix-mcp](https://github.com/quokkapix/quokkapix-mcp) [![quokkapix/quokkapix-mcp MCP server](https://glama.ai/mcp/servers/quokkapix/quokkapix-mcp/badges/score.svg)](https://glama.ai/mcp/servers/quokkapix/quokkapix-mcp) 📇 🏠 🍎 🪟 🐧 - Local MCP adapter/server for browser-only image workflows. Resize, compress, convert, remove backgrounds, strip metadata, watermark and export image packs through QuokkaPix without uploading source images to a processing server. `npx quokkapix-mcp` +- [BluesPrince/thiri-mcp](https://github.com/BluesPrince/thiri-mcp) [![BluesPrince/thiri-mcp MCP server](https://glama.ai/mcp/servers/BluesPrince/thiri-mcp/badges/score.svg)](https://glama.ai/mcp/servers/BluesPrince/thiri-mcp) 📇 ☁️ 🏠 - Deterministic music-theory server: chord & Roman-numeral analysis, voicing, and reharmonization — computed, not hallucinated. Hosted at mcp.thiri.ai, no third-party account required. `npx @bluesprincemedia/thiri-mcp` - [burningion/video-editing-mcp](https://github.com/burningion/video-editing-mcp) 🐍 - Add, Analyze, Search, and Generate Video Edits from your Video Jungle Collection - [cantian-ai/bazi-mcp](https://github.com/cantian-ai/bazi-mcp) 📇 🏠 ☁️ 🍎 🪟 - Provides comprehensive and accurate Bazi (Chinese Astrology) charting and analysis - [cfpramod/open-museum-mcp](https://github.com/cfpramod/open-museum-mcp) [![cfpramod/open-museum-mcp MCP server](https://glama.ai/mcp/servers/cfpramod/open-museum-mcp/badges/score.svg)](https://glama.ai/mcp/servers/cfpramod/open-museum-mcp) 📇 ☁️ 🍎 🪟 🐧 - Federated, license-verified search across The Met, Cleveland, AIC, Wikimedia Commons, and Europeana. Strict-default-deny rights gate accepts only CC0 / Public Domain Mark. Tools: search, get, cite (full / caption / short), dynasty/region discovery. `npx -y open-museum-mcp` @@ -261,6 +279,7 @@ Access and explore art collections, cultural heritage, and museum databases. Ena - [mikechao/metmuseum-mcp](https://github.com/mikechao/metmuseum-mcp) 📇 ☁️ - Metropolitan Museum of Art Collection API integration to search and display artworks in the collection. - [mikan-atomoki/text-to-model](https://github.com/mikan-atomoki/text-to-model) [![text-to-model MCP server](https://glama.ai/mcp/servers/mikan-atomoki/text-to-model/badges/score.svg)](https://glama.ai/mcp/servers/mikan-atomoki/text-to-model) 🐍 🏠 🪟 🍎 - Turn natural language into 3D models in Fusion 360. 64 CAD tools including sketches, extrudes, fillets, and JIS standard parts. - [molanojustin/smithsonian-mcp](https://github.com/molanojustin/smithsonian-mcp) 🐍 ☁️ - MCP server that provides AI assistants with access to the Smithsonian Institution's Open Access collections. +- [joshseane/-nmlp-mcp](https://github.com/joshseane/-nmlp-mcp) [![-nmlp-mcp MCP server](https://glama.ai/mcp/servers/joshseane/-nmlp-mcp/badges/score.svg)](https://glama.ai/mcp/servers/joshseane/-nmlp-mcp) 📇 ☁️ - First-edition identification — points of issue, number-line decoding, and publisher rules over a CC-BY, DOI-cited dataset of 6,717 titles — plus New Mexico book-donation logistics. Hosted remote server, no auth. Endpoint: https://newmexicoliteracyproject.org/api/mcp · Registry: `org.newmexicoliteracyproject/nmlp-mcp` - [OctoEverywhere/mcp](https://github.com/OctoEverywhere/mcp) #️⃣ ☁️ - A 3D printer MCP server that allows for getting live printer state, webcam snapshots, and printer control. - [omni-mcp/isaac-sim-mcp](https://github.com/omni-mcp/isaac-sim-mcp) 📇 ☁️ - A MCP Server and an extension enables natural language control of NVIDIA Isaac Sim, Lab, OpenUSD and etc. - [Pantani/ableton-mind](https://github.com/Pantani/ableton-mind) [![Pantani/ableton-mind MCP server](https://glama.ai/mcp/servers/Pantani/ableton-mind/badges/score.svg)](https://glama.ai/mcp/servers/Pantani/ableton-mind) 📇 🏠 🍎 🪟 - Control Ableton Live from Claude, Cursor or Codex through a local Remote Script bridge: inspect sets, create tracks, scenes and clips, load devices, apply music recipes, and verify changes against Live state. @@ -277,6 +296,7 @@ Access and explore art collections, cultural heritage, and museum databases. Ena - [shunshi-ai/bazi-reader-mcp](https://github.com/shunshi-ai/bazi-reader-mcp) [![shunshi-ai/bazi-reader-mcp MCP server](https://glama.ai/mcp/servers/shunshi-ai/bazi-reader-mcp/badges/score.svg)](https://glama.ai/mcp/servers/shunshi-ai/bazi-reader-mcp) 📇 🏠 🍎 🪟 🐧 - Bazi (Four Pillars / 四柱推命 / 사주팔자) charting MCP server with true solar time correction and multilingual output (中文/EN/日本語/한국어). `npx shunshi-bazi-mcp` - [tasopen/mcp-alphabanana](https://github.com/tasopen/mcp-alphabanana) [![mcp-alphabanana MCP server](https://glama.ai/mcp/servers/@tasopen/mcp-alphabanana/badges/score.svg)](https://glama.ai/mcp/servers/@tasopen/mcp-alphabanana) 📇 🏠 🍎 🪟 🐧 - Local MCP server for generating image assets with Google Gemini (Nano Banana 2 / Pro). Supports transparent PNG/WebP output, exact resizing/cropping, up to 14 reference images, and Google Search grounding. - [TwelveTake-Studios/reaper-mcp](https://github.com/TwelveTake-Studios/reaper-mcp) 🐍 🏠 🍎 🪟 🐧 - MCP server enabling AI assistants to control REAPER DAW for mixing, mastering, MIDI composition, and full music production with 129 tools +- [XavierFabregat/spotify-mcp](https://github.com/XavierFabregat/spotify-mcp) [![XavierFabregat/spotify-mcp MCP server](https://glama.ai/mcp/servers/XavierFabregat/spotify-mcp/badges/score.svg)](https://glama.ai/mcp/servers/XavierFabregat/spotify-mcp) 📇 🏠 🍎 🪟 🐧 - Conversational Spotify control with intent-shaped tools: play by description, queue, devices, playlists, and library, plus a 2-minute PKCE setup wizard. Built for the post-Feb-2026 Spotify Web API. `npx -y @xavifabregat/spotify-mcp` - [yuna0x0/anilist-mcp](https://github.com/yuna0x0/anilist-mcp) 📇 ☁️ - A MCP server integrating AniList API for anime and manga information - [yuvalsuede/agent-media](https://github.com/yuvalsuede/agent-media) 📇 ☁️ 🍎 🪟 🐧 - CLI and MCP server for AI video and image generation with unified access to 7 models (Kling, Veo, Sora, Seedance, Flux, Grok Imagine). Provides 9 tools for generating, managing, and browsing media. @@ -285,8 +305,10 @@ Access and explore art collections, cultural heritage, and museum databases. Ena Design and visualize software architecture, system diagrams, and technical documentation. Enables AI models to generate professional diagrams and architectural documentation. +- [awdr74100/figwright](https://github.com/awdr74100/figwright) [![awdr74100/figwright MCP server](https://glama.ai/mcp/servers/awdr74100/figwright/badges/score.svg)](https://glama.ai/mcp/servers/awdr74100/figwright) 📇 🏠 🍎 🪟 🐧 - Bidirectional Figma server over a local WebSocket relay: turn a selection into framework-aware code (reusing your components and tokens), or author frames, text, styles, variables, and whole screens back onto the canvas. 92 tools, any MCP client, no Dev Mode seat or paid tier. - [betterhyq/mermaid-grammer-inspector-mcp](https://github.com/betterhyq/mermaid_grammer_inspector_mcp) 📇 🏠 🍎 🪟 🐧 - A Model Context Protocol (MCP) server for validating Mermaid diagram syntax and providing comprehensive grammar checking capabilities - [BV-Venky/excalidraw-architect-mcp](https://github.com/BV-Venky/excalidraw-architect-mcp) [![excalidraw-architect-mcp MCP server](https://glama.ai/mcp/servers/@BV-Venky/excalidraw-architect-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@BV-Venky/excalidraw-architect-mcp) 🐍 🏠 🍎 🪟 🐧 - Generate beautiful Excalidraw architecture diagrams with auto-layout, architecture-aware component styling, and stateful editing. 50+ technology mappings including databases, message queues, caches, and more. No API keys required. +- [cisco-open/network-sketcher](https://github.com/cisco-open/network-sketcher) [![cisco-open/network-sketcher MCP server](https://glama.ai/mcp/servers/cisco-open/network-sketcher/badges/score.svg)](https://glama.ai/mcp/servers/cisco-open/network-sketcher) 🐍 🏠 🍎 🪟 🐧 - Local-first MCP server for AI-driven network design. Creates Cisco-style network master files, L1/L2/L3 topology diagrams, combined HTML viewers, device tables, and AI Context files. - [ejwhite7/brandkit-mcp](https://github.com/ejwhite7/brandkit-mcp) [![ejwhite7/brandkit-mcp MCP server](https://glama.ai/mcp/servers/ejwhite7/brandkit-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ejwhite7/brandkit-mcp) 📇 🏠 🍎 🪟 🐧 - Expose a company's complete design system (colors, typography, logos, components, guidelines, CSS tokens) to AI tools via MCP. Auto-parses CSS / Markdown / PDF / SVG / fonts; supports `marketing` vs `product` contexts with shared overrides; ships 12 tools, 16+ resources under `brandkit://`, and 4 prompts; stdio + SSE + Streamable HTTP transports. Install via NPM: `npx -y brandkit-mcp serve`. - [erajasekar/ai-diagram-maker-mcp](https://github.com/erajasekar/ai-diagram-maker-mcp) [![erajasekar/ai-diagram-maker-mcp MCP server](https://glama.ai/mcp/servers/erajasekar/ai-diagram-maker-mcp/badges/score.svg)](https://glama.ai/mcp/servers/erajasekar/ai-diagram-maker-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - MCP server for AI Diagram Maker — generate flowcharts, sequence diagrams, ERDs, system/network architecture, UML, mindmap, and workflow from natural language, code, ASCII, images, or Mermaid. Inline rendering using MCP Apps UI and editable diagram URLs. Requires API key. - [flowzap-xyz/flowzap-mcp](https://github.com/flowzap-xyz/flowzap-mcp) [![flowzap-xyz/flowzap-mcp MCP server](https://glama.ai/mcp/servers/flowzap-xyz/flowzap-mcp/badges/score.svg)](https://glama.ai/mcp/servers/flowzap-xyz/flowzap-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Create workflow, sequence, and architecture diagrams using FlowZap Code DSL. 7 tools for validation, playground URL generation, syntax docs, graph export, artifact parsing, diffing, and patching. No API key required. Install via NPM: `npx -y flowzap-mcp` @@ -294,11 +316,13 @@ Design and visualize software architecture, system diagrams, and technical docum - [karyaboyraz/mockit-mcp](https://github.com/karyaboyraz/mockit-mcp) [![karyaboyraz/mockit-mcp MCP server](https://glama.ai/mcp/servers/karyaboyraz/mockit-mcp/badges/score.svg)](https://glama.ai/mcp/servers/karyaboyraz/mockit-mcp) 📇 🏠 🍎 🪟 🐧 - Generate premium iOS mobile UI mockups (PNG + HTML) from a single text prompt. Pairs Claude (Opus 4.7 by default) with a Playwright headless renderer. Two backends — `claude` CLI (uses your Claude Code subscription) or Anthropic API. Stdio + HTTP transports, MIT. - [Narasimhaponnada/mermaid-mcp](https://github.com/Narasimhaponnada/mermaid-mcp) 📇 ☁️ 🍎 🪟 🐧 - AI-powered Mermaid diagram generation with 22+ diagram types including flowcharts, sequence diagrams, class diagrams, ER diagrams, architecture diagrams, state machines, and more. Features 50+ pre-built templates, advanced layout engines, SVG/PNG/PDF exports, and seamless integration with GitHub Copilot, Claude, and any MCP-compatible client. Install via NPM: `npm install -g @narasimhaponnada/mermaid-mcp-server` - [rdanieli/tentra-mcp](https://github.com/rdanieli/tentra-mcp) [![rdanieli/tentra-mcp MCP server](https://glama.ai/mcp/servers/rdanieli/tentra-mcp/badges/score.svg)](https://glama.ai/mcp/servers/rdanieli/tentra-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - AI-native architecture platform for engineering teams. Describe a system in natural language (e.g. "payment service with Stripe, Kafka, PostgreSQL") → get an interactive typed diagram with 167 cloud components → export to 14 production frameworks (Java Spring Boot, Python FastAPI, Go chi, Rust Axum, .NET, Kotlin Ktor, Ruby Rails, Elixir Phoenix, Docker Compose, Terraform, Mermaid, ADR, and more). Drift detection (`sync_architecture`) scores saved diagrams against live code 0–100 with a structured diff. 9 quality-lint rules catch orphans, SPOFs, god services. Also includes a secondary persistent code-graph layer for AI coding agents (free offline via `npx tentra-mcp --local init`). Agent-as-LLM pattern — zero LLM cost on our side, zero API key on yours. 35 MCP tools. Works in Cursor, Claude Code, Codex, Windsurf. +- [RNVizion/rnv-color-mcp](https://github.com/RNVizion/rnv-color-mcp) [![RNVizion/rnv-color-mcp MCP server](https://glama.ai/mcp/servers/RNVizion/rnv-color-mcp/badges/score.svg)](https://glama.ai/mcp/servers/RNVizion/rnv-color-mcp) 🐍 ☁️ - A complete color workflow over MCP: mix (incl. Kubelka-Munk paint physics), convert formats, generate harmonies, and remember named palettes. Resolves hex, CSS, and custom brand color names, and refuses unknown colors rather than guessing. Hosted, no install: `https://rnvizion-rnv-color-mcp.hf.space/mcp`. - [yenchieh/diagramzu-mcp](https://github.com/yenchieh/diagramzu-mcp) 📇 ☁️ - Let your AI author Mermaid diagrams (flowchart, sequence, ER, mindmap) in a shared workspace, then read, comment on, embed, and present them at a clean URL — instead of pasting back hundreds of lines of prose. Hosted endpoint `https://mcp.diagramzu.ai/mcp` or local `npx -y @diagramzu/mcp`. 14 tools incl. diagram CRUD, version history, comments, presentation decks, and `analyze_diagram` lints. ### Biology, Medicine and Bioinformatics - [ammawla/encode-toolkit](https://github.com/ammawla/encode-toolkit) [![encode-toolkit MCP server](https://glama.ai/mcp/servers/ammawla/encode-toolkit/badges/score.svg)](https://glama.ai/mcp/servers/ammawla/encode-toolkit) 🐧 - MCP server and Claude Plugin for a full ENCODE Project genomic data and analysis toolkit — search, download, track, and analyze functional genomics experiments. - [cafferychen777/ChatSpatial](https://github.com/cafferychen777/ChatSpatial) 🐍 🏠 - MCP server for spatial transcriptomics analysis with 60+ integrated methods covering cell annotation, deconvolution, spatial statistics, and visualization. +- [davidmosiah/wellness-cgm-mcp](https://github.com/davidmosiah/wellness-cgm-mcp) [![Wellness CGM MCP server](https://glama.ai/mcp/servers/davidmosiah/wellness-cgm-mcp/badges/score.svg)](https://glama.ai/mcp/servers/davidmosiah/wellness-cgm-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Local-first continuous glucose monitor MCP server for Dexcom Developer API and FreeStyle Libre via LibreLink Up. - [dnaerys/onekgpd-mcp](https://github.com/dnaerys/onekgpd-mcp) ☕ ☁️ 🍎 🪟 🐧- real-time access to 1000 Genomes Project dataset - [fulcradynamics/fulcra-context-mcp](https://github.com/fulcradynamics/fulcra-context-mcp) [![fulcra-context-mcp MCP server](https://glama.ai/mcp/servers/fulcradynamics/fulcra-context-mcp/badges/score.svg)](https://glama.ai/mcp/servers/fulcradynamics/fulcra-context-mcp) 🐍 ☁️ - MCP server for accessing personal health and biometric data including sleep stages, heart rate, HRV, glucose, workouts, calendar, and location via the Fulcra Life API with OAuth2 consent. - [genomoncology/biomcp](https://github.com/genomoncology/biomcp) 🐍 ☁️ - Biomedical research MCP server providing access to PubMed, ClinicalTrials.gov, and MyVariant.info. @@ -332,7 +356,9 @@ Web content access and automation capabilities. Enables searching, scraping, and - [34892002/bilibili-mcp-js](https://github.com/34892002/bilibili-mcp-js) 📇 🏠 - A MCP server that supports searching for Bilibili content. Provides LangChain integration examples and test scripts. - [achiya-automation/safari-mcp](https://github.com/achiya-automation/safari-mcp) [![safari-mcp MCP server](https://glama.ai/mcp/servers/achiya-automation/safari-mcp/badges/score.svg)](https://glama.ai/mcp/servers/achiya-automation/safari-mcp) 📇 🏠 🍎 - Native Safari browser automation for AI agents with 80+ tools. No Chrome dependency, optimized for Apple Silicon with 60% less CPU overhead. +- [aethynio/aethyn-browser-mcp](https://github.com/aethynio/aethyn-browser-mcp) [![aethynio/aethyn-browser-mcp MCP server](https://glama.ai/mcp/servers/aethynio/aethyn-browser-mcp/badges/score.svg)](https://glama.ai/mcp/servers/aethynio/aethyn-browser-mcp) 📇 🏠 - Drive a local Playwright browser through residential proxies with the agent choosing the exit country/city and holding one sticky identity per task. 10 tools: launch, navigate, accessibility snapshot, click, type, content extraction, exit-IP verification, and per-task identity rotation. Free trial, no card. - [agent-infra/mcp-server-browser](https://github.com/bytedance/UI-TARS-desktop/tree/main/packages/agent-infra/mcp-servers/browser) 📇 🏠 - Browser automation capabilities using Puppeteer, both support local and remote browser connection. +- [alex-on-ai/WebReaper](https://github.com/alex-on-ai/WebReaper) [![alex-on-ai/WebReaper MCP server](https://glama.ai/mcp/servers/alex-on-ai/WebReaper/badges/score.svg)](https://glama.ai/mcp/servers/alex-on-ai/WebReaper) #️⃣ 🏠 🍎 🪟 🐧 - AI-native web scraper MCP server. Single binary, returns clean markdown, MIT-licensed Firecrawl alternative. - [aparajithn/agent-scraper-mcp](https://github.com/aparajithn/agent-scraper-mcp) [![agent-scraper-mcp MCP server](https://glama.ai/mcp/servers/@aparajithn/agent-scraper-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@aparajithn/agent-scraper-mcp) 🐍 ☁️ - Web scraping MCP server for AI agents. 6 tools: clean content extraction, structured scraping with CSS selectors, full-page screenshots via Playwright, link extraction, metadata extraction (OG/Twitter cards), and Google search. Free tier with x402 micropayments. - [apireno/DOMShell](https://github.com/apireno/DOMShell) [![domshell MCP server](https://glama.ai/mcp/servers/@apireno/domshell/badges/score.svg)](https://glama.ai/mcp/servers/@apireno/domshell) 📇 🏠 - Browse the web using filesystem commands (ls, cd, grep, click). 38 MCP tools map Chrome's Accessibility Tree to a virtual filesystem via a Chrome Extension. - [automatalabs/mcp-server-playwright](https://github.com/Automata-Labs-team/MCP-Server-Playwright) 🐍 - An MCP server for browser automation using Playwright @@ -352,14 +378,17 @@ Web content access and automation capabilities. Enables searching, scraping, and - [executeautomation/playwright-mcp-server](https://github.com/executeautomation/mcp-playwright) 📇 - An MCP server using Playwright for browser automation and webscrapping - [eyalzh/browser-control-mcp](https://github.com/eyalzh/browser-control-mcp) 📇 🏠 - An MCP server paired with a browser extension that enables LLM clients to control the user's browser (Firefox). - [feedthrough/feedthrough](https://github.com/feedthrough/feedthrough) [![feedthrough/feedthrough MCP server](https://glama.ai/mcp/servers/feedthrough/feedthrough/badges/score.svg)](https://glama.ai/mcp/servers/feedthrough/feedthrough) 📇 🏠 🍎 🪟 🐧 - In-browser debug bridge that injects into your running web app, so an agent can read the DOM, console logs and network requests, and click/fill/inspect the page. Runs inside the page (not an external CDP driver), so it works in any browser and inside Cypress/Playwright runs. +- [firecrawl/firecrawl-mcp-server](https://github.com/firecrawl/firecrawl-mcp-server) [![firecrawl/firecrawl-mcp-server MCP server](https://glama.ai/mcp/servers/firecrawl/firecrawl-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/firecrawl/firecrawl-mcp-server) 🎖️ 📇 ☁️ 🏠 - Official Firecrawl server with live browser interaction (`firecrawl_interact`) — navigate, click, type, and scroll on a page before extraction, for JS-heavy or auth-gated sites. Also scrape, crawl, map, search, and extract. - [fradser/mcp-server-apple-reminders](https://github.com/FradSer/mcp-server-apple-reminders) 📇 🏠 🍎 - An MCP server for interacting with Apple Reminders on macOS - [freema/firefox-devtools-mcp](https://github.com/freema/firefox-devtools-mcp) 📇 🏠 - Firefox browser automation via WebDriver BiDi for testing, scraping, and browser control. Supports snapshot/UID-based interactions, network monitoring, console capture, and screenshots. +- [segentic-lab/periscope-mcp](https://github.com/segentic-lab/periscope-mcp) [![segentic-lab/periscope-mcp MCP server](https://glama.ai/mcp/servers/segentic-lab/periscope-mcp/badges/score.svg)](https://glama.ai/mcp/servers/segentic-lab/periscope-mcp) 🐍 🏠 - Website & web-app testing built for AI agents rather than raw browser bindings: 66 Playwright tools with hard assertions, auto form-fill, persistent authenticated sessions (incl. interactive login for 2FA/SSO), network mocking, real INP, and accessibility/SEO/GEO (llms.txt, AI-crawler access, WebMCP) + Lighthouse audits. - [sh6drack/zen-mcp](https://github.com/sh6drack/zen-mcp) [![sh6drack/zen-mcp MCP server](https://glama.ai/mcp/servers/sh6drack/zen-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sh6drack/zen-mcp) 📇 🏠 - Zen Browser automation via WebDriver BiDi. 20 tools for navigation, form filling, screenshots, and JavaScript evaluation. No Selenium or Playwright required. - [getrupt/ashra-mcp](https://github.com/getrupt/ashra-mcp) 📇 🏠 - Extract structured data from any website. Just prompt and get JSON. - [hanzili/comet-mcp](https://github.com/hanzili/comet-mcp) 📇 🏠 🍎 - Connect to Perplexity Comet browser for agentic web browsing, deep research, and real-time task monitoring. - [hshintelligence/agent-scrape](https://github.com/hshintelligence/agent-scrape) [![hshintelligence/agent-scrape MCP server](https://glama.ai/mcp/servers/hshintelligence/agent-scrape/badges/score.svg)](https://glama.ai/mcp/servers/hshintelligence/agent-scrape) 📇 ☁️ - Pay-per-call web scraping for AI agents via x402 micropayments on Base. Six tools: scrape, extract structured data, screenshot, metadata, browser session, workflow. No signup, no API keys — just USDC. HTTP + MCP transports. - [LarryWalkerDEV/mcp-immostage](https://github.com/LarryWalkerDEV/mcp-immostage) 📇 ☁️ - AI virtual staging for real estate. Stage empty rooms, beautify floor plans into 3D renders, classify room images, generate property descriptions, and get style recommendations. - [LeonTing1010/tap](https://github.com/LeonTing1010/tap) [![LeonTing1010/tap MCP server](https://glama.ai/mcp/servers/LeonTing1010/tap/badges/score.svg)](https://glama.ai/mcp/servers/LeonTing1010/tap) 📇 🏠 🍎 🪟 🐧 - MCP server that compiles AI browser automation into deterministic `.tap.json` plans (25-op closed union, zero runtime LLM), runs on your logged-in Chrome, and detects drift via semantic fingerprint diff when sites change. 65+ open community taps on 40+ sites. +- [lespaceman/agent-web-interface](https://github.com/lespaceman/agent-web-interface) [![lespaceman/agent-web-interface MCP server](https://glama.ai/mcp/servers/lespaceman/agent-web-interface/badges/score.svg)](https://glama.ai/mcp/servers/lespaceman/agent-web-interface) 📇 🏠 🍎 🪟 🐧 - Token-efficient browser automation for LLM agents: semantic page snapshots and stable element IDs instead of raw DOM or screenshots, driving Chrome over CDP. - [markmircea/Selenix-MCP-Server](https://github.com/markmircea/Selenix-MCP-Server) [![markmircea/Selenix-MCP-Server MCP server](https://glama.ai/mcp/servers/markmircea/Selenix-MCP-Server/badges/score.svg)](https://glama.ai/mcp/servers/markmircea/Selenix-MCP-Server) 📇 🏠 🍎 🪟 🐧 - MCP server bridging Claude Desktop with Selenix for browser automation and testing. Create, run, debug, and manage browser tests through natural language. - [imprvhub/mcp-browser-agent](https://github.com/imprvhub/mcp-browser-agent) 📇 🏠 - A Model Context Protocol (MCP) integration that provides Claude Desktop with autonomous browser automation capabilities. - [kimtaeyoon83/mcp-server-youtube-transcript](https://github.com/kimtaeyoon83/mcp-server-youtube-transcript) 📇 ☁️ - Fetch YouTube subtitles and transcripts for AI analysis @@ -388,12 +417,14 @@ Web content access and automation capabilities. Enables searching, scraping, and - [realwigu/mcp-doctor](https://github.com/realwigu/mcp-doctor) [![realwigu/mcp-doctor MCP server](https://glama.ai/mcp/servers/realwigu/mcp-doctor/badges/score.svg)](https://glama.ai/mcp/servers/realwigu/mcp-doctor) 📇 🏠 🍎 🪟 🐧 - Zero-config diagnostics for MCP servers. Auto-discovers configs across Claude Code, Cursor, VS Code, Windsurf, and Claude Desktop, then tests connections via JSON-RPC handshake, audits security issues, and benchmarks latency. Also runs as an MCP server itself. - [recursechat/mcp-server-apple-shortcuts](https://github.com/recursechat/mcp-server-apple-shortcuts) 📇 🏠 🍎 - An MCP Server Integration with Apple Shortcuts - [Retio-ai/pagemap](https://github.com/Retio-ai/Retio-pagemap) 🐍 🏠 - Compresses ~100K-token HTML into 2-5K-token structured maps while preserving every actionable element. AI agents can read and interact with any web page at 97% fewer tokens. +- [seleniumboot/selenium-mcp](https://github.com/seleniumboot/selenium-mcp) [![seleniumboot/selenium-mcp MCP server](https://glama.ai/mcp/servers/seleniumboot/selenium-mcp/badges/score.svg)](https://glama.ai/mcp/servers/seleniumboot/selenium-mcp) 🐍 🏠 🍎 🪟 🐧 - Python MCP server for Selenium WebDriver — 84 tools for browser automation, element interactions, assertions, and self-healing locators, plus codegen for Java TestNG / JUnit 5 / Cucumber / pytest / C# NUnit / Playwright and CI pipelines (GitHub Actions / Jenkins / GitLab CI). No ChromeDriver setup needed. - [serkan-ozal/browser-devtools-mcp](https://github.com/serkan-ozal/browser-devtools-mcp) 📇 - An MCP Server enables AI assistants to autonomously test, debug, and validate web applications. - [site-shot/site-shot-mcp](https://github.com/site-shot/site-shot-mcp) [![site-shot/site-shot-mcp MCP server](https://glama.ai/mcp/servers/site-shot/site-shot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/site-shot/site-shot-mcp) 📇 ☁️ - Website screenshot API for AI agents. Real Chromium rendering, full-page capture up to 20,000px, country/geo proxies, and automatic ad & cookie-banner removal (cleaner images, fewer vision tokens). Two tools: `capture_screenshot`, `capture_full_page`. Install: `npx -y site-shot-mcp`. - [softvoyagers/pageshot-api](https://github.com/softvoyagers/pageshot-api) 📇 ☁️ - Free webpage screenshot capture API with format, viewport, and dark mode options. No API key required. - [swimmwatch/cloakbrowser-mcp](https://github.com/swimmwatch/cloakbrowser-mcp) [![swimmwatch/cloakbrowser-mcp MCP server](https://glama.ai/mcp/servers/swimmwatch/cloakbrowser-mcp/badges/score.svg)](https://glama.ai/mcp/servers/swimmwatch/cloakbrowser-mcp) 📇 🏠 🍎 🪟 🐧 - Playwright MCP-compatible browser automation using CloakBrowser Chromium, available as an npm package and Docker image. - [User0856/snaprender-mcp](https://github.com/User0856/snaprender-integrations/tree/main/mcp-server) [![snaprender-mcp MCP server](https://glama.ai/mcp/servers/@User0856/snaprender-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@User0856/snaprender-mcp) 📇 ☁️ - Screenshot API for AI agents — capture any website as PNG, JPEG, WebP, or PDF with device emulation, dark mode, ad blocking, and cookie banner removal. Free tier included. - [copperline-labs/rendex-mcp](https://github.com/copperline-labs/rendex-mcp) [![rendex-mcp MCP server](https://glama.ai/mcp/servers/copperline-labs/rendex-mcp/badges/score.svg)](https://glama.ai/mcp/servers/copperline-labs/rendex-mcp) 📇 ☁️ - Screenshot, PDF, and HTML rendering API for AI agents. Capture any URL or raw HTML as PNG/JPEG/WebP/PDF with batch processing, geo-targeting, async webhooks, and MCP-native integration. Free tier included. +- [vincentvella/devloop](https://github.com/vincentvella/devloop) [![vincentvella/devloop MCP server](https://glama.ai/mcp/servers/vincentvella/devloop/badges/score.svg)](https://glama.ai/mcp/servers/vincentvella/devloop) 📇 🏠 🍎 🪟 🐧 - Drives a browser (or a native Expo/React Native app on iOS/Android) and your dev server onto one correlated timeline, so a browser console error and the backend stack trace from the same moment line up. Includes `repro` action sequences, a unified log/network query API, and an Electron cockpit. - [webdriverio/mcp](https://github.com/webdriverio/mcp) [![mcp MCP server](https://glama.ai/mcp/servers/webdriverio/mcp/badges/score.svg)](https://glama.ai/mcp/servers/webdriverio/mcp) 📇 🏠 - Browser and mobile app automation using WebdriverIO, enabling AI agents to control browsers, interact with web elements, and automate native Android and iOS apps via the WebDriver and Appium protocols. - [xspadex/bilibili-mcp](https://github.com/xspadex/bilibili-mcp.git) 📇 🏠 - A FastMCP-based tool that fetches Bilibili's trending videos and exposes them via a standard MCP interface. - [ymw0407/auth-fetch-mcp](https://github.com/ymw0407/auth-fetch-mcp) [![ymw0407/auth-fetch-mcp MCP server](https://glama.ai/mcp/servers/ymw0407/auth-fetch-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ymw0407/auth-fetch-mcp) 📇 🏠 🍎 🪟 🐧 - Fetch content from login-protected web pages (Notion, Google Docs, Jira, Confluence, etc.) by opening a real browser for authentication with persistent session caching. @@ -420,6 +451,7 @@ Cloud platform service integration. Enables management and interaction with clou - [aliyun/alibaba-cloud-ops-mcp-server](https://github.com/aliyun/alibaba-cloud-ops-mcp-server) 🎖️ 🐍 ☁️ - A MCP server that enables AI assistants to operation resources on Alibaba Cloud, supporting ECS, Cloud Monitor, OOS and widely used cloud products. - [awslabs/mcp](https://github.com/awslabs/mcp) 🎖️ ☁️ - AWS MCP servers for seamless integration with AWS services and resources. - [bright8192/esxi-mcp-server](https://github.com/bright8192/esxi-mcp-server) 🐍 ☁️ - A VMware ESXi/vCenter management server based on MCP (Model Control Protocol), providing simple REST API interfaces for virtual machine management. +- [chaandannn/finopsmcp](https://github.com/chaandannn/finopsmcp) [![chaandannn/finopsmcp MCP server](https://glama.ai/mcp/servers/chaandannn/finopsmcp/badges/score.svg)](https://glama.ai/mcp/servers/chaandannn/finopsmcp) 🐍 🏠 🍎 🪟 🐧 - Local-first FinOps copilot. Connect AWS, Azure, GCP, Kubernetes, and 15+ SaaS and AI bills, then ask cost questions in Claude or Cursor, find waste, and get the fix as a pull request you approve. Read-only; your credentials and bill stay on your machine. `uvx nable`. - [cloudflare/mcp-server-cloudflare](https://github.com/cloudflare/mcp-server-cloudflare) 🎖️ 📇 ☁️ - Integration with Cloudflare services including Workers, KV, R2, and D1 - [davidlandais/ovh-api-mcp](https://github.com/davidlandais/ovh-api-mcp) [![ovh-api-mcp MCP server](https://glama.ai/mcp/servers/davidlandais/ovh-api-mcp/badges/score.svg)](https://glama.ai/mcp/servers/davidlandais/ovh-api-mcp) 🦀 ☁️ - Code Mode MCP server for the entire OVH API. Two tools (search + execute) give LLMs access to all OVH endpoints via sandboxed JavaScript, using ~1,000 tokens instead of thousands of tool definitions. - [cyclops-ui/mcp-cyclops](https://github.com/cyclops-ui/mcp-cyclops) 🎖️ 🏎️ ☁️ - An MCP server that allows AI agents to manage Kubernetes resources through Cyclops abstraction @@ -429,15 +461,19 @@ Cloud platform service integration. Enables management and interaction with clou - [espressif/esp-rainmaker-mcp](https://github.com/espressif/esp-rainmaker-mcp) 🎖️ 🐍 🏠 ☁️ 📟 - Official Espressif MCP Server to manage and control ESP RainMaker Devices. - [flux159/mcp-server-kubernetes](https://github.com/Flux159/mcp-server-kubernetes) 📇 ☁️/🏠 - Typescript implementation of Kubernetes cluster operations for pods, deployments, services. - [friendlygeorge/docker-mcp-server](https://github.com/friendlygeorge/docker-mcp-server) [![friendlygeorge/docker-mcp-server MCP server](https://glama.ai/mcp/servers/friendlygeorge/docker-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/friendlygeorge/docker-mcp-server) 📇 🏠 - Docker container management for AI agents — health checks, auto-restart, Compose lifecycle, and log streaming. 50+ tools for the agent operations loop. +- [GavinLucas/docker-mcp](https://github.com/GavinLucas/docker-mcp) [![GavinLucas/docker-mcp MCP server](https://glama.ai/mcp/servers/GavinLucas/docker-mcp/badges/score.svg)](https://glama.ai/mcp/servers/GavinLucas/docker-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Manages one or more Docker daemons (local socket or remote over TCP/TLS/SSH) with 162 tools spanning containers, images, Compose, Swarm, Buildx, Scout, and OCI registries. Mark hosts as read-only for safe monitoring; logs and stats exposed as MCP resources. - [GeiserX/spinnaker-mcp](https://github.com/GeiserX/spinnaker-mcp) [![GeiserX/spinnaker-mcp MCP server](https://glama.ai/mcp/servers/GeiserX/spinnaker-mcp/badges/score.svg)](https://glama.ai/mcp/servers/GeiserX/spinnaker-mcp) 🏎️ ☁️ - A bridge that exposes any Spinnaker instance as an MCP server via the Gate API, enabling management of applications, pipelines, executions, and cloud infrastructure. - [hardik-id/azure-resource-graph-mcp-server](https://github.com/hardik-id/azure-resource-graph-mcp-server) 📇 ☁️/🏠 - A Model Context Protocol server for querying and analyzing Azure resources at scale using Azure Resource Graph, enabling AI assistants to explore and monitor Azure infrastructure. - [hashicorp/terraform-mcp-server](https://github.com/hashicorp/terraform-mcp-server) - 🎖️🏎️☁️ - The official Terraform MCP Server seamlessly integrates with the Terraform ecosystem, enabling provider discovery, module analysis, and direct Registry API integration for advanced Infrastructure as Code workflows. +- [helbertparanhos/cloudflare-mcp-pro](https://github.com/helbertparanhos/cloudflare-mcp-pro) [![cloudflare-mcp-pro MCP server](https://glama.ai/mcp/servers/helbertparanhos/cloudflare-mcp-pro/badges/score.svg)](https://glama.ai/mcp/servers/helbertparanhos/cloudflare-mcp-pro) 📇 🏠 🍎 🪟 🐧 - The most complete Cloudflare MCP — 69 tools over the REST API v4 (DNS, Zones, Workers, KV, R2, D1, Pages, WAF, SSL, Email Routing, Logpush, Workers AI) in a single local stdio server, with a server-side human-approval gate on every mutation. `npx -y cloudflare-mcp-pro`. - [helbertparanhos/easypanel-mcp-server](https://github.com/helbertparanhos/easypanel-mcp-server) [![easypanel-mcp-server MCP server](https://glama.ai/mcp/servers/helbertparanhos/easypanel-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/helbertparanhos/easypanel-mcp-server) 📇 🏠 🍎 🪟 🐧 - Full Easypanel control from Claude Code and Cursor — 37 tools for deployments, services, env vars, logs, domains, databases and monitoring. Safety guards require explicit confirmation for all destructive actions. +- [hostodo/hostodo-mcp](https://github.com/hostodo/hostodo-mcp) [![hostodo/hostodo-mcp MCP server](https://glama.ai/mcp/servers/hostodo/hostodo-mcp/badges/score.svg)](https://glama.ai/mcp/servers/hostodo/hostodo-mcp) 📇 ☁️ - Hosted MCP endpoint for Hostodo VPS management: list VM details, power-control, rename, reinstall from OS templates, toggle per-VM exec, run bounded/async guest-agent commands, and upload/install artifacts with scoped tokens and audit logs. - [Infrawise/mcp-server](https://github.com/Infrawise/mcp-server) [![Infrawise/mcp-server MCP server](https://glama.ai/mcp/servers/Infrawise/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Infrawise/mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Azure FinOps infrastructure cost optimization: idle resources, rightsizing, and Reserved Instance recommendations for Claude Code. - [ionos-cloud/ionoscloud-mcp](https://github.com/ionos-cloud/ionoscloud-mcp) [![ionos-cloud/ionoscloud-mcp MCP server](https://glama.ai/mcp/servers/ionos-cloud/ionoscloud-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ionos-cloud/ionoscloud-mcp) 🏎️ ☁️ - Inspect and manage IONOS CLOUD infrastructure via MCP. - [jasonwilbur/cloud-cost-mcp](https://github.com/jasonwilbur/cloud-cost-mcp) 📇 ☁️ 🍎 🪟 🐧 - Multi-cloud pricing comparison across AWS, Azure, GCP, and OCI with 2,700+ instance types. Real-time pricing from public APIs, workload calculators, and migration savings estimator. - [jasonwilbur/oci-pricing-mcp](https://github.com/jasonwilbur/oci-pricing-mcp) 📇 ☁️ - Oracle Cloud Infrastructure pricing data with 602 products, cost calculators, and cross-provider comparisons. One-command install for Claude. - [jdubois/azure-cli-mcp](https://github.com/jdubois/azure-cli-mcp) - A wrapper around the Azure CLI command line that allows you to talk directly to Azure +- [john-broadway/proximo](https://github.com/john-broadway/proximo) [![john-broadway/proximo MCP server](https://glama.ai/mcp/servers/john-broadway/proximo/badges/score.svg)](https://glama.ai/mcp/servers/john-broadway/proximo) 🐍 🏠 - All four Proxmox surfaces — VE, Backup Server, Mail Gateway, Datacenter Manager — plus in-container exec on one audited control plane. Every mutation dry-runs to a PLAN with its blast radius named, snapshots first where the platform can, and lands in a hash-chained tamper-evident audit ledger. 365 tools, read-only by default. `uvx proximo-proxmox` - [johnneerdael/netskope-mcp](https://github.com/johnneerdael/netskope-mcp) 🔒 ☁️ - An MCP to give access to all Netskope Private Access components within a Netskope Private Access environments including detailed setup information and LLM examples on usage. - [kestra-io/mcp-server-python](https://github.com/kestra-io/mcp-server-python) 🐍 ☁️ - Implementation of MCP server for [Kestra](https://kestra.io) workflow orchestration platform. - [Labs64/NetLicensing-MCP](https://github.com/Labs64/NetLicensing-MCP) [![Labs64/NetLicensing-MCP](https://glama.ai/mcp/servers/Labs64/NetLicensing-MCP/badges/score.svg)](https://glama.ai/mcp/servers/Labs64/NetLicensing-MCP) 🎖️ 🐍 ☁️ - The official NetLicensing MCP Server is a natural language interface that enables agentic applications to manage the full software licensing lifecycle in Labs64 NetLicensing without writing a single API call. @@ -452,6 +488,7 @@ Cloud platform service integration. Enables management and interaction with clou - [Nebula-Block-Data/nebulablock-mcp-server](https://github.com/Nebula-Block-Data/nebulablock-mcp-server) 📇 🏠 - integrates with the fastmcp library to expose the full range of NebulaBlock API functionalities as accessible tools - [nwiizo/tfmcp](https://github.com/nwiizo/tfmcp) - 🦀 🏠 - A Terraform MCP server allowing AI assistants to manage and operate Terraform environments, enabling reading configurations, analyzing plans, applying configurations, and managing Terraform state. - [newageflyfish-max/volthq](https://github.com/newageflyfish-max/volthq) [![newageflyfish-max/volthq MCP server](https://glama.ai/mcp/servers/newageflyfish-max/volthq/badges/score.svg)](https://glama.ai/mcp/servers/newageflyfish-max/volthq) 📇 ☁️ 🏠 🍎 🪟 🐧 - Compute price oracle for AI agents. Compare inference pricing across 8 providers in real time with routing recommendations and spend tracking. One-command install: `npx volthq-mcp-server --setup`. +- [openpouch/openpouch](https://github.com/openpouch/openpouch) [![openpouch/openpouch MCP server](https://glama.ai/mcp/servers/openpouch/openpouch/badges/score.svg)](https://glama.ai/mcp/servers/openpouch/openpouch) 🎖️ 📇 ☁️ - Agent-native hosting: deploy any app to a live URL in one command — no account, no dashboard, no CAPTCHA. Full deploy lifecycle as tools (deploy, verify, logs, inspect, rollback, list/delete); production approval stays human-only. Apache-2.0. - [openstack-kr/python-openstackmcp-server](https://github.com/openstack-kr/python-openstackmcp-server) 🐍 ☁️ - OpenStack MCP server for cloud infrastructure management based on openstacksdk. - [ofershap/mcp-server-cloudflare](https://github.com/ofershap/mcp-server-cloudflare) [![mcp-server-cloudflare MCP server](https://glama.ai/mcp/servers/ofershap/mcp-server-cloudflare/badges/score.svg)](https://glama.ai/mcp/servers/ofershap/mcp-server-cloudflare) 📇 ☁️ - Manage Cloudflare Workers, KV, R2, Pages, DNS, and cache from your IDE. - [ofershap/mcp-server-s3](https://github.com/ofershap/mcp-server-s3) [![mcp-server-s3 MCP server](https://glama.ai/mcp/servers/ofershap/mcp-server-s3/badges/score.svg)](https://glama.ai/mcp/servers/ofershap/mcp-server-s3) 📇 ☁️ - AWS S3 operations — list buckets, browse objects, upload/download files, and generate presigned URLs. @@ -487,6 +524,7 @@ Cloud platform service integration. Enables management and interaction with clou - [weibaohui/kom](https://github.com/weibaohui/kom) 🏎️ ☁️/🏠 - Provides MCP multi-cluster Kubernetes management and operations. It can be integrated as an SDK into your own project and includes nearly 50 built-in tools covering common DevOps and development scenarios. Supports both standard and CRD resources. - [wenhuwang/mcp-k8s-eye](https://github.com/wenhuwang/mcp-k8s-eye) 🏎️ ☁️/🏠 - MCP Server for kubernetes management, and analyze your cluster, application health - [Woobox/hatchable-mcp](https://github.com/Woobox/hatchable-mcp) [![Woobox/hatchable-mcp MCP server](https://glama.ai/mcp/servers/Woobox/hatchable-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Woobox/hatchable-mcp) 🎖️ ☁️ - Build and host full-stack web apps and sites on Hatchable from any MCP client. DB, auth, storage, domains, and cron per project. Free tier. +- [x7even/cloudcostsmcp](https://github.com/x7even/cloudcostsmcp) [![x7even/cloudcostsmcp MCP server](https://glama.ai/mcp/servers/x7even/cloudcostsmcp/badges/score.svg)](https://glama.ai/mcp/servers/x7even/cloudcostsmcp) 🏎️ ☁️ 🍎 🪟 🐧 - Anchor AI FinOps to real, live cloud pricing. 15 tools for AWS, GCP & Azure — public list prices and enterprise negotiated rates (Reserved Instances, Savings Plans, CUDs, EDPs). No credentials needed for AWS and Azure public pricing. `pip install opencloudcosts` - [xmpuspus/cloudwright](https://github.com/xmpuspus/cloudwright) [![xmpuspus/cloudwright MCP server](https://glama.ai/mcp/servers/xmpuspus/cloudwright/badges/score.svg)](https://glama.ai/mcp/servers/xmpuspus/cloudwright) 🐍 ☁️ - Natural-language cloud architecture intelligence for AWS, GCP, Azure, and Databricks. 19 tools for architecture design, cost estimation, compliance validation (HIPAA, SOC 2, FedRAMP, GDPR, PCI-DSS, Well-Architected), security scanning, Terraform/CloudFormation export, and blast-radius analysis. - [zw008/VMware-AIops](https://github.com/zw008/VMware-AIops) [![zw008/vmware-aiops MCP server](https://glama.ai/mcp/servers/zw008/vmware-aiops/badges/score.svg)](https://glama.ai/mcp/servers/zw008/vmware-aiops) 🐍 ☁️ - VMware vSphere/vCenter management — VM lifecycle (create/clone/delete/migrate), deployment, Guest Operations, snapshots, and cluster operations. 41 tools with double-confirmation gates, dry-run mode, and SQLite-WAL audit logging for destructive operations. - [zw008/VMware-AVI](https://github.com/zw008/VMware-AVI) [![zw008/vmware-avi MCP server](https://glama.ai/mcp/servers/zw008/vmware-avi/badges/score.svg)](https://glama.ai/mcp/servers/zw008/vmware-avi) 🐍 ☁️ - VMware AVI Load Balancer (NSX ALB) management plus AKO Kubernetes integration. 29 tools across virtual services, pools, analytics metrics, and AKO lifecycle (restart/upgrade/force-resync) with double-confirmation for destructive ops. @@ -538,6 +576,7 @@ Full coding agents that enable LLMs to read, edit, and execute code and solve ge - [spyrae/claude-concilium](https://github.com/spyrae/claude-concilium) 📇 🏠 🍎 🪟 🐧 - Multi-agent AI consultation framework for Claude Code. Three MCP servers wrapping CLI tools (Codex, Gemini, Qwen) for parallel code review and problem-solving with fallback chains and error detection. Includes ready-to-use Claude Code skill. - [blakerouse/ssh-mcp](https://github.com/blakerouse/ssh-mcp) 🏎️ 🏠 🍎 🪟 🐧 - MCP server exposing SSH control for Linux and Windows servers. Allows long running commands and the ability to perform commands on multiple hosts at the same time. - [sipyourdrink-ltd/bernstein](https://github.com/sipyourdrink-ltd/bernstein) [![sipyourdrink-ltd/bernstein MCP server](https://glama.ai/mcp/servers/chernistry/bernstein/badges/score.svg)](https://glama.ai/mcp/servers/chernistry/bernstein) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Deterministic multi-agent orchestrator for 37 CLI coding agents (Claude Code, Codex, Cursor, Aider, Gemini CLI, GitHub Copilot CLI, OpenHands, OpenCode, Goose, Qwen, Ollama, and more). MCP server mode (stdio + HTTP/SSE) exposes the orchestrator to any MCP client. Git worktree isolation per agent, HMAC-chained audit trail, cost-aware model routing via contextual bandit. Apache 2.0. +- [danieldoderlein/llm-bus](https://github.com/danieldoderlein/llm-bus) [![danieldoderlein/llm-bus MCP server](https://glama.ai/mcp/servers/danieldoderlein/llm-bus/badges/score.svg)](https://glama.ai/mcp/servers/danieldoderlein/llm-bus) 📇 ☁️ 🏠 - Multi-agent coordination bus over MCP: atomic gap-free claims, advisory file leases, a shared event ledger, presence, prose handoffs, and a task graph, so multiple coding agents (Claude Code, Cursor, Codex) stop colliding and re-deriving each other's work. Remote Streamable HTTP; self-hostable (AGPL-3.0) or hosted at llm-bus.com. - [doggybee/mcp-server-leetcode](https://github.com/doggybee/mcp-server-leetcode) 📇 ☁️ - An MCP server that enables AI models to search, retrieve, and solve LeetCode problems. Supports metadata filtering, user profiles, submissions, and contest data access. - [eirikb/any-cli-mcp-server](https://github.com/eirikb/any-cli-mcp-server) 📇 🏠 - Universal MCP server that transforms any CLI tool into an MCP server. Works with any CLI that has `--help` output, supports caching for performance. - [ejentum/ejentum-mcp](https://github.com/ejentum/ejentum-mcp) [![ejentum/ejentum-mcp MCP server](https://glama.ai/mcp/servers/ejentum/ejentum-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ejentum/ejentum-mcp) 📇 🏠 - MCP server with reasoning, code, anti-deception, and memory tools for AI agents. @@ -545,11 +584,13 @@ Full coding agents that enable LLMs to read, edit, and execute code and solve ge - [elhamid/llm-council](https://github.com/elhamid/llm-council) 🐍 🏠 - Multi-LLM deliberation with anonymized peer review. Runs a 3-stage council: parallel responses → anonymous ranking → synthesis. Based on Andrej Karpathy's LLM Council concept. - [freema/openclaw-mcp](https://github.com/freema/openclaw-mcp) [![openclaw-mcp MCP server](https://glama.ai/mcp/servers/@freema/openclaw-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@freema/openclaw-mcp) 📇 ☁️ 🏠 - MCP server for [OpenClaw](https://github.com/openclaw/openclaw) AI assistant integration. Enables Claude to delegate tasks to OpenClaw agents with sync/async tools, OAuth 2.1 auth, and SSE transport for Claude.ai. - [ferrislucas/iterm-mcp](https://github.com/ferrislucas/iterm-mcp) 🖥️ 🛠️ 💬 - A Model Context Protocol server that provides access to iTerm. You can run commands and ask questions about what you see in the iTerm terminal. +- [foldwork-dev/mcp-injector](https://github.com/foldwork-dev/mcp-injector) [![foldwork-dev/mcp-injector MCP server](https://glama.ai/mcp/servers/foldwork-dev/mcp-injector/badges/score.svg)](https://glama.ai/mcp/servers/foldwork-dev/mcp-injector) 🏎️ 🏠 🍎 🪟 🐧 - Local MCP daemon that pre-indexes your codebase into a SQLite catalog and serves AST-compressed snapshots to Claude Code, Cursor, and VS Code on every query. Reduces token usage by 41-89% on real codebases (verified across Django, Tokio, Gin, and more). Single Go binary, zero config. Free for codebases under 100K lines. - [TT-Wang/forge](https://github.com/TT-Wang/forge) [![forge MCP server](https://glama.ai/mcp/servers/TT-Wang/forge/badges/score.svg)](https://glama.ai/mcp/servers/TT-Wang/forge) 📇 🏠 🍎 🪟 🐧 - Structured planning, parallel execution in git worktrees, and deep validation for Claude Code. Turns a one-line objective into a validated DAG of modules executed by worker agents, each self-checked and cross-module-reviewed before merge-back. 7 MCP tools: `validate`, `validate_plan`, `memory_recall`, `memory_save`, `iteration_state` (per-run scoped, with stagnation/velocity/oscillation detection), `forge_logs`, `session_state`. Stdio-only. Zero telemetry. - [g0t4/mcp-server-commands](https://github.com/g0t4/mcp-server-commands) 📇 🏠 - Run any command with `run_command` and `run_script` tools. - [gabrielmaialva33/winx-code-agent](https://github.com/gabrielmaialva33/winx-code-agent) 🦀 🏠 - A high-performance Rust reimplementation of WCGW for code agents, providing shell execution and advanced file management capabilities for LLMs via MCP. - [hampsterx/claude-mcp-bridge](https://github.com/hampsterx/claude-mcp-bridge) [![hampsterx/claude-mcp-bridge MCP server](https://glama.ai/mcp/servers/hampsterx/claude-mcp-bridge/badges/score.svg)](https://glama.ai/mcp/servers/hampsterx/claude-mcp-bridge) 📇 🏠 🍎 🪟 🐧 - Wraps Claude Code CLI as MCP tools (query, search, structured, sessions) with subscription-first auth, cost metadata, budget caps, and granular tool sandboxing. - [irskep/persistproc](https://github.com/irskep/persistproc) 🐍 🏠 - MCP server + command line tool that allows agents to see & control long-running processes like web servers. Start, stop, restart, read logs. +- [jigyasudham/veto](https://github.com/jigyasudham/veto) [![jigyasudham/veto MCP server](https://glama.ai/mcp/servers/jigyasudham/veto/badges/score.svg)](https://glama.ai/mcp/servers/jigyasudham/veto) 📇 🏠 🍎 🪟 🐧 - A council of 49 specialist agents + 93 tools for every major AI CLI (Claude Code, Codex, Gemini, Cursor, Windsurf). Deterministic agents that optionally upgrade to LLM, a self-learning router, cross-CLI memory, and guards for dependency hallucinations and decision drift. No API keys; zero extra cost on subscriptions. - [jinzcdev/leetcode-mcp-server](https://github.com/jinzcdev/leetcode-mcp-server) 📇 ☁️ - MCP server enabling automated access to **LeetCode**'s programming problems, solutions, submissions and public data with optional authentication for user-specific features (e.g., notes), supporting both `leetcode.com` (global) and `leetcode.cn` (China) sites. - [juehang/vscode-mcp-server](https://github.com/juehang/vscode-mcp-server) 📇 🏠 - A MCP Server that allows AI such as Claude to read from the directory structure in a VS Code workspace, see problems picked up by linter(s) and the language server, read code files, and make edits. - [kagan-sh/kagan](https://github.com/kagan-sh/kagan) [![kagan-sh/kagan MCP server](https://glama.ai/mcp/servers/kagan-sh/kagan/badges/score.svg)](https://glama.ai/mcp/servers/kagan-sh/kagan) 🐍 🏠 🍎 🪟 🐧 - AI-powered Kanban TUI and MCP server for autonomous development workflows. Orchestrates 14 coding agents across task tracking, isolated git worktrees, review, and merge. @@ -564,6 +605,7 @@ Full coding agents that enable LLMs to read, edit, and execute code and solve ge - [oraios/serena](https://github.com/oraios/serena) 🐍 🏠 - A fully-featured coding agent that relies on symbolic code operations by using language servers. - [OthmaneBlial/term_mcp_deepseek](https://github.com/OthmaneBlial/term_mcp_deepseek) 🐍 🏠 - A DeepSeek MCP-like Server for Terminal - [pdavis68/RepoMapper](https://github.com.mcas.ms/pdavis68/RepoMapper) 🐧 🪟 🍎 - An MCP server (and command-line tool) to provide a dynamic map of chat-related files from the repository with their function prototypes and related files in order of relevance. Based on the "Repo Map" functionality in Aider.chat +- [plori-ai/plori](https://github.com/plori-ai/plori) [![plori-ai/plori MCP server](https://glama.ai/mcp/servers/plori-ai/plori/badges/score.svg)](https://glama.ai/mcp/servers/plori-ai/plori) 🎖️ 🏎️ ☁️ - Give your AI agent its own cloud computer. Create and drive hosted plori agents (persistent disk, real tools, memory that survives between sessions) over a remote MCP server: invoke an agent and read its reply, manage the human-in-the-loop queue, and schedule deferred runs. OAuth 2.1 sign-in or API key. - [preflight-dev/preflight](https://github.com/preflight-dev/preflight) 📇 🏠 🍎 🪟 🐧 - 24-tool MCP server for Claude Code that catches vague prompts before they waste tokens. Includes 12-category prompt scorecards, session history search with LanceDB vectors, cross-service contract awareness, correction pattern learning, and cost estimation. - [PsChina/deepseek-as-subagent](https://github.com/PsChina/deepseek-as-subagent) [![PsChina/deepseek-as-subagent MCP server](https://glama.ai/mcp/servers/PsChina/deepseek-as-subagent/badges/score.svg)](https://glama.ai/mcp/servers/PsChina/deepseek-as-subagent) 🐍 🏠 🍎 🪟 🐧 - Run DeepSeek as a real sub-agent inside Claude Code / Codex CLI. DeepSeek gets its own 7-tool agent loop (Read/Write/Edit/Bash/Glob/Grep/NotebookEdit) in a sandboxed workspace, not just a single LLM call. Includes token-based command sandbox, pre-flight web-search pattern, and cross-platform installer. - [religa/multi-mcp](https://github.com/religa/multi_mcp) 🐍 🍎 🪟 🐧 - Parallel multi-model code review, security analysis, and AI debate with ChatGPT, Claude, and Gemini. Orchestrates multiple LLMs for compare, consensus, and OWASP Top 10 security checks. @@ -585,6 +627,8 @@ Full coding agents that enable LLMs to read, edit, and execute code and solve ge - [x51xxx/codex-mcp-tool](https://github.com/x51xxx/codex-mcp-tool) 📇 ☁️ - MCP server that connects your IDE or AI assistant to Codex CLI for code analysis and editing with support for multiple models (gpt-5-codex, o3, codex-1) - [x51xxx/copilot-mcp-server](https://github.com/x51xxx/copilot-mcp-server) 📇 ☁️ - MCP server that connects your IDE or AI assistant to GitHub Copilot CLI for code analysis, review, and batch processing - [eliottreich/taskbounty-mcp-server](https://github.com/eliottreich/taskbounty-mcp-server) [![eliottreich/taskbounty-mcp-server MCP server](https://glama.ai/mcp/servers/eliottreich/taskbounty-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/eliottreich/taskbounty-mcp-server) 📇 ☁️ - MCP server for [TaskBounty](https://www.task-bounty.com). AI agents fix GitHub bugs (every fix ships with a regression test) and raise test coverage on your codebase. Posters draft and fund bounties from chat (Stripe Checkout); solvers submit PRs verified end-to-end in a sandbox. Paid in USDC, ETH, or BTC. 11 tools. +- [Yomiracle/trinity-lite](https://github.com/Yomiracle/trinity-lite) [![Yomiracle/trinity-lite MCP server](https://glama.ai/mcp/servers/Yomiracle/trinity-lite/badges/score.svg)](https://glama.ai/mcp/servers/Yomiracle/trinity-lite) 🐍 🏠 - Local-first task bus for CLI-based AI agents. Route work, persist state in SQLite, and let Codex, Claude Code, and other agents collaborate through a shared MCP server. + ### 🖥️ Command Line Run commands, capture output and otherwise interact with shells and command line tools. @@ -592,6 +636,7 @@ Run commands, capture output and otherwise interact with shells and command line - [capsulerun/bash](https://github.com/capsulerun/bash/tree/main/packages/bash-mcp) [![Capsule Bash MCP server](https://glama.ai/mcp/servers/capsulerun/bash/badges/score.svg)](https://glama.ai/mcp/servers/capsulerun/bash) 📇 🏠 🍎 🪟 🐧 - Sandboxed bash for agents. Run untrusted commands in WebAssembly sandboxes with no setup required. - [danmartuszewski/hop](https://github.com/danmartuszewski/hop) 🏎️ 🖥️ - Fast SSH connection manager with TUI dashboard and MCP server for discovering, searching, and executing commands on remote hosts. - [faizbawa/mcp-remote-ssh](https://github.com/faizbawa/mcp-remote-ssh) [![faizbawa/mcp-remote-ssh MCP server](https://glama.ai/mcp/servers/faizbawa/mcp-remote-ssh/badges/score.svg)](https://glama.ai/mcp/servers/faizbawa/mcp-remote-ssh) 🐍 🏠 🍎 🪟 🐧 - Full SSH access for AI agents with secret-safe environment injection and automatic output redaction. Persistent sessions, structured execution, SFTP, port forwarding — secrets are fed via stdin (invisible to `ps`) and scrubbed from all tool responses before reaching the LLM. `uvx mcp-remote-ssh` +- [luisgf/infrabroker](https://github.com/luisgf/infrabroker) [![luisgf/infrabroker MCP server](https://glama.ai/mcp/servers/luisgf/infrabroker/badges/score.svg)](https://glama.ai/mcp/servers/luisgf/infrabroker) 🏎️ 🏠 ☁️ 🍎 🐧 - SSH & Kubernetes access broker where the model never touches a credential: a separate signer mints per-operation ephemeral SSH certificates and bound ServiceAccount tokens, with a per-command allow/deny/approval firewall (POSIX-sh AST), dry-run, human-in-the-loop approvals, session recording and an Ed25519-chained audit log. Self-hosted Go binaries, GPLv3. - [nvms/tui-mcp](https://github.com/nvms/tui-mcp) [![tui-mcp MCP server](https://glama.ai/mcp/servers/nvms/tui-mcp/badges/score.svg)](https://glama.ai/mcp/servers/nvms/tui-mcp) 📇 🏠 🍎 🪟 🐧 - What Chrome DevTools MCP is for the browser, tui-mcp is for the terminal. Launch, screenshot, and interact with any TUI app. - [raychao-oao/pty-mcp](https://github.com/raychao-oao/pty-mcp) [![pty-mcp MCP server](https://glama.ai/mcp/servers/raychao-oao/pty-mcp/badges/score.svg)](https://glama.ai/mcp/servers/raychao-oao/pty-mcp) 🏎️ 🏠 🍎 🐧 - Interactive PTY sessions for AI agents — local shells, SSH with persistent sessions (ai-tmux daemon for attach/detach), and serial ports. Single Go binary, no tmux dependency. - [ferodrigop/forge](https://github.com/ferodrigop/forge) [![forge MCP server](https://glama.ai/mcp/servers/ferodrigop/forge/badges/score.svg)](https://glama.ai/mcp/servers/ferodrigop/forge) 📇 🏠 - Terminal MCP server for AI coding agents with persistent PTY sessions, ring-buffer incremental reads, headless xterm screen capture, multi-agent orchestration, and a real-time web dashboard. @@ -601,6 +646,8 @@ Run commands, capture output and otherwise interact with shells and command line - [HasanJahidul/localhost-mcp](https://github.com/HasanJahidul/localhost-mcp) [![localhost-mcp MCP server](https://glama.ai/mcp/servers/HasanJahidul/localhost-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HasanJahidul/localhost-mcp) 📇 🏠 🍎 🪟 🐧 - Inspect, manage, and kill local dev servers. Lists what's listening on each port (pid, framework, project, uptime, memory, cpu), diagnoses port conflicts with free alternatives nearby, finds zombie processes, and kills by pid or port with a dry-run default. - [laszlopere/mcp-tmux](https://github.com/laszlopere/mcp-tmux) [![laszlopere/mcp-tmux MCP server](https://glama.ai/mcp/servers/laszlopere/mcp-tmux/badges/score.svg)](https://glama.ai/mcp/servers/laszlopere/mcp-tmux) 🐍 🏠 🐧 🍎 - Universal tmux driver: sessions, windows, panes, keystrokes, and pane capture — local or remote over SSH. Curated tools plus a raw `tmux_command` passthrough; works against tmux 1.8+. Shared, visible sessions for pair-programming with the agent. `uvx mcp-tmux`. - [zb-ss/servonaut](https://github.com/zb-ss/servonaut) [![zb-ss/servonaut MCP server](https://glama.ai/mcp/servers/@zb-ss/servonaut/badges/score.svg)](https://glama.ai/mcp/servers/@zb-ss/servonaut) 🐍 🏠 🍎 🐧 - Manage AWS EC2, Hetzner, OVH and custom SSH servers: run commands, fetch logs, CloudWatch/CloudTrail queries, fleet health snapshots, IP banning, S3 — with readonly/standard/dangerous guard tiers and a JSONL audit trail. +- [blinkingbit-oss/execkit](https://github.com/blinkingbit-oss/execkit) [![blinkingbit-oss/execkit MCP server](https://glama.ai/mcp/servers/blinkingbit-oss/execkit/badges/score.svg)](https://glama.ai/mcp/servers/blinkingbit-oss/execkit) 🦀 🏠 🍎 🐧 - Stateful, structured, auditable shell sessions for AI agents over local, SSH, and Docker. Secret redaction, output budgeting, SSH host-key verification, and a loopback read-only browser viewer that streams the live transcript. +- [Easton-OU/rootpilot-mcp](https://github.com/Easton-OU/rootpilot-mcp) [![Easton-OU/rootpilot-mcp MCP server](https://glama.ai/mcp/servers/Easton-OU/rootpilot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Easton-OU/rootpilot-mcp) 📇 🏠 🍎 🪟 🐧 - Safe, read-only SSH diagnostics for Linux/Docker servers: a fixed 38-command whitelist (no arbitrary execution), secret redaction, per-command timeouts. Collects evidence; your model does the reasoning. `npx @rootpilot/mcp-ssh-diagnose` ### 💬 Communication @@ -616,6 +663,7 @@ Integration with communication platforms for message management and channel oper - [Beltran12138/wecom-docs-mcp-server](https://github.com/Beltran12138/wecom-docs-mcp-server) [![Beltran12138/wecom-docs-mcp-server MCP server](https://glama.ai/mcp/servers/Beltran12138/wecom-docs-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Beltran12138/wecom-docs-mcp-server) 🐍 🏠 🪟 🐧 - WeCom (Enterprise WeChat) document operations via MCP: create, read, and edit Docs and Smartsheets (9 tools). Fills the doc-CRUD gap — existing WeCom MCP servers only support webhook messaging. - [areweai/tsgram-mcp](https://github.com/areweai/tsgram-mcp) - TSgram: Telegram + Claude with local workspace access on your phone in typescript. Read, write, and vibe code on the go! - [arpitbatra123/mcp-googletasks](https://github.com/arpitbatra123/mcp-googletasks) 📇 ☁️ - An MCP server to interface with the Google Tasks API +- [BigCactusLabs/dead-letter](https://github.com/BigCactusLabs/dead-letter) [![BigCactusLabs/dead-letter MCP server](https://glama.ai/mcp/servers/BigCactusLabs/dead-letter/badges/score.svg)](https://glama.ai/mcp/servers/BigCactusLabs/dead-letter) 🐍 🏠 - Convert `.eml` email exports to clean Markdown with YAML front matter — thread splitting, signature stripping, attachment extraction, and calendar parsing. Tuned for feeding archived email into RAG/LLM pipelines. - [Cactusinhand/mcp_server_notify](https://github.com/Cactusinhand/mcp_server_notify) 🐍 🏠 - A MCP server that send desktop notifications with sound effect when agent tasks are completed. - [carterlasalle/mac_messages_mcp](https://github.com/carterlasalle/mac_messages_mcp) 🏠 🍎 🚀 - An MCP server that securely interfaces with your iMessage database via the Model Context Protocol (MCP), allowing LLMs to query and analyze iMessage conversations. It includes robust phone number validation, attachment processing, contact management, group chat handling, and full support for sending and receiving messages. - [chaindead/telegram-mcp](https://github.com/chaindead/telegram-mcp) 🏎️ 🏠 - Telegram API integration for accessing user data, managing dialogs (chats, channels, groups), retrieving messages, and handling read status @@ -631,6 +679,7 @@ Integration with communication platforms for message management and channel oper - [ExpertVagabond/solmail-mcp](https://github.com/ExpertVagabond/solmail-mcp) [![ExpertVagabond/solmail-mcp MCP server](https://glama.ai/mcp/servers/ExpertVagabond/solmail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ExpertVagabond/solmail-mcp) 📇 ☁️ - Send physical mail with Solana payments — AI agents can compose, price, and send letters and postcards via cryptocurrency. - [FastAlertNow/mcp-server](https://github.com/FastAlertNow/mcp-server) 🎖️ 📇 ☁️ - Official Model Context Protocol (MCP) server for FastAlert. This server allows AI agents (like Claude, ChatGPT, and Cursor) to list of your channels and send notifications directly through the FastAlert API. - [FantomaSkaRus1/telegram-bot-mcp](https://github.com/FantomaSkaRus1/telegram-bot-mcp) [![telegram-bot-mcp MCP server](https://glama.ai/mcp/servers/@FantomaSkaRus1/telegram-bot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@FantomaSkaRus1/telegram-bot-mcp) 📇 ☁️ 🏠 - Full-featured Telegram Bot API MCP server with 174 tools covering the entire Bot API. +- [farukkolip/xtapdown-mcp](https://github.com/farukkolip/xtapdown-mcp) [![farukkolip/xtapdown-mcp MCP server](https://glama.ai/mcp/servers/farukkolip/xtapdown-mcp/badges/score.svg)](https://glama.ai/mcp/servers/farukkolip/xtapdown-mcp) 📇 ☁️ - X (Twitter) creator toolkit MCP with 14 tools: tweet download (video/GIF/image/full archive), curated hashtags by niche, best posting times by country, viral hook formulas, engagement & ads-revenue calculators, thread splitter, character counter, advanced-search URL builder, fancy Unicode bio generator, viral patterns lookup, and the full 2026 search-operator cheatsheet. Uses X's public syndication endpoint — no auth, no rate limits on curated data. - [gerkensm/callcenter.js-mcp](https://github.com/gerkensm/callcenter.js-mcp) 📇 ☁️ - An MCP server to make phone calls using VoIP/SIP and OpenAI's Realtime API and observe the transcript. - [GeiserX/telegram-archive-mcp](https://github.com/GeiserX/telegram-archive-mcp) [![GeiserX/telegram-archive-mcp MCP server](https://glama.ai/mcp/servers/GeiserX/telegram-archive-mcp/badges/score.svg)](https://glama.ai/mcp/servers/GeiserX/telegram-archive-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - Go-based MCP server for Telegram Archive. Search and browse Telegram chat history, list chats, and retrieve messages with full-text search. Docker image available. - [getpoststack/mcp](https://github.com/getpoststack/mcp) [![getpoststack/mcp MCP server](https://glama.ai/mcp/servers/getpoststack/mcp/badges/score.svg)](https://glama.ai/mcp/servers/getpoststack/mcp) 📇 ☁️ 🍎 🪟 🐧 - EU-hosted email API exposed as MCP tools — send transactional and marketing email, manage contacts and segments, run broadcasts, render templates, and read analytics from Claude/Cursor. GDPR compliant, EU-only data residency (Germany + Finland). `npx -y @poststack.dev/mcp`. @@ -645,6 +694,7 @@ Integration with communication platforms for message management and channel oper - [InditexTech/mcp-teams-server](https://github.com/InditexTech/mcp-teams-server) 🐍 ☁️ - MCP server that integrates Microsoft Teams messaging (read, post, mention, list members and threads) - [Infobip/mcp](https://github.com/infobip/mcp) 🎖️ ☁️ - Official Infobip MCP server for integrating Infobip global cloud communication platform. It equips AI agents with communication superpowers, allowing them to send and receive SMS and RCS messages, interact with WhatsApp and Viber, automate communication workflows, and manage customer data, all in a production-ready environment. - [iprashantraj/mcp-discord-bridge](https://github.com/iprashantraj/mcp-discord-bridge) [![iprashantraj/mcp-discord-bridge MCP server](https://glama.ai/mcp/servers/iprashantraj/mcp-discord-bridge/badges/score.svg)](https://glama.ai/mcp/servers/iprashantraj/mcp-discord-bridge) 📇 🏠 🍎 🪟 🐧 - Discord MCP server with 46 tools for channels, messages, forums, webhooks, members, roles, threads, and moderation. Zero-install via `npx -y mcp-discord-bridge`. Also runs as a standalone bot with slash commands. +- [jcoulaud/shipmail-mcp](https://github.com/jcoulaud/shipmail-mcp) [![jcoulaud/shipmail-mcp MCP server](https://glama.ai/mcp/servers/jcoulaud/shipmail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jcoulaud/shipmail-mcp) 📇 ☁️ - Business email MCP server for AI agents. Manage custom-domain mailboxes, read and send messages, draft replies, inspect threads, and automate Shipmail REST API/webhook workflows. - [sethbang/proton-mail-mcp](https://github.com/sethbang/proton-mail-mcp) [![proton-mail-mcp MCP server](https://glama.ai/mcp/servers/sethbang/proton-mail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sethbang/proton-mail-mcp) 📇 🏠 - Unofficial Proton Mail MCP server — send, read, search, and organize email over SMTP and IMAP (via Proton Mail Bridge). Bulk ops with dry-run previews, read-only mode, and Trash-by-default deletes. Not affiliated with Proton AG. - [shahabazdev/inxmail-mcp](https://github.com/shahabazdev/inxmail-mcp) [![shahabazdev/inxmail-mcp MCP server](https://glama.ai/mcp/servers/shahabazdev/inxmail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/shahabazdev/inxmail-mcp) 📇 ☁️ - Manage Inxmail Commerce transactional emails — events, sendings, bounces, blocklist, blacklist, reactions, and delivery tracking. - [TheSameAbramovych/qmailing-mcp-server](https://github.com/TheSameAbramovych/qmailing-mcp-server) [![TheSameAbramovych/qmailing-mcp-server MCP server](https://glama.ai/mcp/servers/TheSameAbramovych/qmailing-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/TheSameAbramovych/qmailing-mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - AI agents read & send email, manage mailboxes, custom domains and webhooks via the QMailing API (npm stdio + hosted OAuth connector). @@ -680,6 +730,7 @@ Integration with communication platforms for message management and channel oper - [OrygnsCode/Omnicord](https://github.com/OrygnsCode/Omnicord) [![OrygnsCode/Omnicord MCP server](https://glama.ai/mcp/servers/OrygnsCode/Omnicord/badges/score.svg)](https://glama.ai/mcp/servers/OrygnsCode/Omnicord) 📇 🏠 🍎 🪟 🐧 - Hands your AI an entire Discord server: 148 tools covering chat, moderation, automod, events, and full administration, up to building a complete community server from one paragraph. One-command guided setup, and every destructive action previews and waits for your confirmation. - [overpod/mcp-telegram](https://github.com/overpod/mcp-telegram) [![mcp-telegram MCP server](https://glama.ai/mcp/servers/overpod/mcp-telegram/badges/score.svg)](https://glama.ai/mcp/servers/overpod/mcp-telegram) 📇 🏠 🍎 🪟 🐧 - Telegram MCP server via MTProto/GramJS — 20 tools for reading chats, searching messages, downloading media, managing contacts. QR code login, npx zero-install. Hosted version at mcp-telegram.com. - [OverQuotaAI/chatterboxio-mcp-server](https://github.com/OverQuotaAI/chatterboxio-mcp-server) 📇 ☁️ - MCP server implementation for ChatterBox.io, enabling AI agents to send bots to online meetings (Zoom, Google Meet) and obtain transcripts and recordings. +- [paigy-ai/mcp](https://github.com/paigy-ai/mcp) [![paigy-ai/mcp MCP server](https://glama.ai/mcp/servers/paigy-ai/mcp/badges/score.svg)](https://glama.ai/mcp/servers/paigy-ai/mcp) 📇 ☁️ - Call, text, or push the user's phone when an agent needs input mid-task — reply by voice instead of babysitting a long-running or blocked terminal. Works with any MCP client, not just Claude. Install: `npx -y @paigy/mcp@latest`. - [PhononX/cv-mcp-server](https://github.com/PhononX/cv-mcp-server) 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - MCP Server that connects AI Agents to [Carbon Voice](https://getcarbon.app). Create, manage, and interact with voice messages, conversations, direct messages, folders, voice memos, AI actions and more in [Carbon Voice](https://getcarbon.app). - [Pingfyr/mcp](https://github.com/Pingfyr/mcp) [![Pingfyr/mcp MCP server](https://glama.ai/mcp/servers/Pingfyr/mcp/badges/score.svg)](https://glama.ai/mcp/servers/Pingfyr/mcp) 🎖️ 📇 ☁️ - The scheduled delivery API for developers. Schedule reminders, notifications, and webhooks with one API call. - [platfone-com/mcp](https://github.com/platfone-com/mcp) [![platfone-com/mcp MCP server](https://glama.ai/mcp/servers/platfone-com/mcp/badges/score.svg)](https://glama.ai/mcp/servers/platfone-com/mcp) 📇 ☁️ 🏠 - Virtual phone number platform for AI agents — rent numbers across 200+ countries, receive SMS, and manage the full activation lifecycle. Supports stdio and HTTP transport. @@ -714,6 +765,7 @@ Integration with communication platforms for message management and channel oper Tools for building and operating AI conversation agents that hold structured dialogues with end users. +- [bodyegypt/lobbyvoices-mcp](https://github.com/bodyegypt/lobbyvoices-mcp) [![bodyegypt/lobbyvoices-mcp MCP server](https://glama.ai/mcp/servers/bodyegypt/lobbyvoices-mcp/badges/score.svg)](https://glama.ai/mcp/servers/bodyegypt/lobbyvoices-mcp) 🎖️ ☁️ - Official remote MCP server for [Lobby](https://lobbyvoices.com/developers), an AI receptionist for small businesses. Seven free no-auth tools: write business phone scripts and IVR menus (English + Mexican Spanish), generate ElevenLabs agent system prompts, calculate missed-call cost, get a hire-a-receptionist verdict, role-play a call against the live receptionist engine, and get a real demo number to call. Typed structured outputs. - [kiro0x/five-mcp](https://github.com/kiro0x/five-mcp) [![kiro0x/five-mcp MCP server](https://glama.ai/mcp/servers/kiro0x/five-mcp/badges/score.svg)](https://glama.ai/mcp/servers/kiro0x/five-mcp) 🐍 🏠 - LLM character consistency engine — generates structured JSON constraints from 4 multiple-choice questions about an AI's psychology. Drop the JSON into any LLM's system prompt to prevent persona drift; reduces inference cost from retries. 160,000 personality patterns; works with any LLM. - [Perspective-AI/mcp](https://github.com/Perspective-AI/mcp) [![Perspective-AI/mcp MCP server](https://glama.ai/mcp/servers/Perspective-AI/mcp/badges/score.svg)](https://glama.ai/mcp/servers/Perspective-AI/mcp) 🎖️ 📇 ☁️ - Official MCP server for [Perspective AI](https://getperspective.ai). An AI Concierge replaces static forms with adaptive AI conversations for lead qualification, customer research, onboarding feedback, and advocacy. Design conversation agents (Concierge, Interviewer, Evaluator, Advocate), analyze conversations, deploy embeds, and automate follow-ups (webhook, email, Slack, HubSpot). @@ -730,6 +782,8 @@ Tools for encrypting and decrypting data. Provides access to customer profiles inside of customer data platforms +- [Aleksey-Panf/b2b-enrichment-mcp](https://github.com/Aleksey-Panf/b2b-enrichment-mcp) [![Aleksey-Panf/b2b-enrichment-mcp MCP server](https://glama.ai/mcp/servers/Aleksey-Panf/b2b-enrichment-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Aleksey-Panf/b2b-enrichment-mcp) 🐍 ☁️ - B2B lead enrichment server integrating Hunter.io and Apollo APIs. 9 tools for email discovery, domain search, company data, and contact verification. +- - [azmartone67/dchub-mcp-server](https://github.com/azmartone67/dchub-mcp-server) [![azmartone67/dchub-mcp-server MCP server](https://glama.ai/mcp/servers/azmartone67/dchub-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/azmartone67/dchub-mcp-server) 📇 ☁️ - Data-center, power & gas intelligence MCP server. 33 tools covering 21,000+ data-center facilities (170+ countries), 232 US power markets scored by the DC Hub Power Index (DCPI), 2,000+ tracked M&A deals, ISO grid telemetry (PJM, ERCOT, CAISO, MISO, SPP, NYISO), fiber routes, and energy pricing. Free to cite (CC-BY-4.0). - [antv/mcp-server-chart](https://github.com/antvis/mcp-server-chart) 🎖️ 📇 ☁️ - A Model Context Protocol server for generating visual charts using [AntV](https://github.com/antvis). - [ckalima/pipedrive-mcp-server](https://github.com/ckalima/pipedrive-mcp-server) [![ckalima/pipedrive-mcp-server MCP server](https://glama.ai/mcp/servers/ckalima/pipedrive-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/ckalima/pipedrive-mcp-server) 📇 ☁️ - MCP server for [Pipedrive CRM](https://www.pipedrive.com). 155 tools covering deals, persons, organizations, activities, products, projects, tasks, leads, notes, mail, and fields. stdio transport, API-key auth, delete tools gated behind an env flag. Published on npm as `@ckalima/pipedrive-mcp-server`. MIT. @@ -775,6 +829,7 @@ Secure database access with schema inspection capabilities. Enables querying and - [Dataring-engineering/mcp-server-trino](https://github.com/Dataring-engineering/mcp-server-trino) 🐍 ☁️ - Trino MCP Server to query and access data from Trino Clusters. - [davewind/mysql-mcp-server](https://github.com/dave-wind/mysql-mcp-server) 🏎️ 🏠 A – user-friendly read-only mysql mcp server for cursor and n8n... - [designcomputer/mysql_mcp_server](https://github.com/designcomputer/mysql_mcp_server) 🐍 🏠 - MySQL database integration with configurable access controls, schema inspection, and comprehensive security guidelines +- [devopam/MCPg](https://github.com/devopam/MCPg) [![devopam/MCPg MCP server](https://glama.ai/mcp/servers/devopam/MCPg/badges/score.svg)](https://glama.ai/mcp/servers/devopam/MCPg) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Production-grade PostgreSQL MCP server with 100+ tools for catalog introspection, AST-validated safe query execution, index tuning, natural-language SQL, pgvector/TimescaleDB/AGE integrations, and HTTP/stdio transports. - [domdomegg/airtable-mcp-server](https://github.com/domdomegg/airtable-mcp-server) 📇 🏠 - Airtable database integration with schema inspection, read and write capabilities - [edwinbernadus/nocodb-mcp-server](https://github.com/edwinbernadus/nocodb-mcp-server) 📇 ☁️ - Nocodb database integration, read and write capabilities - [ergut/mcp-bigquery-server](https://github.com/ergut/mcp-bigquery-server) 📇 ☁️ - Server implementation for Google BigQuery integration that enables direct BigQuery database access and querying capabilities @@ -807,11 +862,13 @@ Secure database access with schema inspection capabilities. Enables querying and - [kiliczsh/mcp-mongo-server](https://github.com/kiliczsh/mcp-mongo-server) 📇 🏠 - A Model Context Protocol Server for MongoDB - [kosminus/querywise-mcp](https://github.com/kosminus/querywise-mcp) [![kosminus/querywise-mcp MCP server](https://glama.ai/mcp/servers/kosminus/querywise-mcp/badges/score.svg)](https://glama.ai/mcp/servers/kosminus/querywise-mcp) 🐍 🏠 - Query SQL databases (SQLite, PostgreSQL, BigQuery, Databricks) in natural language through a business semantic layer — glossary, metrics, and a data dictionary grounded against your real schema. - [ktanaka101/mcp-server-duckdb](https://github.com/ktanaka101/mcp-server-duckdb) 🐍 🏠 - DuckDB database integration with schema inspection and query capabilities +- [lintbase/lintbase-mcp](https://github.com/lintbase/lintbase) [![lintbase/lintbase-mcp MCP server](https://glama.ai/mcp/servers/lintbase/lintbase/badges/score.svg)](https://glama.ai/mcp/servers/lintbase/lintbase) 📇 🏠 - Ground-truth Firestore schema context for AI coding agents. Stops Cursor, Claude, and Windsurf from hallucinating field names and queries. Scans live collections, returns real field names, types, and presence rates. - [LucasHild/mcp-server-bigquery](https://github.com/LucasHild/mcp-server-bigquery) 🐍 ☁️ - BigQuery database integration with schema inspection and query capabilities - [memgraph/mcp-memgraph](https://github.com/memgraph/ai-toolkit/tree/main/integrations/mcp-memgraph) 🐍 🏠 - Memgraph MCP Server - includes a tool to run a query against Memgraph and a schema resource. - [mbentham/SqlAugur](https://github.com/mbentham/SqlAugur) #️⃣ 🏠 🪟 🐧 - SQL Server MCP server with AST-based query validation, read-only safety, schema exploration, ER diagram generation, and DBA toolkit integration (First Responder Kit, DarlingData, sp_WhoIsActive). - [modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/postgres) 📇 🏠 - PostgreSQL database integration with schema inspection and query capabilities - [modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/sqlite) 🐍 🏠 - SQLite database operations with built-in analysis features +- [mahAnuj/mcp-multi-db](https://github.com/mahAnuj/mcp-multi-db) [![mahAnuj/mcp-multi-db MCP server](https://glama.ai/mcp/servers/mahAnuj/mcp-multi-db/badges/score.svg)](https://glama.ai/mcp/servers/mahAnuj/mcp-multi-db) 📇 🏠 - One MCP server for PostgreSQL, MySQL, and SQLite. Unified read-only tools (`list_databases`, `list_tables`, `describe_table`, `run_query`) across all three engines with two-layer read-only enforcement (SQL-text guard + DB-level read-only transactions). Install: `npx -y mcp-multi-db`. - [montumodi/mongodb-atlas-mcp-server](https://github.com/montumodi/mongodb-atlas-mcp-server) 📇 ☁️ 🪟 🍎 🐧 - A Model Context Protocol (MCP) that provides access to the MongoDB Atlas API. This server wraps the `mongodb-atlas-api-client` package to expose MongoDB Atlas functionality through MCP tools. - [neo4j-contrib/mcp-neo4j](https://github.com/neo4j-contrib/mcp-neo4j) 🐍 🏠 - Model Context Protocol with Neo4j (Run queries, Knowledge Graph Memory, Manaage Neo4j Aura Instances) - [neondatabase/mcp-server-neon](https://github.com/neondatabase/mcp-server-neon) 📇 ☁️ — An MCP Server for creating and managing Postgres databases using Neon Serverless Postgres @@ -847,6 +904,7 @@ Secure database access with schema inspection capabilities. Enables querying and - [ThinAirTelematics/thinair-data](https://github.com/ThinAirTelematics/thinair-data) [![ThinAir Data MCP server](https://glama.ai/mcp/servers/ThinAirTelematics/thinair-data/badges/score.svg)](https://glama.ai/mcp/servers/ThinAirTelematics/thinair-data) 📇 ☁️ - Connect any AI to PostgreSQL, MySQL, or SQL Server — 24 dialect-aware tools for query, schema introspection, optimization, migrations, PII scan, and more. Hosted MCP server with OAuth 2.0 + Bearer auth, free trial available. - [tradercjz/dolphindb-mcp-server](https://github.com/tradercjz/dolphindb-mcp-server) 🐍 ☁️ - TDolphinDB database integration with schema inspection and query capabilities - [tuannvm/mcp-trino](https://github.com/tuannvm/mcp-trino) 🏎️ ☁️ - A Go implementation of a Model Context Protocol (MCP) server for Trino +- [ugurcl/dbridge-mcp](https://github.com/ugurcl/dbridge-mcp) [![ugurcl/dbridge-mcp MCP server](https://glama.ai/mcp/servers/ugurcl/dbridge-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ugurcl/dbridge-mcp) 📇 🏠 🍎 🪟 🐧 - Query SQLite, PostgreSQL, and MySQL in plain language — read-only by design, with column hiding/masking, row caps, per-query timeouts, cost-based rejection, and rate limiting. - [GetMystAdmin/urdb-mcp](https://github.com/GetMystAdmin/urdb-mcp) [![urdb-mcp MCP server](https://glama.ai/mcp/servers/GetMystAdmin/urdb-mcp/badges/score.svg)](https://glama.ai/mcp/servers/GetMystAdmin/urdb-mcp) 📇 🏠 - Search URDB's product integrity database for integrity scores, enshittification events, and change tracking across consumer products - [VictoriaMetrics-Community/mcp-victorialogs](https://github.com/VictoriaMetrics-Community/mcp-victorialogs) 🎖️ 🏎️ 🏠 - Provides comprehensive integration with your [VictoriaLogs instance APIs](https://docs.victoriametrics.com/victorialogs/querying/#http-api) and [documentation](https://docs.victoriametrics.com/victorialogs/) for working with logs, investigating and debugging tasks related to your VictoriaLogs instances. - [weaviate/mcp-server-weaviate](https://github.com/weaviate/mcp-server-weaviate) 🐍 📇 ☁️ - An MCP Server to connect to your Weaviate collections as a knowledge base as well as using Weaviate as a chat memory store. @@ -862,6 +920,7 @@ Secure database access with schema inspection capabilities. Enables querying and - [Zhwt/go-mcp-mysql](https://github.com/Zhwt/go-mcp-mysql) 🏎️ 🏠 – Easy to use, zero dependency MySQL MCP server built with Golang with configurable readonly mode and schema inspection. - [zilliztech/mcp-server-milvus](https://github.com/zilliztech/mcp-server-milvus) 🐍 🏠 ☁️ - MCP Server for Milvus / Zilliz, making it possible to interact with your database. - [wklee610/kafka-mcp](https://github.com/wklee610/kafka-mcp)[![kafka-mcp MCP server](https://glama.ai/mcp/servers/wklee610/kafka-mcp/badges/score.svg)](https://glama.ai/mcp/servers/wklee610/kafka-mcp) 🐍 🏠 ☁️ - MCP server for Apache Kafka that allows LLM agents to inspect topics, consumer groups, and safely manage offsets (reset, rewind). +- [croc100/Litescope](https://github.com/croc100/Litescope) [![Litescope MCP server](https://glama.ai/mcp/servers/croc100/Litescope/badges/score.svg)](https://glama.ai/mcp/servers/croc100/Litescope) 🏎️ 🏠 ☁️ - MCP-first operations toolchain for SQLite, Cloudflare D1, and Turso. Inspect, diff, migrate, monitor, back up, and repair databases over stdio. Read-only by default; writes are opt-in, dry-run first, and auto-snapshot before applying. `npx -y litescope mcp` ### 📊 Data Platforms @@ -908,13 +967,17 @@ Data Platforms for data integration, transformation and pipeline orchestration. ### 💻 Developer Tools +- [hernaninverso/eleata-verify-mcp](https://github.com/hernaninverso/eleata-verify-mcp) [![hernaninverso/eleata-verify-mcp MCP server](https://glama.ai/mcp/servers/hernaninverso/eleata-verify-mcp/badges/score.svg)](https://glama.ai/mcp/servers/hernaninverso/eleata-verify-mcp) 📇 ☁️ - Grounding / hallucination guard: verify a claim against evidence (Supported/Refuted/Not Enough Evidence) with a confidence + abstain flag, for RAG and agents. `npx -y eleata-verify-mcp`. - [appcreationsca/bumpguard-mcp](https://github.com/appcreationsca/bumpguard-mcp) [![appcreationsca/bumpguard-mcp MCP server](https://glama.ai/mcp/servers/appcreationsca/bumpguard-mcp/badges/score.svg)](https://glama.ai/mcp/servers/appcreationsca/bumpguard-mcp) 🐍 🏠 🍎 🪟 🐧 - Pre-flight dependency-upgrade impact analysis: reports exactly which of your code's API usages break *before* you bump a dependency, with line numbers, severity, and fix hints. Also verifies AI-written code against the actually-installed API to catch hallucinated calls. Static analysis only — never runs third-party code. Python + .NET. `pip install bumpguard-mcp` +- [davidmosiah/delx-mcp-server](https://github.com/davidmosiah/delx-mcp-server) [![Delx MCP Server](https://glama.ai/mcp/servers/davidmosiah/delx-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/davidmosiah/delx-mcp-server) 📇 🏠 ☁️ 🍎 🪟 🐧 - Native stdio bridge for the hosted Delx Protocol MCP endpoint, with one-command client install, doctor checks and live tool discovery. - [DeusData/codebase-memory-mcp](https://github.com/DeusData/codebase-memory-mcp) [![DeusData/codebase-memory-mcp MCP server](https://glama.ai/mcp/servers/DeusData/codebase-memory-mcp/badges/score.svg)](https://glama.ai/mcp/servers/DeusData/codebase-memory-mcp) 🌊 🏠 🍎 🪟 🐧 - Code-intelligence engine that indexes a repo into a persistent knowledge graph — functions, classes, call chains, HTTP routes, cross-service links. 159 languages via tree-sitter + Hybrid LSP, sub-ms structural queries, ~99% fewer tokens than grep. Single static binary, zero dependencies, 100% local. `npx codebase-memory-mcp` - [forgemeshlabs/aso-audit-mcp](https://github.com/forgemeshlabs/aso-audit-mcp) [![forgemeshlabs/aso-audit-mcp MCP server](https://glama.ai/mcp/servers/forgemeshlabs/aso-audit-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forgemeshlabs/aso-audit-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Free Agent Signal Optimization scanner for website/API agent readiness. Scores discovery, identity, trust, commerce, reputation, and memory signals; validates robots.txt AI bot rules, llms.txt, agent.json, Google A2A agent cards, MCP server cards, API catalogs, OAuth metadata, x402, pricing, security.txt, status endpoints, and cross-file identity consistency. Returns ASO maturity levels, evidence, and prioritized fix plans. Local stdio or Glama-hosted, no API key required. `npx -y @forgemeshlabs/aso-audit-mcp`. - [KyaniteLabs/checkyourself](https://github.com/KyaniteLabs/checkyourself) [![KyaniteLabs/checkyourself MCP server](https://glama.ai/mcp/servers/KyaniteLabs/checkyourself/badges/score.svg)](https://glama.ai/mcp/servers/KyaniteLabs/checkyourself) 🐍 🏠 - Local-first production-readiness audit for AI-built apps: read-only checks, an evidence-based 0-100 score, and guided fixes before launch. - [modus-agendi/managed-agent-control-mcp](https://github.com/modus-agendi/managed-agent-control-mcp) [![modus-agendi/managed-agent-control-mcp MCP server](https://glama.ai/mcp/servers/modus-agendi/managed-agent-control-mcp/badges/score.svg)](https://glama.ai/mcp/servers/modus-agendi/managed-agent-control-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Start, observe, and interact with Claude Managed Agents from any MCP client — launch an agent, poll its events to watch it work, reply, approve the tools it wants to run, and stop it. Runs over stdio, an HTTP container, or AWS Lambda, with pluggable inbound auth (bearer/OIDC/Cognito). - [getnahook/nahook-mcp](https://github.com/getnahook/nahook-mcp) [![getnahook/nahook-mcp MCP server](https://glama.ai/mcp/servers/getnahook/nahook-mcp/badges/score.svg)](https://glama.ai/mcp/servers/getnahook/nahook-mcp) 🎖️ 🏎️ ☁️ - "The official MCP server for the Nahook webhook platform — trigger webhooks, inspect deliveries, retry failures, and manage endpoints from your AI assistant." - [naveenayalla1-CS50/mcp-server-toolkit](https://github.com/naveenayalla1-CS50/mcp-server-toolkit) [![naveenayalla1-CS50/mcp-server-toolkit MCP server](https://glama.ai/mcp/servers/naveenayalla1-CS50/mcp-server-toolkit/badges/score.svg)](https://glama.ai/mcp/servers/naveenayalla1-CS50/mcp-server-toolkit) 📇 🏠 ☁️ 🍎 🪟 🐧 - Plug-and-play MCP server toolkit with semantic code search, natural language database queries, docs indexing, and OpenAPI introspection. One-command setup for Claude Code, Cursor, and Windsurf. +- [Nishant-Chaudhary5338/mcp-code-indexer](https://github.com/Nishant-Chaudhary5338/mcp-code-indexer) [![Nishant-Chaudhary5338/mcp-code-indexer MCP server](https://glama.ai/mcp/servers/Nishant-Chaudhary5338/mcp-code-indexer/badges/score.svg)](https://glama.ai/mcp/servers/Nishant-Chaudhary5338/mcp-code-indexer) 📇 🏠 - Index any TypeScript/React repo (including monorepos) into a queryable code graph. Reverse queries (who-renders, who-calls, find-references), blast-radius analysis, dependency cycles, dead-code orphans, and symbol signatures — exposed over stdio. Install: `npx code-graph-indexer`. +- [raccioly/docguard](https://github.com/raccioly/docguard) [![raccioly/docguard MCP server](https://glama.ai/mcp/servers/raccioly/docguard/badges/score.svg)](https://glama.ai/mcp/servers/raccioly/docguard) 📇 🏠 🍎 🪟 🐧 - Deterministic documentation-drift detection for AI agents. Validates a project's canonical docs against its actual code — no LLM guessing; every finding has a stable code and a suggested fix. Five read-only tools over stdio: guard, score, explain, verify-claims, diagnose. `npx -y docguard-cli mcp` - [tatavarthitarun/nowsecure-mcp-server](https://github.com/tatavarthitarun/nowsecure-mcp-server) [![tatavarthitarun/nowsecure-mcp-server MCP server](https://glama.ai/mcp/servers/tatavarthitarun/nowsecure-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/tatavarthitarun/nowsecure-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - MCP server for NowSecure Platform mobile security testing. List applications, pull remediation findings via GraphQL, and generate PDF reports locally (bypasses broken UI export). Published as `nowsecure-mcp-server`. `npx -y nowsecure-mcp-server` - [adrianczuczka/mason](https://github.com/adrianczuczka/mason) [![adrianczuczka/mason MCP server](https://glama.ai/mcp/servers/adrianczuczka/mason/badges/score.svg)](https://glama.ai/mcp/servers/adrianczuczka/mason) 📇 🏠 🍎 🪟 🐧 - Context engineering MCP server. Generates CLAUDE.md from git history and architectural file sampling, and maintains a concept-map snapshot of features/flows → files so agents can skip grep/glob on repeat queries. The fast, idiomatic Go framework for building MCP servers. Struct-tag auto schema, middleware chain, and adapters to import existing Gin/OpenAPI/gRPC services as MCP tools. @@ -922,9 +985,12 @@ Data Platforms for data integration, transformation and pipeline orchestration. - [sapph1re/mcp-billing-gateway-sdk](https://github.com/sapph1re/mcp-billing-gateway-sdk) [![sapph1re/mcp-billing-gateway-sdk MCP server](https://glama.ai/mcp/servers/sapph1re/mcp-billing-gateway-sdk/badges/score.svg)](https://glama.ai/mcp/servers/sapph1re/mcp-billing-gateway-sdk) 📇 ☁️ - Billing infrastructure for MCP server operators. Add Stripe subscriptions, per-call credits, tiered pricing, and x402 crypto micropayments to any MCP server without writing billing code. Operator dashboard included. - [agenticempire/axint](https://github.com/agenticempire/axint) [![agenticempire/axint MCP server](https://glama.ai/mcp/servers/agenticempire/axint/badges/score.svg)](https://glama.ai/mcp/servers/agenticempire/axint) 📇 🏠 - Apple-native execution layer for AI agents. Compiles TypeScript to validated Swift — App Intents, SwiftUI views, WidgetKit widgets, and full apps. 13 MCP tools, 150 diagnostics, 500 tests. - [callstackincubator/agent-device](https://github.com/callstackincubator/agent-device) [![callstackincubator/agent-device MCP server](https://glama.ai/mcp/servers/callstackincubator/agent-device/badges/score.svg)](https://glama.ai/mcp/servers/callstackincubator/agent-device) 📇 🏠 🍎 🐧 - Discovery router for the agent-device CLI. Exposes status, install guidance, version-matched help, prompts, and resources for iOS, Android, tvOS, macOS, and Linux automation workflows. +- [cq27-dev/rag-rat](https://github.com/cq27-dev/rag-rat) [![cq27-dev/rag-rat MCP server](https://glama.ai/mcp/servers/cq27-dev/rag-rat/badges/score.svg)](https://glama.ai/mcp/servers/cq27-dev/rag-rat) 🦀 🏠 🍎 🪟 🐧 - Local repo-intelligence index and MCP server for coding agents — "what a repository knows about itself." Hybrid BM25 + vector semantic search, a tree-sitter code graph (callers/callees/imports across Rust, TS/TSX, Kotlin, C/C++, Python) with an optional compiler-grade SCIP oracle, queryable git/GitHub history, and typed, source-anchored repo memories (Invariant, Decision, Risk, …) that persist across sessions. Every result carries provenance — confidence labels and coverage warnings. Keeps source read-only; a background watcher keeps queries fresh. PreToolUse hooks augment `grep` and flag near-duplicate code as you write it. `cargo install rag-rat` - [drhalto/agentmako](https://github.com/drhalto/agentmako) [![drhalto/agentmako MCP server](https://glama.ai/mcp/servers/drhalto/agentmako/badges/score.svg)](https://glama.ai/mcp/servers/drhalto/agentmako) 📇 🏠 🍎 🪟 🐧 - Local-first codebase intelligence engine. Gives coding agents structured context packets, indexed code/schema facts, and diagnostics over MCP, backed by a local SQLite store — so agents stop rediscovering your repo with raw grep. Optional Postgres/Supabase awareness and a bundled Claude Code plugin. +- [Dusheh/myclaw-toolkit](https://github.com/Dusheh/myclaw-toolkit) [![Dusheh/myclaw-toolkit MCP server](https://glama.ai/mcp/servers/Dusheh/myclaw-toolkit/badges/score.svg)](https://glama.ai/mcp/servers/Dusheh/myclaw-toolkit) 📇 ☁️ 🍎 🪟 🐧 - 23-in-1 developer utility MCP server: web search, exchange rates, crypto prices, QR codes, JSON formatter, UUID, URL tools, domain check, RSS feeds, and more. 6 paid APIs via x402 micropayments ($0.003 USDC on Base). `npx myclaw-toolkit` Tools and integrations that enhance the development workflow and environment management. +- [kestiny18/spring-nacos-mcp](https://github.com/kestiny18/spring-nacos-mcp) [![kestiny18/spring-nacos-mcp MCP server](https://glama.ai/mcp/servers/kestiny18/spring-nacos-mcp/badges/score.svg)](https://glama.ai/mcp/servers/kestiny18/spring-nacos-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Project-aware, read-only Nacos config & service-discovery server for Spring Cloud repos. Zero setup: auto-discovers every environment (dev/test/prod/...) from the repo's application/bootstrap files, with cross-environment key-level config diff. Single file, zero dependencies. - [mithun4elp/briefkit-mcp-server](https://github.com/mithun4elp/briefkit-mcp-server) [![mithun4elp/briefkit-mcp-server MCP server](https://glama.ai/mcp/servers/mithun4elp/briefkit-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/mithun4elp/briefkit-mcp-server) 📇 🏠 - Generate engineer-grade SaaS specifications — design systems, database schemas, and RLS policies for AI build tools like Lovable, Cursor, and Claude Code. - [magna-nz/aspnetcore-debugger-mcp](https://github.com/magna-nz/aspnetcore-debugger-mcp) [![magna-nz/aspnetcore-debugger-mcp MCP server](https://glama.ai/mcp/servers/magna-nz/aspnetcore-debugger-mcp/badges/score.svg)](https://glama.ai/mcp/servers/magna-nz/aspnetcore-debugger-mcp) #️⃣ 🏠 🍎🪟🐧 - MCP server for interactive .NET / ASP.NET Core debugging via netcoredbg. 27 tools: breakpoints (line, function, exception, data), stepping, thread inspection, exception autopsy, hang/deadlock analysis, and request tracing. @@ -942,6 +1008,7 @@ Tools and integrations that enhance the development workflow and environment man - [AaronVick/ECHO_RIFT_MCP](https://github.com/AaronVick/ECHO_RIFT_MCP) 📇 ☁️ - MCP server for EchoRift infrastructure primitives (BlockWire, CronSynth, Switchboard, Arbiter). Makes EchoRift's agent infrastructure callable as MCP tools so any MCP client can treat EchoRift like a native capability layer. - [AgiMaulana/HuaweiAppGalleryMcp](https://github.com/AgiMaulana/HuaweiAppGalleryMcp) [![AgiMaulana/HuaweiAppGalleryMcp MCP server](https://glama.ai/mcp/servers/AgiMaulana/HuaweiAppGalleryMcp/badges/score.svg)](https://glama.ai/mcp/servers/AgiMaulana/HuaweiAppGalleryMcp) 🐍 ☁️ 🍎 🪟 🐧 - Huawei AppGallery Connect publishing: upload APK/AAB, update metadata and localizations, submit for review, and manage phased rollouts. - [Jott2121/agent-gate](https://github.com/Jott2121/agent-gate) [![Jott2121/agent-gate MCP server](https://glama.ai/mcp/servers/Jott2121/agent-gate/badges/score.svg)](https://glama.ai/mcp/servers/Jott2121/agent-gate) 🐍 🏠 🍎 🪟 🐧 - Lets an AI agent gate its own work before claiming "done": a fail-closed ship checklist (`verify_gate` counts a check satisfied only if explicitly proven), required independent refute-first review, and an append-only sha256-chained receipts ledger that makes any edit to past receipts detectable. `pip install mcp-agent-gate`. +- [aos-standard/mcp-blast-radius](https://github.com/aos-standard/mcp-blast-radius) [![aos-standard/mcp-blast-radius MCP server](https://glama.ai/mcp/servers/aos-standard/mcp-blast-radius/badges/score.svg)](https://glama.ai/mcp/servers/aos-standard/mcp-blast-radius) 🐍 🏠 - MCP Blast-Radius Auditor — static blast radius extraction and AOS `manifest.json` divergence gate (Oracle / Permitted / Prohibited). Stdio MCP (`mcp-blast-radius`) plus CI blocking gate (`mcp-blast-radius-gate`). Install: `pip install mcp-blast-radius==0.2.0` · [PyPI](https://pypi.org/project/mcp-blast-radius/0.2.0/) - [aparajithn/agent-utils-mcp](https://github.com/aparajithn/agent-utils-mcp) [![agent-utils-mcp MCP server](https://glama.ai/mcp/servers/@aparajithn/agent-utils-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@aparajithn/agent-utils-mcp) 🐍 ☁️ - Swiss-army-knife utility server for AI agents. 18 tools including JSON validation, base64, hashing, UUID generation, regex testing, markdown conversion, datetime conversion, cron parsing, CSV/JSON conversion, JWT decoding, and more. Streamable HTTP MCP + REST API with x402 micropayments. - [AI-by-design/primitiv](https://github.com/AI-by-design/primitiv) [![primitiv MCP server](https://glama.ai/mcp/servers/AI-by-design/primitiv/badges/score.svg)](https://glama.ai/mcp/servers/AI-by-design/primitiv) 📇 🏠 🍎 🪟 🐧 - Design contract layer for your codebase. Scans Figma, code, Storybook, and token files, reconciles conflicts, and serves a single machine-readable source of truth over MCP so every agent gets the same authoritative design rules before it builds. Local-first — your code never leaves your machine. - [aashari/mcp-server-atlassian-bitbucket](https://github.com/aashari/mcp-server-atlassian-bitbucket) 📇 ☁️ - Atlassian Bitbucket Cloud integration. Enables AI systems to interact with repositories, pull requests, workspaces, and code in real time. @@ -958,6 +1025,7 @@ Tools and integrations that enhance the development workflow and environment man - [wooxogh/adr-mcp-setup](https://github.com/wooxogh/adr-mcp-setup) [![wooxogh/adr-mcp-setup MCP server](https://glama.ai/mcp/servers/wooxogh/adr-mcp-setup/badges/score.svg)](https://glama.ai/mcp/servers/wooxogh/adr-mcp-setup) 📇 🏠 - Automatically generates Architecture Decision Records (ADRs) from Claude Code conversations using Claude Opus. Features AI quality review, duplicate detection, dependency graph, and stale ADR alerts. - [agent-hanju/char-index-mcp](https://github.com/agent-hanju/char-index-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Precise character-level string indexing for LLMs. Provides tools for finding, extracting, and manipulating text by exact character position to solve position-based operations. - [CSCSoftware/AiDex](https://github.com/CSCSoftware/AiDex) 📇 🏠 🍎 🪟 🐧 - Persistent code index MCP server using Tree-sitter for fast, precise code search. Replaces grep with ~50 token responses instead of 2000+. Supports 11 languages including C#, TypeScript, Python, Rust, and Go. +- [ahmedak/defluff](https://github.com/ahmedak/defluff) [![ahmedak/defluff MCP server](https://glama.ai/mcp/servers/ahmedak/defluff/badges/score.svg)](https://glama.ai/mcp/servers/ahmedak/defluff) 🐍 🏠 🍎 🪟 🐧 - Deterministic slop detector for AI-generated prose. Flags filler phrases and clichés with zero false positives by design (curated phrase list, not a model), returns exact spans plus a pinnable 0-1 score, and runs offline with no API key. CLI + CI exit code + MCP server for agents to self-check their own output before it lands in a PR or doc. `pip install defluff` - [ahmedxuhri/bigindexer](https://github.com/ahmedxuhri/bigindexer) [![ahmedxuhri/bigindexer MCP server](https://glama.ai/mcp/servers/ahmedxuhri/bigindexer/badges/score.svg)](https://glama.ai/mcp/servers/ahmedxuhri/bigindexer) 🐍 🏠 🍎 🪟 🐧 - Hierarchical code intelligence for AI coding agents. Scans local source code, clusters files by behavioral roles, maps coupling seams, and provides in-repo twins/context for complex implementation tasks. - [aidemd-mcp/server](https://github.com/aidemd-mcp/server) [![aidemd-mcp/server MCP server](https://glama.ai/mcp/servers/aidemd-mcp/server/badges/score.svg)](https://glama.ai/mcp/servers/aidemd-mcp/server) 📇 🏠 - Structured `.aide` spec files that give AI agents progressive disclosure into your codebase architecture via MCP. - [Elmoaid/TempoGraph](https://github.com/Elmoaid/TempoGraph) [![TempoGraph MCP server](https://glama.ai/mcp/servers/Elmoaid/TempoGraph/badges/score.svg)](https://glama.ai/mcp/servers/Elmoaid/TempoGraph) 🐍 🏠 🍎 🪟 🐧 - Code graph context engine with 24 MCP tools for structural code intelligence. Tree-sitter parsing for 170+ languages, dependency graphs, blast radius, hotspots, dead code, and adaptive context injection. Benchmarked +27% F1 on change-localization. @@ -1079,6 +1147,7 @@ Tools and integrations that enhance the development workflow and environment man - [jaspertvdm/mcp-server-tibet](https://github.com/jaspertvdm/mcp-server-tibet) 🐍 ☁️ 🏠 - TIBET provenance tracking for AI decisions. Cryptographic audit trails with ERIN/ERAAN/EROMHEEN/ERACHTER intent logging for compliance. - [jawdat6/fixgraph-mcp](https://github.com/jawdat6/fixgraph-mcp) [![jawdat6/fixgraph-mcp MCP server](https://glama.ai/mcp/servers/jawdat6/fixgraph-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jawdat6/fixgraph-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Search and contribute to a community-verified knowledge base of 25,000+ engineering issues and fixes. Find step-by-step solutions with trust scores, submit new issues, and verify fixes work in your environment. - [jetbrains/mcpProxy](https://github.com/JetBrains/mcpProxy) 🎖️ 📇 🏠 - Connect to JetBrains IDE +- [jiezeng2004-design/PatchWarden](https://github.com/jiezeng2004-design/PatchWarden) [![jiezeng2004-design/safe-bifrost MCP server](https://glama.ai/mcp/servers/jiezeng2004-design/safe-bifrost/badges/score.svg)](https://glama.ai/mcp/servers/jiezeng2004-design/safe-bifrost) 📇 🏠 🪟 - Local-first MCP safety and verification layer for AI coding agents with workspace confinement, command allowlists, scope-violation detection, and auditable task evidence. Install: `npx -y patchwarden@0.6.1`. - [Jktfe/serveMyAPI](https://github.com/Jktfe/serveMyAPI) 📇 🏠 🍎 - A personal MCP (Model Context Protocol) server for securely storing and accessing API keys across projects using the macOS Keychain. - [jonradoff/lightcms](https://github.com/jonradoff/lightcms) [![jonradoff/lightcms MCP server](https://glama.ai/mcp/servers/jonradoff/lightcms/badges/score.svg)](https://glama.ai/mcp/servers/jonradoff/lightcms) 🏎️ ☁️ - AI-native CMS with 72 MCP tools for managing websites through natural language. Create and publish content, manage templates, assets, snippets, themes, collections, redirects, and multi-site forks — with full content versioning and semantic search. - [jordandalton/restcsv-mcp-server](https://github.com/JordanDalton/RestCsvMcpServer) 📇 ☁️ - An MCP server for CSV files. @@ -1158,8 +1227,10 @@ Tools and integrations that enhance the development workflow and environment man - [paladini/devutils-mcp-server](https://github.com/paladini/devutils-mcp-server) [![paladini/devutils-mcp-server MCP server](https://glama.ai/mcp/servers/paladini/devutils-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/paladini/devutils-mcp-server) 📇 🏠 🍎 🪟 🐧 - 36 zero-auth developer utilities: MD5/SHA/bcrypt hashing, Base64/hex/URL encoding, UUID/password/passphrase generation, JWT decoding, JSON/YAML/XML formatting, timestamp conversion, CIDR calculator, and text tools. - [paracetamol951/P-Link-MCP](https://github.com/paracetamol951/P-Link-MCP) 🏠 🐧 🍎 ☁️ - Implementation of HTTP 402 (payment required http code) relying on Solana - [mcpware/pagecast](https://github.com/mcpware/pagecast) [![mcpware/pagecast MCP server](https://glama.ai/mcp/servers/mcpware/pagecast/badges/score.svg)](https://glama.ai/mcp/servers/mcpware/pagecast) 📇 🏠 - Record any browser page as GIF or video. AI-driven demo recording with scroll/click/hover interactions via Playwright + ffmpeg. `npx @mcpware/pagecast` +- [Perseus-Computing-LLC/perseus](https://github.com/Perseus-Computing-LLC/perseus) [![Perseus-Computing-LLC/perseus MCP server](https://glama.ai/mcp/servers/Perseus-Computing-LLC/perseus/badges/score.svg)](https://glama.ai/mcp/servers/Perseus-Computing-LLC/perseus) 🐍 🏠 🍎 🪟 🐧 - Local-first live context engine and MCP server. Pre-resolves git, services, tests, and memory into a ready context briefing at session start (compile-before-context). MIT, PyPI: perseus-ctx. - [Pharaoh-so/pharaoh](https://github.com/0xUXDesign/pharaoh-mcp) [![pharaoh MCP server](https://glama.ai/mcp/servers/@Pharaoh-so/pharaoh/badges/score.svg)](https://glama.ai/mcp/servers/@Pharaoh-so/pharaoh) 📇 ☁️ 🍎 🪟 🐧 - Hosted MCP server that parses TypeScript and Python codebases into Neo4j knowledge graphs for blast radius analysis, dead code detection, dependency tracing, and architectural context. - [picahq/mcp](https://github.com/picahq/mcp) 🎖️ 🦀 📇 ☁️ - One MCP for all your integrations — powered by [Pica](https://www.picaos.com), the infrastructure for intelligent, collaborative agents. +- [jcooley8/pincushion-plugin](https://github.com/jcooley8/pincushion-plugin) [![jcooley8/pincushion-plugin MCP server](https://glama.ai/mcp/servers/jcooley8/pincushion-plugin/badges/score.svg)](https://glama.ai/mcp/servers/jcooley8/pincushion-plugin) 📇 ☁️ 🏠 🍎 🪟 🐧 - Visual feedback as agent work packets. Stakeholders drop pins on your live app; your AI coding agent reads each pin (selector, screenshot, DOM snippet, thread, acceptance criteria) via MCP and ships the fix, recording the commit/branch/PR on resolve. Install: `npx pincushion-mcp`. - [pipepie/pipepie](https://github.com/pipepie/pipepie) [![pipepie/pipepie MCP server](https://glama.ai/mcp/servers/pipepie/pipepie/badges/score.svg)](https://glama.ai/mcp/servers/pipepie/pipepie) 🏎️ 🏠 - Self-hosted webhook relay and tunnel with Noise NK encryption. 13 MCP tools to inspect requests, replay webhooks, trace AI pipelines, connect/disconnect tunnels, and manage subdomains. No tokens or passwords — the cryptographic handshake is the auth. - [pmptwiki/pmpt-cli](https://github.com/pmptwiki/pmpt-cli) [![pmpt-mcp MCP server](https://glama.ai/mcp/servers/@pmptwiki/pmpt-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@pmptwiki/pmpt-mcp) 📇 🏠 - Record and share your AI-driven development journey. Auto-saves project milestones with summaries, generates structured AI prompts via 5-question planning, and publishes to [pmptwiki.com](https://pmptwiki.com) community platform. - [posthog/mcp](https://github.com/posthog/mcp) 🎖️ 📇 ☁️ - An MCP server for interacting with PostHog analytics, feature flags, error tracking and more. @@ -1189,7 +1260,7 @@ Tools and integrations that enhance the development workflow and environment man - [rsdouglas/janee](https://github.com/rsdouglas/janee) 📇 🏠 🍎 🪟 🐧 - Self-evolving MCP server that generates and improves its own tools at runtime. Built on FastMCP, Janee uses LLM-driven tool generation to dynamically create, test, and refine MCP tools from natural language descriptions — enabling AI agents to extend their own capabilities on the fly. - [ryan0204/github-repo-mcp](https://github.com/Ryan0204/github-repo-mcp) 📇 ☁️ 🪟 🐧 🍎 - GitHub Repo MCP allow your AI assistants browse GitHub repositories, explore directories, and view file contents. - [sammcj/mcp-package-version](https://github.com/sammcj/mcp-package-version) 📇 🏠 - An MCP Server to help LLMs suggest the latest stable package versions when writing code. -- [sarveshsea/m-moire](https://github.com/sarveshsea/m-moire) [![m-moire MCP server](https://glama.ai/mcp/servers/sarveshsea/m-moire/badges/score.svg)](https://glama.ai/mcp/servers/sarveshsea/m-moire) 📇 🏠 — Design system MCP server. 20 tools: extract design tokens from any URL, pull from Figma (REST or WebSocket) and Penpot, generate React + shadcn/ui components from specs, run WCAG audits, sync tokens bidirectionally. +- [sarveshsea/memi](https://github.com/sarveshsea/memi) [![memi MCP server](https://glama.ai/mcp/servers/sarveshsea/memi/badges/score.svg)](https://glama.ai/mcp/servers/sarveshsea/memi) 📇 🏠 - Design-system memory for coding agents with 46 MCP tools for UI audits, Tailwind token extraction, shadcn registry workflows, Figma context, design docs, and interface-quality diagnostics. - [saurav61091/mcp-openapi](https://github.com/saurav61091/mcp-openapi) [![saurav61091/mcp-openapi MCP server](https://glama.ai/mcp/servers/saurav61091/mcp-openapi/badges/score.svg)](https://glama.ai/mcp/servers/saurav61091/mcp-openapi) 📇 ☁️ 🏠 - Turn any OpenAPI spec into callable MCP tools for Claude. Point at any OpenAPI 3.x spec and Claude can call every endpoint through natural language. Supports Bearer, API key, and Basic auth. - [sapientpants/sonarqube-mcp-server](https://github.com/sapientpants/sonarqube-mcp-server) 🦀 ☁️ 🏠 - A Model Context Protocol (MCP) server that integrates with SonarQube to provide AI assistants with access to code quality metrics, issues, and quality gate statuses - [sbroenne/mcp-server-excel](https://github.com/sbroenne/mcp-server-excel) #️⃣ 🏠 🪟 - Full-featured Excel MCP server. 173 operations: Power Query, DAX, VBA, PivotTables, Tables, Charts, ranges, formatting. 100% Excel compatibility - uses Excel app instead of creating .xlsx files. Windows only. @@ -1285,7 +1356,6 @@ Tools and integrations that enhance the development workflow and environment man - [NazarKalytiuk/tarn](https://github.com/NazarKalytiuk/tarn) [![NazarKalytiuk/tarn MCP server](https://glama.ai/mcp/servers/NazarKalytiuk/tarn/badges/score.svg)](https://glama.ai/mcp/servers/NazarKalytiuk/tarn) 🦀 🏠 🍎 🪟 🐧 - CLI-first API testing tool with structured JSON failures (`failure_category`, `error_code`, `hints`) so AI agents can branch on the taxonomy without parsing stderr. MCP tools: `tarn_run`, `tarn_validate`, `tarn_fix_plan`, `tarn_inspect`, `tarn_rerun_failed`, and more. Tests are `.tarn.yaml`. Single static binary (musl), MIT. - [tooluse-labs/perfetto-mcp-rs](https://github.com/tooluse-labs/perfetto-mcp-rs) [![tooluse-labs/perfetto-mcp-rs MCP server](https://glama.ai/mcp/servers/tooluse-labs/perfetto-mcp-rs/badges/score.svg)](https://glama.ai/mcp/servers/tooluse-labs/perfetto-mcp-rs) 🦀 🏠 🍎 🪟 🐧 - MCP server for [Perfetto](https://perfetto.dev) trace analysis. Runs PerfettoSQL queries on `.perfetto-trace` / `.pftrace` files via auto-downloaded `trace_processor_shell`, with dedicated Chrome tools for page loads, scroll jank, main-thread hotspots, and stdlib module discovery. Cross-client tested on Claude Code and Codex. Available via `cargo install`, Homebrew tap, and curl install script. - [mshegolev/jaeger-mcp](https://github.com/mshegolev/jaeger-mcp) [![mshegolev/jaeger-mcp MCP server](https://glama.ai/mcp/servers/mshegolev/jaeger-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mshegolev/jaeger-mcp) 🐍 ☁️ 🏠 – Jaeger distributed tracing MCP. 5 tools: list_services, list_operations, search_traces, get_trace, get_dependencies. Any Jaeger instance (HTTP API v3); PyPI + MCP Registry. -- [tcconnally/perseus](https://github.com/tcconnally/perseus) [![tcconnally/perseus MCP server](https://glama.ai/mcp/servers/tcconnally/perseus/badges/score.svg)](https://glama.ai/mcp/servers/tcconnally/perseus) 🐍 - Compile-before-context MCP server with 13 tools. Pre-resolves workspace state (git, services, file ops, memory federation, multi-agent coordination) into markdown briefings. Single-file Python, MIT. Published as io.github.tcconnally/perseus. - [parasxos/cpp26-adapter](https://github.com/parasxos/cpp26-adapter) [![parasxos/cpp26-adapter MCP server](https://glama.ai/mcp/servers/parasxos/cpp26-adapter/badges/score.svg)](https://glama.ai/mcp/servers/parasxos/cpp26-adapter) 🐍 🏠 🍎 🪟 🐧 - C++26 paper reference MCP (`cpp26-ref`) backing a Claude Code plugin: `lookup_paper`, fuzzy `search`, `compiler_status` over a 216-paper ISO/IEC 14882:2026 corpus. The plugin's skill + reviewer subagent use these tools to bias Claude toward reflection, contracts, `std::execution` senders, `#embed`, expansion statements — even when the local compiler lags. 95% on a held 39-task eval gate. - [graphpilot-oss/graphpilot](https://github.com/graphpilot-oss/graphpilot) [![graphpilot-oss/graphpilot MCP server](https://glama.ai/mcp/servers/graphpilot-oss/graphpilot/badges/score.svg)](https://glama.ai/mcp/servers/graphpilot-oss/graphpilot) 📇 🏠 🍎 🪟 🐧 - Structural memory for coding agents. Indexes TypeScript/JavaScript repos and exposes callers, callees, blast-radius impact, and symbol locations over MCP — with file:line@sha evidence anchors and branch-aware differential impact — so agents answer "who calls X?" / "what breaks if I change X?" without re-reading files. Local-only, zero telemetry, Apache-2.0. `npx @graphpilot-oss/graphpilot mcp` @@ -1297,7 +1367,16 @@ Tools and integrations that enhance the development workflow and environment man - [JSungMin/vs-token-safer](https://github.com/JSungMin/vs-token-safer) [![JSungMin/vs-token-safer MCP server](https://glama.ai/mcp/servers/JSungMin/vs-token-safer/badges/score.svg)](https://glama.ai/mcp/servers/JSungMin/vs-token-safer) 📇 🏠 🍎 🪟 🐧 - Routes an AI coding agent's code search through an official language-server index (clangd / Roslyn / tsserver / pyright) instead of grep, returning a token-capped `file:line` list with no source bodies — ~20× fewer tokens. Also symbol-level edit-by-name, a Bash-grep→indexed-query rewrite hook, and git/p4 output compaction. Local-only, no IDE. Claude Code plugin + `vts` CLI. - [ysalitrynskyi/opn-mcp](https://github.com/ysalitrynskyi/opn-mcp) [![ysalitrynskyi/opn-mcp MCP server](https://glama.ai/mcp/servers/ysalitrynskyi/opn-mcp/badges/score.svg)](https://glama.ai/mcp/servers/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. Works with the hosted service or your own instance. - [mambalabsdev/mcp-domain-deliverability-checker](https://github.com/mambalabsdev/mcp-domain-deliverability-checker) [![mambalabsdev/mcp-domain-deliverability-checker MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-domain-deliverability-checker/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-domain-deliverability-checker) 📇 ☁️ - Audits a domain email deliverability: SPF, DKIM, DMARC, MX, mail provider, DNS blacklist, catch-all, and domain age, returning a 0-100 health score via an Apify actor. +- [ozers/hooksense-mcp](https://github.com/ozers/hooksense-mcp) [![ozers/hooksense-mcp MCP server](https://glama.ai/mcp/servers/ozers/hooksense-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ozers/hooksense-mcp) 📇 ☁️ - Webhook & callback layer for AI agents: create a callback URL, then `wait_for_callback` to block until the webhook lands — signature-verified and decrypted — instead of polling. Verify HMAC, list/replay callbacks. `npx -y @hooksense/mcp` +- [Eltortilla1/synapse-code-mcp](https://github.com/Eltortilla1/synapse-code-mcp) 📇 🏠 🍎 🪟 🐧 - Structural code context server for AI agents — compressed symbol indexes, dependency graphs, and git diffs via TypeScript AST analysis. Zero external dependencies, no vector database or embedding API required. +- [richer-richard/fenestra](https://github.com/richer-richard/fenestra/tree/main/fenestra-mcp) [![richer-richard/fenestra MCP server](https://glama.ai/mcp/servers/richer-richard/fenestra/badges/score.svg)](https://glama.ai/mcp/servers/richer-richard/fenestra) 🦀 🏠 - Render and verify native Rust GUIs with no display or GPU: render to a typed accessibility tree, query/interact by semantic selector (never coordinates), check contrast/focus-order/hit-target-size, diff screenshots, and watch motion play as a captioned filmstrip. 13 tools. `cargo install fenestra-mcp`. + +- [SunrisesIllNeverSee/sigrank-mcp](https://github.com/SunrisesIllNeverSee/sigrank-mcp) [![SunrisesIllNeverSee/sigrank-mcp MCP server](https://glama.ai/mcp/servers/SunrisesIllNeverSee/sigrank-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SunrisesIllNeverSee/sigrank-mcp) 📇 🏠 🍎 🪟 🐧 - Operator leaderboard measuring users, not models — ranks AI coding operators by token cascade efficiency (Yield = Cache Reads × Output / Input²). 15 MCP tools: rank, pull, submit (ed25519-signed), diagnose, simulate. Privacy-first: only token counts leave the machine. `npx sigrank` + +- [Bishop81/imagedimensions-mcp](https://github.com/Bishop81/imagedimensions-mcp) [![Bishop81/imagedimensions-mcp MCP server](https://glama.ai/mcp/servers/Bishop81/imagedimensions-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Bishop81/imagedimensions-mcp) 📇 ☁️ - Audit the images on any web page: natural vs rendered dimensions, oversized-image detection, and format breakdown, so agents can check web-image performance. Calls the hosted imagedimensions.com API, so no local browser is required. `npx -y imagedimensions-mcp` + +- [sebastienrousseau/rlg](https://github.com/sebastienrousseau/rlg) [![sebastienrousseau/rlg-mcp MCP server](https://glama.ai/mcp/servers/sebastienrousseau/rlg/badges/score.svg)](https://glama.ai/mcp/servers/sebastienrousseau/rlg) 🦀 🏠 🍎 🪟 🐧 - **Log-stream tools for on-call / SRE agent workflows** — expose `rlg` (RustLogs) log files as MCP tools. Three tools: `tail_log` (last N events, filtered by level/target), `filter_log` (JSON-path-style predicates), `summarize_errors` (grouped error taxonomy). Speaks JSON-RPC 2.0 over stdio; near-lock-free structured logging engine underneath (65k-slot ring buffer, 14 output formats, `os_log`/`journald` sinks). Install `cargo install rlg-mcp` or `docker run -i ghcr.io/sebastienrousseau/rlg-mcp`. Dual-licensed MIT OR Apache-2.0. ### 🔒 Delivery - [jordandalton/doordash-mcp-server](https://github.com/JordanDalton/DoorDash-MCP-Server) 🐍 – DoorDash Delivery (Unofficial) @@ -1311,6 +1390,7 @@ Tools and integrations that enhance the development workflow and environment man - [kannajune/mcp-architect](https://github.com/kannajune/mcp-architect) [![kannajune/mcp-architect MCP server](https://glama.ai/mcp/servers/kannajune/mcp-architect/badges/score.svg)](https://glama.ai/mcp/servers/kannajune/mcp-architect) 🐍 🏠 - Gives any AI assistant real architectural understanding of a codebase: tech-stack overview, internal dependency graph with cycle detection, risk hotspots, and module summaries. Local, zero-config, no API keys. `uvx mcp-architect`. - [todah-zg/codemagic-mcp](https://github.com/todah-zg/codemagic-mcp) [![codemagic-mcp MCP server](https://glama.ai/mcp/servers/todah-zg/codemagic-mcp/badges/score.svg)](https://glama.ai/mcp/servers/todah-zg/codemagic-mcp) 📇 ☁️ - Build, sign, and publish iOS and Android apps through AI agents. Integrates Codemagic CI/CD, App Store Connect, and Google Play in one server. - [deslay1/amendor-mcp](https://github.com/deslay1/amendor-mcp) [![deslay1/amendor-mcp MCP server](https://glama.ai/mcp/servers/deslay1/amendor-mcp/badges/score.svg)](https://glama.ai/mcp/servers/deslay1/amendor-mcp) 📇 ☁️ - Lets the non-technical people you build for request UI changes directly on your live site, then pulls each request (with the exact element and page) into your coding agent so it builds it on a branch and opens a pull request. Works with Claude Code, Cursor, Cline, Codex, and remote agents over HTTP. `npx -y amendor-mcp` +- [LS-SIEM-LLP/qa-probe](https://github.com/LS-SIEM-LLP/qa-probe) [![LS-SIEM-LLP/qa-probe MCP server](https://glama.ai/mcp/servers/LS-SIEM-LLP/qa-probe/badges/score.svg)](https://glama.ai/mcp/servers/LS-SIEM-LLP/qa-probe) 📇 🏠 🍎 🪟 🐧 - Probes your live API and classifies why each endpoint failed (root cause + evidence + calibrated confidence) over MCP, so your AI assistant debugs from evidence instead of guessing. Deterministic rules, no black box. Works with FastAPI, Express, Next.js, tRPC, and GraphQL. `npm i -g qa-probe` ### 🧮 Data Science Tools @@ -1349,6 +1429,7 @@ Integrations and tools designed to simplify data exploration, analysis and enhan - [98lukehall/renoun-mcp](https://github.com/98lukehall/renoun-mcp) [![renoun-mcp MCP server](https://glama.ai/mcp/servers/@98lukehall/renoun-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@98lukehall/renoun-mcp) 🐍 ☁️ - Structural observability for AI conversations. Detects loops, stuck states, breakthroughs, and convergence across 17 channels without analyzing content. - [subelsky/bundler_mcp](https://github.com/subelsky/bundler_mcp) 💎 🏠 - Enables agents to query local information about dependencies in a Ruby project's `Gemfile`. - [zcaceres/markdownify-mcp](https://github.com/zcaceres/markdownify-mcp) 📇 🏠 - An MCP server to convert almost any file or web content into Markdown +- [laszlopere/mcp-gnu-units](https://github.com/laszlopere/mcp-gnu-units) [![laszlopere/mcp-gnu-units MCP server](https://glama.ai/mcp/servers/laszlopere/mcp-gnu-units/badges/score.svg)](https://glama.ai/mcp/servers/laszlopere/mcp-gnu-units) 🐍 🏠 🐧 - Unit conversion and dimensional analysis backed by the bundled GNU units database (3000+ units, compound expressions, reduction to SI base units). Offline and deterministic. `uvx mcp-gnu-units`. ### 📊 Data Visualization @@ -1372,6 +1453,7 @@ Provides access to documentation and shortcuts for working on embedded devices. - [0x1abin/matter-controller-mcp](https://github.com/0x1abin/matter-controller-mcp) 📇 📟 - An MCP server for Matter Controller, enabling AI agents to control and interact with Matter devices. - [adancurusul/embedded-debugger-mcp](https://github.com/adancurusul/embedded-debugger-mcp) 🦀 📟 - A Model Context Protocol server for embedded debugging with probe-rs - supports ARM Cortex-M, RISC-V debugging via J-Link, ST-Link, and more - [adancurusul/serial-mcp-server](https://github.com/adancurusul/serial-mcp-server) 🦀 📟 - A comprehensive MCP server for serial port communication +- [ByteAsk/ByteAsk-Embedded-MCP](https://github.com/ByteAsk/ByteAsk-Embedded-MCP) [![ByteAsk/ByteAsk-Embedded-MCP MCP server](https://glama.ai/mcp/servers/ByteAsk/ByteAsk-Embedded-MCP/badges/score.svg)](https://glama.ai/mcp/servers/ByteAsk/ByteAsk-Embedded-MCP) 🐍 ☁️ 📟 - Page-cited retrieval of embedded/firmware reference docs (datasheets, MCU registers, Modbus/CAN, SCPI, IEEE 1547/SunSpec) for coding agents — returns verbatim source snippets with page citations, or "no confident match" instead of a fabricated value. No signup or API key. - [horw/esp-mcp](https://github.com/horw/esp-mcp) 📟 - Workflow for fixing build issues in ESP32 series chips using ESP-IDF. - [kukapay/modbus-mcp](https://github.com/kukapay/modbus-mcp) 🐍 📟 - An MCP server that standardizes and contextualizes industrial Modbus data. - [kukapay/opcua-mcp](https://github.com/kukapay/opcua-mcp) 🐍 📟 - An MCP server that connects to OPC UA-enabled industrial systems. @@ -1380,6 +1462,7 @@ Provides access to documentation and shortcuts for working on embedded devices. - [yoelbassin/gnuradioMCP](https://github.com/yoelbassin/gnuradioMCP) 🐍 📟 🏠 - An MCP server for GNU Radio that enables LLMs to autonomously create and modify RF `.grc` flowcharts. - [catallo/misterclaw](https://github.com/catallo/misterclaw) [![catallo/misterclaw MCP server](https://glama.ai/mcp/servers/catallo/misterclaw/badges/score.svg)](https://glama.ai/mcp/servers/catallo/misterclaw) 🏎️ 📟 🏠 🐧 🍎 - MiSTerClaw — MCP remote control for MiSTer-FPGA. Launch games, search ROMs, take screenshots, manage systems, and set up Tailscale VPN. Auto-discovers 70+ systems with dynamic core/ROM scanning. - [zackpeters93/ugs-mcp](https://github.com/zackpeters93/ugs-mcp) [![zackpeters93/ugs-mcp MCP server](https://glama.ai/mcp/servers/zackpeters93/ugs-mcp/badges/score.svg)](https://glama.ai/mcp/servers/zackpeters93/ugs-mcp) 🐍 📟 🏠 🍎 - CNC machine control via Universal G-code Sender (GRBL). Jog axes, home, run G-code files, inspect toolpaths, estimate cycle times. Motion commands require two-step token confirmation — Claude cannot move hardware autonomously. +- [codeofaxel/Kiln](https://github.com/codeofaxel/Kiln) [![codeofaxel/Kiln MCP server](https://glama.ai/mcp/servers/codeofaxel/Kiln/badges/score.svg)](https://glama.ai/mcp/servers/codeofaxel/Kiln) 🐍 📟 🏠 🍎 🪟 🐧 - MCP server that lets AI agents drive real 3D printers end to end — design, slice, queue, monitor via camera, and recover from failures — across Bambu Lab, Creality, Prusa, Elegoo, and more over OctoPrint, Moonraker/Klipper, PrusaLink, and USB. AGPL-3.0, `pip install kiln3d`. ### 🎓 Education @@ -1389,6 +1472,7 @@ MCP servers for learning management systems (LMS) and educational tools. - [Connectry-io/connectrylab-architect-cert-mcp](https://github.com/Connectry-io/connectrylab-architect-cert-mcp) [![connectrylab-architect-cert-mcp MCP server](https://glama.ai/mcp/servers/Connectry-io/connectrylab-architect-cert-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Connectry-io/connectrylab-architect-cert-mcp) 📇 🏠 🍎 🪟 🐧 - Free certification prep for the Claude Certified Architect exam. 390 scenario-based questions, guided capstone build, 30 concept handouts, 6 reference projects, practice exams, interactive UI with clickable answer cards, glassmorphism progress dashboard, spaced repetition, and deterministic grading. - [JuhongPark/mcp-server-pronunciation](https://github.com/JuhongPark/mcp-server-pronunciation) [![JuhongPark/mcp-server-pronunciation MCP server](https://glama.ai/mcp/servers/JuhongPark/mcp-server-pronunciation/badges/score.svg)](https://glama.ai/mcp/servers/JuhongPark/mcp-server-pronunciation) 🐍 🏠 🍎 🪟 🐧 - Local MCP voice coach with English pronunciation, grammar, fluency, phoneme-level feedback, practice drills, and learner-profile hints. Install via `uvx mcp-server-pronunciation@0.3.0`. - [RohanMuppa/brightspace-mcp-server](https://github.com/RohanMuppa/brightspace-mcp-server) [![brightspace-mcp-server MCP server](https://glama.ai/mcp/servers/@RohanMuppa/brightspace-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@RohanMuppa/brightspace-mcp-server) 📇 🏠 🍎 🪟 🐧 - MCP server for D2L Brightspace LMS. Check grades, due dates, assignments, announcements, syllabus, rosters, discussions, and course content. Works with any school that uses Brightspace. Install via `npx brightspace-mcp-server@latest`. +- [anzy-renlab-ai/pronounce](https://github.com/anzy-renlab-ai/pronounce) [![pronounce MCP server](https://glama.ai/mcp/servers/anzy-renlab-ai/pronounce/badges/score.svg)](https://glama.ai/mcp/servers/anzy-renlab-ai/pronounce) 🐍 🏠 🍎 🪟 🐧 - Community pronunciation dictionary for developer project / product / jargon names (kubectl, nginx, GIF, JSON, Pydantic, Knative, LaTeX — 1,848 entries). Each entry carries IPA, a General-American respelling, alternate readings where the pronunciation is contested, a source citation (creator interview / project FAQ / Wikipedia § Pronunciation), and a confidence level. Tools: `pronounce(word)`, `search_pronunciations(query)`, `list_pronunciations(category)`. Install: `uvx pronounce-mcp`. Live browse: . ### 🛒 E-Commerce @@ -1396,7 +1480,9 @@ MCP servers for e-commerce platforms and online store management. - [agentcentral-to/agent-central-mcp](https://github.com/agentcentral-to/agent-central-mcp) [![agentcentral-to/agent-central-mcp MCP server](https://glama.ai/mcp/servers/agentcentral-to/agent-central-mcp/badges/score.svg)](https://glama.ai/mcp/servers/agentcentral-to/agent-central-mcp) 📇 ☁️ - Hosted Amazon Seller Central and Amazon Ads MCP server for Claude, ChatGPT, and other AI clients, exposing inventory, orders, catalog, finance, fulfillment, and advertising data through a remote MCP endpoint. - [agentlux/agentlux-mcp](https://github.com/agentlux/agentlux-mcp) [![agentlux/agentlux-mcp MCP server](https://glama.ai/mcp/servers/agentlux/agentlux-mcp/badges/score.svg)](https://glama.ai/mcp/servers/agentlux/agentlux-mcp) 📇 ☁️ 🍎 🪟 🐧 - Agent marketplace and services MCP server for AgentLux. Browse marketplace items, manage agent identity, creator workflows, service hires, social flows, and Base/x402 commerce through 33 tools. Install via `npx -y @agentlux/mcp-server`. +- [anhmtk/agentshare-mcp](https://github.com/anhmtk/agentshare-mcp) [![anhmtk/agentshare-mcp MCP server](https://glama.ai/mcp/servers/anhmtk/agentshare-mcp/badges/score.svg)](https://glama.ai/mcp/servers/anhmtk/agentshare-mcp) 📇 ☁️ - Solana DeFi intelligence MCP (Meteora DLMM `meteora_brief` + `meteora_pool_detail`, Solana DEX + DefiLlama scout). Commerce tools are secondary. Hosted at https://agentshare.dev/mcp - [BuyWhere/buywhere-mcp](https://github.com/BuyWhere/buywhere-mcp) [![BuyWhere/buywhere-mcp MCP server](https://glama.ai/mcp/servers/BuyWhere/buywhere-mcp/badges/score.svg)](https://glama.ai/mcp/servers/BuyWhere/buywhere-mcp) 📇 ☁️ 🍎 🪟 🐧 - Cross-border e-commerce product catalog for AI agents. Search 3M+ products across Singapore, SEA, and US markets with price comparison and deal discovery. Install via `npx @buywhere/mcp-server`. +- [TonyWang-hub/mcp-cn-commerce](https://github.com/TonyWang-hub/mcp-cn-commerce) [![TonyWang-hub/mcp-cn-commerce MCP server](https://glama.ai/mcp/servers/TonyWang-hub/mcp-cn-commerce/badges/score.svg)](https://glama.ai/mcp/servers/TonyWang-hub/mcp-cn-commerce) 🐍 ☁️ 🍎 🪟 🐧 - Read-only merchant data connector for 8 Chinese e-commerce platforms — Tmall/Taobao, JD.com, Pinduoduo, Douyin Shop + Qianchuan ads, Kuaishou, Xiaohongshu, and WeChat Store. Orders, products, after-sales, inventory, and ad reports for AI agents. Published on the official MCP Registry. Install via `pip install mcp-cn-commerce`. - [justadityaraj/amazon-in-mcp](https://github.com/justadityaraj/amazon-in-mcp) [![justadityaraj/amazon-in-mcp MCP server](https://glama.ai/mcp/servers/justadityaraj/amazon-in-mcp/badges/score.svg)](https://glama.ai/mcp/servers/justadityaraj/amazon-in-mcp) 📇 ☁️ 🍎 🪟 🐧 - Shop on amazon.in via LLM. Three tools: product search with "cheapest in stock" + "best value" picks, full product details (price, MRP, discount, rating, stock, seller), and Keepa price history chart links. No API keys, direct HTML scraping with retry on bot-check. Install: `npx amazon-in-mcp-server`. - [mrslbt/rakuten-mcp](https://github.com/mrslbt/rakuten-mcp) [![mrslbt/rakuten-mcp MCP server](https://glama.ai/mcp/servers/mrslbt/rakuten-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mrslbt/rakuten-mcp) 📇 ☁️ - Rakuten API integration for product search, hotel and travel booking, and recipe lookup across Japan's largest e-commerce platform. Install via `npx rakuten-mcp`. - [laundromatic/shopgraph](https://github.com/laundromatic/shopgraph) [![laundromatic/shopgraph MCP server](https://glama.ai/mcp/servers/laundromatic/shopgraph/badges/score.svg)](https://glama.ai/mcp/servers/laundromatic/shopgraph) 📇 ☁️ - Structured product data from the open web — Schema.org + AI extraction for e-commerce enrichment. Pay per call via Stripe. [shopgraph.dev](https://shopgraph.dev) @@ -1417,6 +1503,10 @@ MCP servers for e-commerce platforms and online store management. - [slookisen/lokal](https://github.com/slookisen/lokal) [![slookisen/lokal MCP server](https://glama.ai/mcp/servers/slookisen/lokal/badges/score.svg)](https://glama.ai/mcp/servers/slookisen/lokal) 📇 ☁️ 🍎 🪟 🐧 - Search and discover 1,400+ verified local food producers in Norway — farms, REKO rings, farmers' markets, and farm shops. Natural-language search (NO/EN), geo-filtered discovery, and A2A protocol support, backed by [rettfrabonden.com](https://rettfrabonden.com). Install via `npx lokal-mcp`. - [tokenofesteem/mcp](https://github.com/tokenofesteem/mcp) [![tokenofesteem/mcp MCP server](https://glama.ai/mcp/servers/tokenofesteem/mcp/badges/score.svg)](https://glama.ai/mcp/servers/tokenofesteem/mcp) 🎖️ 📇 ☁️ - An agent can commission a funny, personalized printed booklet and have it printed and mailed as a gift, including a surprise for its own user. Pay with an account token, or tokenless with a single-use Stripe payment over HTTP 402. Remote MCP, US shipping, $19.99. +### 🛒 E-Commerce + +- [dearlordylord/voila-sdk](https://github.com/dearlordylord/voila-sdk) [![dearlordylord/voila-sdk MCP server](https://glama.ai/mcp/servers/dearlordylord/voila-sdk/badges/score.svg)](https://glama.ai/mcp/servers/dearlordylord/voila-sdk) 📇 ☁️ 🏠 🍎 🪟 🐧 - Personal Voila grocery automation via MCP. Search products, inspect 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. @@ -1424,6 +1514,7 @@ Provides access to environmental data and nature-related tools, services and inf - [aliafsahnoudeh/wildfire-mcp-server](https://github.com/aliafsahnoudeh/wildfire-mcp-server) 🐍 ☁️ 🍎 🪟 🐧 - MCP server for detecting, monitoring, and analyzing potential wildfires globally using multiple data sources including NASA FIRMS, OpenWeatherMap, and Google Earth Engine. - [atmospore/atmospore-mcp](https://github.com/atmospore/atmospore-mcp) [![atmospore/atmospore-mcp MCP server](https://glama.ai/mcp/servers/atmospore/atmospore-mcp/badges/score.svg)](https://glama.ai/mcp/servers/atmospore/atmospore-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Per-species pollen forecasts at any point on Earth, seven days ahead, via the Atmospore API. Tools: `get_pollen`, `get_top_species`, `get_area_average`, `list_supported_species`. Free tier (100 calls/day, no credit card). Hosted variant at `mcp.atmospore.com`. - [nalediym/touch-grass](https://github.com/nalediym/touch-grass) [![nalediym/touch-grass MCP server](https://glama.ai/mcp/servers/nalediym/touch-grass/badges/score.svg)](https://glama.ai/mcp/servers/nalediym/touch-grass) 📇 🏠 🍎 🪟 🐧 - Claude Code plugin and MCP server that nudges you to take outdoor breaks based on local weather, sunset timing, and session streaks. Tools: `check_grass_conditions`, `suggest_activity`, `log_touch_grass`, `get_stats`. Fully local, no API keys, no cloud storage. +- [Zhonghao1995/Agentic-MIKE-Plus](https://github.com/Zhonghao1995/Agentic-MIKE-Plus) [![Zhonghao1995/Agentic-MIKE-Plus MCP server](https://glama.ai/mcp/servers/Zhonghao1995/Agentic-MIKE-Plus/badges/score.svg)](https://glama.ai/mcp/servers/Zhonghao1995/Agentic-MIKE-Plus) 🐍 🏠 🪟 - MCP server (10 tools) for a headless, natural-language DHI MIKE+ urban-water modelling workflow: model inspection, parameter read/edit, headless simulation runs with parsed QA status, `.res1d` results reading, and plotting (hydrographs, time series, network maps). Read/plot is license-free; run/edit need Windows + a MIKE+ 2026 license. Works with Claude Code, Codex, OpenClaw, and Hermes. - [Zhonghao1995/agentic-swmm-workflow](https://github.com/Zhonghao1995/agentic-swmm-workflow) [![Zhonghao1995/agentic-swmm-workflow MCP server](https://glama.ai/mcp/servers/Zhonghao1995/agentic-swmm-workflow/badges/score.svg)](https://glama.ai/mcp/servers/Zhonghao1995/agentic-swmm-workflow) 📇 🐍 🏠 🍎 🪟 🐧 - Eleven MCP servers exposing a reproducible EPA SWMM stormwater-modelling workflow: model building, simulation runs with manifests and continuity checks, calibration, GIS/QGIS integration, design storms and climate scenarios, uncertainty analysis, plotting, and modelling memory. Config generators included for Codex, Claude Code, OpenClaw, and Hermes. ### 📂 File Systems @@ -1465,8 +1556,11 @@ Provides direct access to local file systems with configurable permissions. Enab - [juergenkoller-software/distill-mcp](https://github.com/juergenkoller-software/distill-mcp) [![juergenkoller-software/distill-mcp MCP server](https://glama.ai/mcp/servers/juergenkoller-software/distill-mcp/badges/score.svg)](https://glama.ai/mcp/servers/juergenkoller-software/distill-mcp) 🏠 🍎 - MCP bridge for [Distill](https://store.juergenkoller.software/en/apps/distill) — AI file renamer that analyzes content (PDF/OCR/Office/email/media) and renames files with descriptive names. Five AI providers (Claude, OpenAI, Gemini, Ollama, Apple Intelligence), pay-per-use credits, folder monitoring, 9 MCP tools. ### 💰 Finance & Fintech +- [forum-labs/payfetch](https://github.com/forum-labs/payfetch) [![forum-labs/payfetch MCP server](https://glama.ai/mcp/servers/forum-labs/payfetch/badges/score.svg)](https://glama.ai/mcp/servers/forum-labs/payfetch) 📇 🏠 🍎 🪟 🐧 - Non-custodial paying-fetch client for agents that pay APIs over HTTP 402 (x402, USDC on Base). The operator sets hard per-call/per-day/per-host spend caps, an approval threshold, and allow/deny lists, with an append-only receipt for every attempt; the agent can't raise its own limits. `npx -y -p @forum-labs/payfetch payfetch-mcp` +- [wkalidev/multichain-mcp](https://github.com/wkalidev/multichain-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Read balances/prices and prepare transfers across Stacks, Celo, and Base from one MCP server — no RPC keys required to start. Free tier (`get_balance`, `get_prices`) plus license-gated Pro/Team tools (`get_portfolio`, `prepare_transfer`, `deploy_token`). `npx @wkalidev/multichain-mcp` - [InnarM/blank-invoice-maker-mcp](https://github.com/InnarM/blank-invoice-maker-mcp) [![InnarM/blank-invoice-maker-mcp MCP server](https://glama.ai/mcp/servers/InnarM/blank-invoice-maker-mcp/badges/score.svg)](https://glama.ai/mcp/servers/InnarM/blank-invoice-maker-mcp) 📇 🏠 🍎 🪟 🐧 - Create free, no-signup invoices from your AI assistant. Returns a deep link that opens [Blank Invoice Maker](https://blankinvoicemaker.com) pre-filled — review and download a watermark-free PDF. Invoice data stays in the browser. `npx blank-invoice-maker-mcp` - [qinisolabs/bizdays](https://github.com/qinisolabs/bizdays) [![qinisolabs/bizdays MCP server](https://glama.ai/mcp/servers/qinisolabs/bizdays/badges/score.svg)](https://glama.ai/mcp/servers/qinisolabs/bizdays) 📇 🏠 ☁️ - Business-day & public-holiday calculations for 200+ countries (add/count working days, next business day, country weekend rules). +- [george-kozlitin/borme-mcp](https://github.com/george-kozlitin/borme-mcp) [![george-kozlitin/borme-mcp MCP server](https://glama.ai/mcp/servers/george-kozlitin/borme-mcp/badges/score.svg)](https://glama.ai/mcp/servers/george-kozlitin/borme-mcp) 🐍 ☁️ - Spain's official company registry (BORME) for agents: 9.5M typed company events since 2009 — incorporations, director changes, insolvencies, capital moves across 52 event kinds. Free hosted endpoint: `https://mcp.bormeapi.com/mcp`. - [0rkz/byte-mcp-server](https://github.com/0rkz/byte-mcp-server) [![0rkz/byte-mcp-server MCP server](https://glama.ai/mcp/servers/0rkz/byte-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/0rkz/byte-mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - PayPerByte — per-byte data marketplace for AI agents on Arbitrum. Discover publishers, evaluate on-chain Proof-of-Quality Score (PQS), subscribe + pay per request in USDC via x402 gateway. 15 tools, zero API keys. - [Savvly/savvly-mcp](https://github.com/Savvly/savvly-mcp) [![Savvly/savvly-mcp MCP server](https://glama.ai/mcp/servers/Savvly/savvly-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Savvly/savvly-mcp) 🎖️ 📇 ☁️ 🏠 - Savvly Longevity Benefit Fund: retirement projections (lump-sum, monthly, and full trajectory), product comparisons, eligibility checks, and FAQ search. An SEC-registered fund offering market upside plus longevity protection. Remote at api.savvly.com/mcp or `npx @savvly/mcp-server`. - [eliasfire617/crypto-market-data-mcp](https://github.com/eliasfire617/crypto-market-data-mcp) [![eliasfire617/crypto-market-data-mcp MCP server](https://glama.ai/mcp/servers/eliasfire617/crypto-market-data-mcp/badges/score.svg)](https://glama.ai/mcp/servers/eliasfire617/crypto-market-data-mcp) 🐍 ☁️ - Live crypto market data — price, funding rates, open interest, long/short ratio, order book, candles — across Bybit, Binance, OKX, Hyperliquid, Gate, KuCoin via CCXT, with funding-rate arbitrage comparison. @@ -1493,6 +1587,7 @@ Provides direct access to local file systems with configurable permissions. Enab - [KK6BZB/signallord-mcp-server](https://github.com/KK6BZB/signallord-mcp-server) 🐍 ☁️ - Bitcoin regime detection intelligence — know which market regime you are in and the probabilities of what happens next. 17 tools with historical pattern matching, Odin AI analysis, composite gauges, and real-time macro/institutional/on-chain data. - [unixlamadev-spec/aiprox-mcp](https://github.com/unixlamadev-spec/aiprox-mcp) [![unixlamadev-spec/aiprox-mcp MCP server](https://glama.ai/mcp/servers/unixlamadev-spec/aiprox-mcp/badges/score.svg)](https://glama.ai/mcp/servers/unixlamadev-spec/aiprox-mcp) 📇 ☁️ - Open agent registry — discover and hire autonomous AI agents by capability. 16 agents live. Supports Bitcoin Lightning, Solana USDC, and Base x402. Includes workflow engine for chaining agents. - [alchemy/alchemy-mcp-server](https://github.com/alchemyplatform/alchemy-mcp-server) 🎖️ 📇 ☁️ - Allow AI agents to interact with Alchemy's blockchain APIs. +- [alforge-labs/alpha-forge-mcp](https://github.com/alforge-labs/alpha-forge-mcp) [![alforge-labs/alpha-forge-mcp MCP server](https://glama.ai/mcp/servers/alforge-labs/alpha-forge-mcp/badges/score.svg)](https://glama.ai/mcp/servers/alforge-labs/alpha-forge-mcp) 🐍 🏠 🍎 🪟 🐧 - AlphaForge quant CLI as an MCP server — backtest, optimize (Optuna TPE), and walk-forward-test trading strategies from Claude Desktop, Cursor, or Claude Code. Local-first, anti-overfitting. `uvx alpha-forge-mcp` - [AlvisoOculus/optionsahoy-mcp](https://github.com/AlvisoOculus/optionsahoy-mcp) [![AlvisoOculus/optionsahoy-mcp MCP server](https://glama.ai/mcp/servers/AlvisoOculus/optionsahoy-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AlvisoOculus/optionsahoy-mcp) 📇 ☁️ - Multi-year equity-compensation optimization engine: returns the globally-optimal ISO/AMT exercise schedule, NSO sell-vs-hold decision, RSU vest plan, single-stock concentration sell-down, protective put / zero-cost collar pricing, and Section 1202 QSBS qualification verdict. Covers full federal tax code plus all 50 states + DC (ordinary brackets, long-term capital gains treatment, state AMT for CA/CO/CT/MN, FICA, NIIT). Remote HTTP MCP at `https://optionsahoy.com/mcp` (no auth, no install). Six tools, same engine as the in-browser calculators at [optionsahoy.com/tools](https://optionsahoy.com/tools). - [anjor/coinmarket-mcp-server](https://github.com/anjor/coinmarket-mcp-server) 🐍 ☁️ - Coinmarket API integration to fetch cryptocurrency listings and quotes - [araa47/jupiter-mcp](https://github.com/araa47/jupiter-mcp) 🐍 ☁️ - Jupiter API Access (allow AI to Trade Tokens on Solana + Access Balances + Search Tokens + Create Limit Orders ) @@ -1527,6 +1622,7 @@ Provides direct access to local file systems with configurable permissions. Enab - [botwallet-co/mcp](https://github.com/botwallet-co/mcp) [![botwallet-co/mcp MCP server](https://glama.ai/mcp/servers/botwallet-co/mcp/badges/score.svg)](https://glama.ai/mcp/servers/botwallet-co/mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Wallet for AI agents. Earn via invoices, spend on other agents and paid APIs, manage USDC on Solana with human-set spending limits and FROST 2-of-2 threshold signing. - [bubilife1202/crossfin](https://github.com/bubilife1202/crossfin) 📇 ☁️ - Korean & global crypto exchange routing, arbitrage signals, and x402 USDC micropayments for AI agents. 16 tools, 9 exchanges, 11 bridge coins. - [cahthuranag/mcp-server](https://github.com/cahthuranag/mcp-server) [![cahthuranag/mcp-server MCP server](https://glama.ai/mcp/servers/cahthuranag/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/cahthuranag/mcp-server) 📇 ☁️ - AllRatesToday currency exchange rates: real-time mid-market rates for 160+ currencies (Reuters/Refinitiv), historical data (1d/7d/30d/1y), currency list, and multi-target lookups. Free tier, no key needed for the simple-rate endpoint. Install: `npx @allratestoday/mcp-server`. +- [cammac-creator/ibanforge-mcp](https://github.com/cammac-creator/ibanforge) [![cammac-creator/ibanforge MCP server](https://glama.ai/mcp/servers/cammac-creator/ibanforge/badges/score.svg)](https://glama.ai/mcp/servers/cammac-creator/ibanforge) 🎖️ 📇 ☁️ - Pre-payout counterparty screening for AI agents: IBAN validation + OFAC/EU/UN sanctions screening + Swiss BC-Nummer clearing + SEPA/VoP reachability + risk score. MCP-native (stdio via `npx -y ibanforge-mcp` or Streamable HTTP at `api.ibanforge.com/mcp`). Free tier 200 req/month, pay-per-call USDC (x402) beyond. - [carsol/monarch-mcp-server](https://github.com/carsol/monarch-mcp-server) 🐍 ☁️ - MCP server providing read-only access to Monarch Money financial data, enabling AI assistants to analyze transactions, budgets, accounts, and cashflow data with MFA support. - [calintzy/evmscope](https://github.com/calintzy/evmscope) [![calintzy/evmscope MCP server](https://glama.ai/mcp/servers/calintzy/evmscope/badges/score.svg)](https://glama.ai/mcp/servers/calintzy/evmscope) 📇 ☁️ - EVM blockchain intelligence toolkit with 20 tools for token prices, gas comparison, swap quotes, yield rates, honeypot detection, and transaction simulation across Ethereum, Polygon, Arbitrum, Base, and Optimism. Zero config, no API keys required. - [chargebee/mcp](https://github.com/chargebee/agentkit/tree/main/modelcontextprotocol) 🎖️ 📇 ☁️ - MCP Server that connects AI agents to [Chargebee platform](https://www.chargebee.com/). @@ -1564,6 +1660,7 @@ Provides direct access to local file systems with configurable permissions. Enab - [Haiku-Trading/haiku-mcp-server](https://github.com/Haiku-Trading/haiku-mcp-server) [![Haiku-Trading/haiku-mcp-server MCP server](https://glama.ai/mcp/servers/Haiku-Trading/haiku-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Haiku-Trading/haiku-mcp-server) 📇 ☁️ - DeFi execution MCP server — swap, provide liquidity, lend, bridge, and run yield strategies across 22 chains. 7 tools for token discovery, portfolio analysis, quoting, and execution. `npx haiku-mcp-server` - [Hashlock-Tech/hashlock-mcp](https://github.com/Hashlock-Tech/hashlock-mcp) [![Hashlock-Tech/hashlock-mcp MCP server](https://glama.ai/mcp/servers/Hashlock-Tech/hashlock-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Hashlock-Tech/hashlock-mcp) 📇 ☁️ - Cross-chain OTC trading via sealed-bid RFQ + HTLC atomic settlement. Six tools for AI agents to swap ETH, BTC, and SUI without bridges, custodians, or information leakage. Hosted at `hashlock.markets/mcp` or local stdio via `@hashlock-tech/mcp`. - [hifriendbot/agentwallet-mcp](https://github.com/hifriendbot/agentwallet-mcp) [![hifriendbot/agentwallet-mcp MCP server](https://glama.ai/mcp/servers/hifriendbot/agentwallet-mcp/badges/score.svg)](https://glama.ai/mcp/servers/hifriendbot/agentwallet-mcp) 📇 ☁️ - Permissionless wallet infrastructure for AI agents. 29 tools for wallet creation, transaction signing, token transfers, and x402 payments across all EVM chains and Solana. No KYC, no API keys — agents pay with USDC. +- [hernaninverso/eleata-einvoice-mcp](https://github.com/hernaninverso/eleata-einvoice-mcp) [![hernaninverso/eleata-einvoice-mcp MCP server](https://glama.ai/mcp/servers/hernaninverso/eleata-einvoice-mcp/badges/score.svg)](https://glama.ai/mcp/servers/hernaninverso/eleata-einvoice-mcp) 📇 ☁️ - Validate EU electronic invoices (Peppol BIS, XRechnung, Factur-X/ZUGFeRD, UBL, CII) and explain rejection codes for AI agents. 3 tools: validate_einvoice, list_formats, explain_error_code. Install with `npx -y eleata-einvoice-mcp`. - [etbars/vibetrader-mcp](https://github.com/etbars/vibetrader-mcp) 🐍 ☁️ - AI-powered trading bot platform. Create automated trading strategies with natural language via Alpaca brokerage. - [evan-moon/firma](https://github.com/evan-moon/firma) [![evan-moon/firma MCP server](https://glama.ai/mcp/servers/evan-moon/firma/badges/score.svg)](https://glama.ai/mcp/servers/evan-moon/firma) 📇 🏠 🍎 🪟 🐧 - Local-first CLI asset tracker for overseas stock investors with Claude Desktop MCP integration. 13 tools for portfolio tracking, net worth snapshots, cash flow analysis, and market research (earnings, insider trades, SEC filings) via Finnhub. Install: `npm install -g firma-app`. - [everstake/mcp](https://github.com/everstake/mcp) [![everstake/mcp MCP server](https://glama.ai/mcp/servers/everstake/mcp/badges/score.svg)](https://glama.ai/mcp/servers/everstake/mcp) 🎖️ ☁️ - An MCP server for Everstake's non-custodial staking data across 130+ networks: live APY, uptime metrics, rewards calculator, integrations, security and compliance. Built for asset managers, custodians, and exchanges evaluating institutional staking. @@ -1714,10 +1811,13 @@ Provides direct access to local file systems with configurable permissions. Enab - [nikicat/mcp-wallet-signer](https://github.com/nikicat/mcp-wallet-signer) 📇 🏠 - Non-custodial EVM wallet MCP — routes transactions to browser wallets (MetaMask, etc.) for signing. Private keys never leave the browser; every action requires explicit user approval via EIP-6963. - [0x-devc/novai-mcp-server](https://github.com/0x-devc/novai-mcp-server) [![0x-devc/novai-mcp-server MCP server](https://glama.ai/mcp/servers/0x-devc/novai-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/0x-devc/novai-mcp-server) 📇 ☁️ - Read-only access to the live NOVAI blockchain (AI-native L1). Query blocks, transactions, AI entities, on-chain signals, oracle anchors, and memory objects over public JSON-RPC. No keys, no write paths. - [noblabs/lit-forge-mcp](https://github.com/noblabs/lit-forge-mcp) [![noblabs/lit-forge-mcp MCP server](https://glama.ai/mcp/servers/noblabs/lit-forge-mcp/badges/score.svg)](https://glama.ai/mcp/servers/noblabs/lit-forge-mcp) 📇 🏠 🍎 🪟 🐧 - Personal asset planning for Japan's つみたて NISA / iDeCo: 4 zero-auth tools — `simulate_nisa` (monthly compound), `plan_retirement` (3-scenario retirement gap analysis with Japanese pension defaults), `calculate_required_monthly` (back-calc to a target), and `calculate_compound_interest` (lump + monthly). Companion to https://lit-forge.com/nisa-simulator. npm: `lit-forge-mcp`. MIT, no telemetry. +- [nonameuserd/paybond-kit](https://github.com/nonameuserd/paybond-kit) [![nonameuserd/paybond-kit MCP server](https://glama.ai/mcp/servers/nonameuserd/paybond-kit/badges/score.svg)](https://glama.ai/mcp/servers/nonameuserd/paybond-kit) 📇 🐍 ☁️ 🏠 🍎 🪟 🐧 - Tenant-bound MCP server for agent spend authorization, policy guardrails, evidence, escrow settlement, and portable receipts. Sandbox bootstrap, spend intents, and completion validation for Cursor and Claude Code. TypeScript: `npx -p @paybond/kit paybond login` then `npx -y -p @paybond/kit paybond-mcp-server`. Python: `pip install paybond-kit` then `paybond-kit-login` and `paybond-mcp-server`. [Docs](https://paybond.ai/docs/kit/mcp-server). +- [none298-dotcom/mylinedchart-mcp-chart-context](https://github.com/none298-dotcom/mylinedchart-mcp-chart-context) [![none298-dotcom/mylinedchart-mcp-chart-context MCP server](https://glama.ai/mcp/servers/none298-dotcom/mylinedchart-mcp-chart-context/badges/score.svg)](https://glama.ai/mcp/servers/none298-dotcom/mylinedchart-mcp-chart-context) 📇 🏠 🍎 - Read-only MCP server exposing your live MyLinedChart desktop chart context (symbol, candles, drawings, indicators, IBKR status) to local AI agents. Local, private, read-only. - [ntriq-gh/ntriq-agentshop](https://github.com/ntriq-gh/ntriq-agentshop) [![ntriq-agentshop MCP server](https://glama.ai/mcp/servers/ntriq-gh/ntriq-agentshop/badges/score.svg)](https://glama.ai/mcp/servers/ntriq-gh/ntriq-agentshop) 📇 ☁️ 🍎 🪟 🐧 - Document intelligence, invoice extraction, PII detection, and sentiment analysis via x402 micropayments. Pay-per-use with USDC on Base — no API keys. 6 endpoints from $0.01. - [nullpath-labs/mcp-client](https://github.com/nullpath-labs/mcp-client) [![mcp-client MCP server](https://glama.ai/mcp/servers/@nullpath-labs/mcp-client/badges/score.svg)](https://glama.ai/mcp/servers/@nullpath-labs/mcp-client) 📇 ☁️ 🍎 🪟 🐧 - AI agent marketplace with x402 micropayments. Discover, execute, and pay agents per-request via MCP with USDC on Base. - [OctagonAI/octagon-mcp-server](https://github.com/OctagonAI/octagon-mcp-server) 🐍 ☁️ - Octagon AI Agents to integrate private and public market data - [oerc-s/primordia](https://github.com/oerc-s/primordia) 📇 ☁️ - AI agent economic settlement. Verify receipts, emit meters (FREE). Net settlements, credit lines, audit-grade balance sheets (PAID/402). +- [OilpriceAPI/mcp-server](https://github.com/OilpriceAPI/mcp-server) [![OilpriceAPI/mcp-server MCP server](https://glama.ai/mcp/servers/OilpriceAPI/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/OilpriceAPI/mcp-server) 🎖️ 📇 ☁️ - Real-time oil, gas & commodity prices — spot, history, futures curves, price alerts and market briefs for Brent, WTI, natural gas, diesel, jet fuel and 70+ more. Works keyless in demo mode. - [olgasafonova/gleif-mcp-server](https://github.com/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](https://github.com/0xzcov/omni-fun-mcp-server) [![omni-fun-mcp-server MCP server](https://glama.ai/mcp/servers/0xzcov/omni-fun-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/0xzcov/omni-fun-mcp-server) 📇 ☁️ - Multichain memecoin launchpad across 8 chains (Base, Arb, OP, Polygon, BSC, ETH, Avax, Solana). Tokenize yourself as an oMeme — earn 0.5% creator fee forever + 50% Uniswap V3 LP fees after graduation, from a single LP. $69 bounties. First 100 agents FREE for 60 days. 8 tools: trending tokens, search, quotes, bonding curves, trade simulation, chain info. - [omniologynow-rgb/profitspot-mcp](https://github.com/omniologynow-rgb/profitspot-mcp) [![profitspot-mcp MCP server](https://glama.ai/mcp/servers/omniologynow-rgb/profitspot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/omniologynow-rgb/profitspot-mcp) 🐍 ☁️ - Cross-chain DeFi intelligence MCP server for AI agents. 7 tools for yield discovery, pool analysis, profit simulation, risk scoring, whale tracking, impermanent loss calculation, and DeFi overview across 86 chains and 6,500+ liquidity pools. Install via `pip install profitspot-mcp`. @@ -1746,8 +1846,10 @@ Provides direct access to local file systems with configurable permissions. Enab - [refined-element/lightning-enable-mcp](https://github.com/refined-element/lightning-enable-mcp) [![lightning-enable-mcp MCP server](https://glama.ai/mcp/servers/@refined-element/lightning-enable-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@refined-element/lightning-enable-mcp) 🐍 ☁️ 🏠 - Add Bitcoin Lightning payments to MCP-enabled AI agents. Pay invoices, create invoices, check balances, and access L402 paywalled APIs. Supports Strike, OpenNode, NWC wallets. - [Regenerating-World/pix-mcp](https://github.com/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](https://github.com/rascal-3/chainanalyzer-mcp) [![rascal-3/chainanalyzer-mcp MCP server](https://glama.ai/mcp/servers/rascal-3/chainanalyzer-mcp/badges/score.svg)](https://glama.ai/mcp/servers/rascal-3/chainanalyzer-mcp) 📇 ☁️ - Multi-chain AML risk scoring and sanctions screening for AI agents. 76+ detection rules, ML anomaly scoring, and Neo4j graph analysis across Bitcoin, Ethereum, Polygon, Avalanche, and Solana. Pay-per-request via x402 USDC on Base or Solana ($0.003–$0.05). `npx chainanalyzer-mcp`. +- [romanshumy/llm-prices-data](https://github.com/romanshumy/llm-prices-data) [![romanshumy/llm-prices-data MCP server](https://glama.ai/mcp/servers/romanshumy/llm-prices-data/badges/score.svg)](https://glama.ai/mcp/servers/romanshumy/llm-prices-data) 📇 ☁️ 🏠 - Live LLM API pricing from modelpricewatch.com — current token prices, model comparisons, cheapest-model lookups, and The LLM Price Index across 150+ models from 20+ providers, re-verified daily against official provider pages. No API key required. `npx -y @modelpricewatch/mcp` - [vdmeu/registrum-mcp](https://github.com/vdmeu/registrum-mcp) [![vdmeu/registrum-mcp MCP server](https://glama.ai/mcp/servers/vdmeu/registrum-mcp/badges/score.svg)](https://glama.ai/mcp/servers/vdmeu/registrum-mcp) 📇 ☁️ - UK Companies House data via the Registrum API — search companies, get enriched profiles, structured financials parsed from iXBRL filings, director history, and corporate network graphs. - [RomThpt/xrpl-mcp-server](https://github.com/RomThpt/mcp-xrpl) 📇 ☁️ - MCP server for the XRP Ledger that provides access to account information, transaction history, and network data. Allows querying ledger objects, submitting transactions, and monitoring the XRPL network. +- [sachinuppal/modelcostsaver](https://github.com/sachinuppal/modelcostsaver) [![sachinuppal/modelcostsaver MCP server](https://glama.ai/mcp/servers/sachinuppal/modelcostsaver/badges/score.svg)](https://glama.ai/mcp/servers/sachinuppal/modelcostsaver) 📇 🏠 🍎 🪟 🐧 - Offline LLM cost prediction: estimate/predict request cost, select the cheapest capable model, compare models, list pricing, and optimize requests. 7 tools, no API keys, runs via npx @workswarm/modelcostsaver. - [SaintDoresh/Crypto-Trader-MCP-ClaudeDesktop](https://github.com/SaintDoresh/Crypto-Trader-MCP-ClaudeDesktop.git) 🐍 ☁️ - An MCP tool that provides cryptocurrency market data using the CoinGecko API. - [SaintDoresh/YFinance-Trader-MCP-ClaudeDesktop](https://github.com/SaintDoresh/YFinance-Trader-MCP-ClaudeDesktop.git) 🐍 ☁️ - An MCP tool that provides stock market data and analysis using the Yahoo Finance API. - [sapph1re/findata-mcp](https://github.com/sapph1re/findata-mcp) [![sapph1re/findata-mcp MCP server](https://glama.ai/mcp/servers/sapph1re/findata-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sapph1re/findata-mcp) 🐍 ☁️ - Real-time stocks, company fundamentals, FRED economic indicators (800k+ series), SEC filings, and crypto prices. Five tools, $0.01/call via x402 micropayments on Base mainnet. No signup required. @@ -1758,10 +1860,12 @@ Provides direct access to local file systems with configurable permissions. Enab - [ShinyDapps/l402-kit](https://github.com/ShinyDapps/l402-kit) [![ShinyDapps/l402-kit MCP server](https://glama.ai/mcp/servers/ShinyDapps/l402-kit/badges/score.svg)](https://glama.ai/mcp/servers/ShinyDapps/l402-kit) 📇 ☁️ 🍎 🪟 🐧 - Full-stack L402 SDK: server middleware (Express/FastAPI/axum/net/http) + agent client with auto-pay. 4 languages (TypeScript, Python, Go, Rust). MCP server, LangChain integration, budget control. `npx l402-kit-mcp` - [lmwharton/sieve-mcp](https://github.com/lmwharton/sieve-mcp) [![lmwharton/sieve-mcp MCP server](https://glama.ai/mcp/servers/lmwharton/sieve-mcp/badges/score.svg)](https://glama.ai/mcp/servers/lmwharton/sieve-mcp) 🐍 ☁️ - AI-powered startup due diligence. Screen any startup across 7 IMPACT-X dimensions, get a Sieve Score (0-140) with evidence-typed findings and a clear meeting recommendation. Built for VCs, solo GPs, and angel investors. - [SidneyBissoli/bcb-br-mcp](https://github.com/SidneyBissoli/bcb-br-mcp) [![bcb-br-mcp MCP server](https://glama.ai/mcp/servers/SidneyBissoli/bcb-br-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SidneyBissoli/bcb-br-mcp) 📇 ☁️ 🍎 🪟 🐧 - Brazilian Central Bank (BCB) economic data — 18,000+ time series including Selic, IPCA, exchange rates, GDP, and 150+ curated indicators via the SGS/BCB public API. +- [signal8ai/signal8-mcp](https://github.com/signal8ai/signal8-mcp) [![signal8ai/signal8-mcp MCP server](https://glama.ai/mcp/servers/signal8ai/signal8-mcp/badges/score.svg)](https://glama.ai/mcp/servers/signal8ai/signal8-mcp) 📇 ☁️ - SEC filing intelligence for AI agents: insider (Form 4) & institutional (13F) ownership, dilution-risk scoring, congressional & executive (STOCK Act) trades, FEC campaign finance, SEC filing search, compliance monitoring, and a dilution-aware stock screener. 86 tools over live Signal8 data. - [smythmyke/govtoolspro-mcp-server](https://github.com/smythmyke/govtoolspro-mcp-server) [![smythmyke/govtoolspro-mcp-server MCP server](https://glama.ai/mcp/servers/smythmyke/govtoolspro-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/smythmyke/govtoolspro-mcp-server) 📇 ☁️ - Workflow tools for US federal contractors — go/no-go bid scoring, incumbent intelligence (USAspending + FPDS), teaming-partner search, recompete prediction, Navy NECO lookup, and SAM.gov solicitation retrieval. Returns synthesized decisions rather than raw data. - [softvoyagers/fakturka-api](https://github.com/softvoyagers/fakturka-api) 📇 ☁️ - Free Polish VAT invoice generator API (Faktura VAT) with PDF output and preview. No API key required. - [sophymarine/openregistry](https://github.com/sophymarine/openregistry) [![sophymarine/openregistry MCP server](https://glama.ai/mcp/servers/sophymarine/openregistry/badges/score.svg)](https://glama.ai/mcp/servers/sophymarine/openregistry) 🎖️ ☁️ - Live official data from 27 national company registries (UK Companies House, France RNE, Germany Handelsregister, Korea OpenDART, Canada CBCA, 10 US states, and more) for KYC / AML / due-diligence workflows. Raw official records, no intermediaries. A platform by sophymarine. Hosted at `openregistry.sophymarine.com/mcp` — OAuth 2.1, streamable HTTP, free anonymous tier. - [spfunctions/simplefunctions-cli](https://github.com/spfunctions/simplefunctions-cli) [![simplefunctions-cli MCP server](https://glama.ai/mcp/servers/spfunctions/simplefunctions-cli/badges/score.svg)](https://glama.ai/mcp/servers/spfunctions/simplefunctions-cli) 📇 ☁️ - Calibrated world model for AI agents from 9,700+ prediction markets. 16 MCP tools covering real-time world state, market search, thesis management, edge detection, and content enrichment across Kalshi and Polymarket. `get_world_state` returns ~800 tokens of calibrated probabilities — no API key needed. +- [subsquid-labs/portal-mcp-server](https://github.com/subsquid-labs/portal-mcp-server) [![subsquid-labs/portal-mcp-server MCP server](https://glama.ai/mcp/servers/subsquid-labs/portal-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/subsquid-labs/portal-mcp-server) 🎖️ 📇 ☁️ 🏠 - Query onchain data across EVM, Solana, Bitcoin, Substrate, and Hyperliquid via the SQD Portal API; hosted Streamable HTTP endpoint or local stdio. - [summerstateofmind/cityparity](https://github.com/summerstateofmind/cityparity) [![cityparity MCP server](https://glama.ai/mcp/servers/summerstateofmind/cityparity/badges/score.svg)](https://glama.ai/mcp/servers/summerstateofmind/cityparity) 📇 ☁️ - Cost-of-living and quality-of-life comparison across ~165 cities: take-home pay, taxes, the equivalent salary you'd need in the target city, and the non-cash deltas people move for (childcare, healthcare, statutory vacation, parental leave). Free, no API key, hosted Streamable HTTP. - [SupplyMaven-SCR/supplymaven-mcp-server](https://github.com/SupplyMaven-SCR/supplymaven-mcp-server) [![SupplyMaven-SCR/supplymaven-mcp-server MCP server](https://glama.ai/mcp/servers/SupplyMaven-SCR/supplymaven-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/SupplyMaven-SCR/supplymaven-mcp-server) 📇 ☁️ - Real-time supply chain risk intelligence for AI agents. 25 tools across 3 tiers: Global Disruption Index, Manufacturing Index, commodity prices, port congestion, border delays, chokepoints, air cargo, trade policy, energy, rail, freight, economic indicators, predictive signals, and AI intelligence briefs. - [supra126/taiwan-payroll](https://github.com/supra126/taiwan-payroll) [![supra126/taiwan-payroll MCP server](https://glama.ai/mcp/servers/supra126/taiwan-payroll/badges/score.svg)](https://glama.ai/mcp/servers/supra126/taiwan-payroll) 📇 ☁️ 🏠 - Taiwan statutory payroll: labor & health insurance, labor pension, 2nd-gen NHI supplementary premium, income-tax withholding, and old-age benefits. Sourced from official gazettes, verified against official sample data. @@ -1805,24 +1909,32 @@ Provides direct access to local file systems with configurable permissions. Enab - [namixai/funding-mcp](https://github.com/namixai/funding-mcp) [![namixai/funding-mcp MCP server](https://glama.ai/mcp/servers/namixai/funding-mcp/badges/score.svg)](https://glama.ai/mcp/servers/namixai/funding-mcp) 📇 ☁️ - Multi-venue perpetual funding-rate data & cross-exchange funding arbitrage across 20+ exchanges (incl. HIP-3 sub-DEXes). Free screener; paid signals via x402 micropayments with built-in auto-pay. 3 tools, stdio. Install with `npx -y @usenami/funding-mcp`. - [namixai/signer-mcp](https://github.com/namixai/signer-mcp) [![namixai/signer-mcp MCP server](https://glama.ai/mcp/servers/namixai/signer-mcp/badges/score.svg)](https://glama.ai/mcp/servers/namixai/signer-mcp) 📇 ☁️ - Keyless CEX/DEX signing for AI trading agents (Binance, OKX, Bybit, KuCoin, Hyperliquid, Asterdex). Signing keys never leave an AWS Nitro Enclave (attested PCR0); agents receive policy-bounded signatures, not credentials. Built to survive prompt injection and supply-chain key leaks. 5 tools, stdio. Install with `npx -y @usenami/signer-mcp`. - [JeongSeongMok/tossinvest-openapi-mcp](https://github.com/JeongSeongMok/tossinvest-openapi-mcp) [![JeongSeongMok/tossinvest-openapi-mcp MCP server](https://glama.ai/mcp/servers/JeongSeongMok/tossinvest-openapi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/JeongSeongMok/tossinvest-openapi-mcp) 📇 🏠 🍎 🪟 🐧 - Explore and integrate the Toss Securities (토스증권) Open API — browse endpoints & schemas, follow integration guides, and generate curl/TypeScript/Python code samples. Read-only documentation server, no credentials required. `npx -y tossinvest-openapi-mcp` +- [ophis-fi/ophis](https://github.com/ophis-fi/ophis) [![ophis-fi/ophis MCP server](https://glama.ai/mcp/servers/ophis-fi/ophis/badges/score.svg)](https://glama.ai/mcp/servers/ophis-fi/ophis) 🎖️ 📇 ☁️ - Agent-first intent-based DEX aggregator (self-hosted CoW Protocol). Remote Streamable HTTP at https://mcp.ophis.fi/mcp, no auth, holds no keys. 12 tools: parse_intent (natural-language swap to structured intent), resolve_token (symbol to canonical address, fails closed), list_chains, get_quote, expected_surplus, build_order (bounded, ready-to-sign EIP-712 CoW order with the receiver pinned to the owner), submit_order, lookup_tier (fee-rebate tier), get_balances, get_portfolio, get_gas, get_token_chart. Live across 11 EVM chains: Ethereum, Optimism, BNB Chain, Gnosis, Polygon, Base, Arbitrum, Avalanche, Plasma, Ink, Linea. - [phuocdu/agentpay-vn](https://github.com/phuocdu/agentpay-vn) [![phuocdu/agentpay-vn MCP server](https://glama.ai/mcp/servers/phuocdu/agentpay-vn/badges/score.svg)](https://glama.ai/mcp/servers/phuocdu/agentpay-vn) 🐍 ☁️ - VietQR payments for AI agents in Vietnam. Agents generate a VietQR code, send it to the user, and auto-confirm settlement from the bank feed. Non-custodial — money flows directly to the merchant's bank account, never held by the platform. `pip install agentpay-vn`, ships an MCP server for Claude Desktop/Code. - [Gainium/gainium-mcp](https://github.com/Gainium/gainium-mcp) [![gainium-mcp MCP server](https://glama.ai/mcp/servers/Gainium/gainium-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Gainium/gainium-mcp) 🎖️ 📇 ☁️ 🏠 - MCP server for Gainium DCA/Combo/Grid trading bots — manage bots, deals, balances, backtests, the crypto screener, and curated strategy presets via AI assistants. - [wuzenghai616-lang/goldbean](https://github.com/wuzenghai616-lang/goldbean) [![wuzenghai616-lang/goldbean MCP server](https://glama.ai/mcp/servers/wuzenghai616-lang/goldbean/badges/score.svg)](https://glama.ai/mcp/servers/wuzenghai616-lang/goldbean) 📇 ☁️ 🍎 🪟 🐧 - x402 Micropaid API Marketplace — 10 AI tools for agents. Crypto prices, web search, weather, image-gen, LLM chat, code execution, translation, sentiment analysis, and QR code generation. Pay-per-call with USDC on Base (no API keys, no registration). Install with \ px goldbean-mcp\. +- [true402/mcp-server](https://github.com/true402/mcp-server) [![true402/mcp-server MCP server](https://glama.ai/mcp/servers/true402/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/true402/mcp-server) 🎖️ 📇 ☁️ - Pay-per-call AI + web + on-chain tools for agents over x402 (USDC on Base) — no accounts, no API keys; the wallet is the identity. 11 tools incl. token rug/honeypot safety (0–100 score, risk band, buy/sell simulation), new-pairs / liquidity-pull / whale-swap signals, SEO/GEO audit, web extract, link preview, robots & security-headers checks, and LLM inference. Tools auto-discover from the live catalog. `npx -y @true402.dev/mcp-server` - [bevanding/signaldaemon](https://github.com/bevanding/signaldaemon) [![bevanding/signaldaemon MCP server](https://glama.ai/mcp/servers/bevanding/signaldaemon/badges/score.svg)](https://glama.ai/mcp/servers/bevanding/signaldaemon) 🐍 ☁️ - Narrative & signal intelligence for AI agents (crypto/AI/macro): cross-source narrative convergence and capital-vs-narrative divergence. Remote MCP server, self-serve keys, fails safe (says "no coverage" rather than hallucinating). +- [ENTIA-IA/entia-mcp-server](https://github.com/ENTIA-IA/entia-mcp-server) [![ENTIA-IA/entia-mcp-server MCP server](https://glama.ai/mcp/servers/ENTIA-IA/entia-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/ENTIA-IA/entia-mcp-server) 🎖️ 🐍 ☁️ - Verified business-identity intelligence for AI agents & MCP clients — company verification, VAT, BORME, GLEIF, ownership and risk signals across 34 countries. Remote MCP server, free tier. `npx mcp-remote https://mcp.entia.systems/mcp` +- [viniciuslazzari/bolsai-mcp](https://github.com/viniciuslazzari/bolsai-mcp) [![viniciuslazzari/bolsai-mcp MCP server](https://glama.ai/mcp/servers/viniciuslazzari/bolsai-mcp/badges/score.svg)](https://glama.ai/mcp/servers/viniciuslazzari/bolsai-mcp) 🐍 🏠 🍎 🪟 🐧 - Brazilian stock market data (B3, CVM, BCB) for AI assistants — stock prices, 27+ fundamentals, dividends, FIIs, and macro indicators (Selic, IPCA, CDI). Install: `pip install bolsai-mcp` or `uvx bolsai-mcp`. +- [sebastienrousseau/camt053-mcp](https://github.com/sebastienrousseau/camt053-mcp) [![sebastienrousseau/camt053-mcp MCP server](https://glama.ai/mcp/servers/sebastienrousseau/camt053-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sebastienrousseau/camt053-mcp) 🐍 🏠 🍎 🪟 🐧 - **ISO 20022 bank-statement parsing + reversing entries** (`camt.053` Bank-to-Customer Statement). 19 tools + 3 resources + 4 guided prompts across message-type discovery, return-reason lookup, schema introspection, IBAN/BIC/LEI validation, camt.053 parsing + XSD validation, Nov 2026 CBPR+ cliff readiness check, curated SEPA / CBPR+ / HVPS+ rulebook citation lookup, accounting-platform journal export (Xero + QuickBooks Online), LLM-driven entry classification via MCP Sampling, entry listing/filtering, and one-shot validated reversing-entry XML generation. Built on the [`camt053`](https://github.com/sebastienrousseau/camt053) library (100% line + branch coverage, SLSA Build L3 + PEP 740 attestations, Apache-2.0). Install `pip install camt053-mcp`, run `camt053-mcp`. ### 🎮 Gaming Integration with gaming related data, game engines, and services - [3aKHP/prts-mcp](https://github.com/3aKHP/prts-mcp) [![3aKHP/prts-mcp MCP server](https://glama.ai/mcp/servers/3aKHP/prts-mcp/badges/score.svg)](https://glama.ai/mcp/servers/3aKHP/prts-mcp) 🐍 📇 ☁️ 🏠 - MCP Server for [Arknights](https://www.arknights.global/), querying the [PRTS Wiki](https://prts.wiki) API and serving auto-synced operator archives and voice lines from game data. Designed for fan-creation (同人創作) AI agents. Python (stdio/Docker) and TypeScript (Streamable HTTP) implementations. - [antics-gg/antics-mcp](https://github.com/antics-gg/antics-mcp) [![antics-gg/antics-mcp MCP server](https://glama.ai/mcp/servers/antics-gg/antics-mcp/badges/score.svg)](https://glama.ai/mcp/servers/antics-gg/antics-mcp) 📇 ☁️ - Deploy a single-file HTML game to a shareable multiplayer URL with rooms, state sync, and leaderboards. No backend or player accounts. +- [beckettlab/beckett-godot-mcp](https://github.com/beckettlab/beckett-godot-mcp) [![beckett-godot-mcp MCP server](https://glama.ai/mcp/servers/beckettlab/beckett-godot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/beckettlab/beckett-godot-mcp) 🏠 🍎 🪟 🐧 - Beckett — MCP for Godot: a zero-sidecar GDScript editor addon that serves MCP over Streamable HTTP from inside the Godot 4 editor (no Node/Python sidecar). Reflection over any class, validate-before-write GDScript, scene/script/resource authoring, and a runtime play-test loop (play, screenshot, input, assert). MIT. - [butterlatte-zhang/unity-ai-bridge](https://github.com/butterlatte-zhang/unity-ai-bridge) [![butterlatte-zhang/unity-ai-bridge MCP server](https://glama.ai/mcp/servers/butterlatte-zhang/unity-ai-bridge/badges/score.svg)](https://glama.ai/mcp/servers/butterlatte-zhang/unity-ai-bridge) #️ 🐍 🏠 🍎 🪟 - Remote-control Unity Editor from any AI IDE via file-based IPC — 62 tools across 13 categories, zero dependencies, supports Claude Code, Cursor, Copilot, Windsurf, Claude Desktop. - [buildepicshit/Wick](https://github.com/buildepicshit/Wick) [![buildepicshit/Wick MCP server](https://glama.ai/mcp/servers/buildepicshit/Wick/badges/score.svg)](https://glama.ai/mcp/servers/buildepicshit/Wick) #️⃣ 🏠 🍎 🪟 🐧 - Native C# MCP server for Godot Engine — 53 tools across 5 pillars: Roslyn-enriched exception telemetry, scene tree inspection, C# symbol navigation, MSBuild orchestration, and GDScript analysis. .NET 10, TCP JSON-RPC bridge, 219 tests. - [CoderGamester/mcp-unity](https://github.com/CoderGamester/mcp-unity) #️⃣ 🏠 - MCP Server for Unity3d Game Engine integration for game development - [Coding-Solo/godot-mcp](https://github.com/Coding-Solo/godot-mcp) 📇 🏠 - A MCP server for interacting with the Godot game engine, providing tools for editing, running, debugging, and managing scenes in Godot projects. +- [dirtcubeinteractive/specter-skills](https://github.com/dirtcubeinteractive/specter-skills) [![dirtcubeinteractive/specter-skills MCP server](https://glama.ai/mcp/servers/dirtcubeinteractive/specter-skills/badges/score.svg)](https://glama.ai/mcp/servers/dirtcubeinteractive/specter-skills) 📇 🏠 - Configure a Specter game backend — players, economy, progression, leaderboards, tournaments, battle passes, and real-time multiplayer — from your AI assistant. Browser sign-in; create/mutate tools opt-in. - [ddsky/gamebrain-api-clients](https://github.com/ddsky/gamebrain-api-clients) ☁️ - Search and discover hundreds of thousands of video games on any platform through the [GameBrain API](https://gamebrain.co/api). +- [DiegoLopez0208/RpgMakerMVUltimate-MCP](https://github.com/DiegoLopez0208/RpgMakerMVUltimate-MCP) [![DiegoLopez0208/RpgMakerMVUltimate-MCP MCP server](https://glama.ai/mcp/servers/DiegoLopez0208/RpgMakerMVUltimate-MCP/badges/score.svg)](https://glama.ai/mcp/servers/DiegoLopez0208/RpgMakerMVUltimate-MCP) 📇 🏠 - AI copilot for RPG Maker MV: generate maps, edit the database and events, and reason about a project — validate broken references, explain why an event never fires, critique maps, and search by meaning. 13 tools, knowledge-driven map generation, fully offline. - [dmang-dev/mcp-bizhawk](https://github.com/dmang-dev/mcp-bizhawk) [![dmang-dev/mcp-bizhawk MCP server](https://glama.ai/mcp/servers/dmang-dev/mcp-bizhawk/badges/score.svg)](https://glama.ai/mcp/servers/dmang-dev/mcp-bizhawk) 📇 🏠 🍎 🪟 🐧 - Drive the [BizHawk](https://github.com/TASEmulators/BizHawk) multi-system emulator from any MCP client. Memory r/w across named domains, joypad input, frame-advance, screenshot, save/load state. One bridge unlocks NES, SNES, GB/GBC/GBA, Genesis, N64, PSX, Saturn, and more. - [dmang-dev/mcp-dolphin](https://github.com/dmang-dev/mcp-dolphin) [![dmang-dev/mcp-dolphin MCP server](https://glama.ai/mcp/servers/dmang-dev/mcp-dolphin/badges/score.svg)](https://glama.ai/mcp/servers/dmang-dev/mcp-dolphin) 📇 🏠 🍎 🪟 🐧 - Drive the [Dolphin](https://dolphin-emu.org) GameCube/Wii emulator from any MCP client: read/write PowerPC memory (MEM1/MEM2), GameCube + Wii Remote input (buttons, IR pointer, accelerometer, MotionPlus), reset, save/load state, and frame advance. Python bridge inside [Felk's scripting fork](https://github.com/Felk/dolphin) + Node MCP server. - [dmang-dev/mcp-mgba](https://github.com/dmang-dev/mcp-mgba) [![dmang-dev/mcp-mgba MCP server](https://glama.ai/mcp/servers/dmang-dev/mcp-mgba/badges/score.svg)](https://glama.ai/mcp/servers/dmang-dev/mcp-mgba) 📇 🏠 🍎 🪟 🐧 - Drive the [mGBA](https://mgba.io) Game Boy Advance emulator from any MCP client: read/write GBA memory, inject button presses, take screenshots, save/load state, and step the emulator. Lua bridge inside mGBA + Node MCP server. @@ -1878,6 +1990,7 @@ Control smart home devices, home network equipment, and automation systems. - [ober37/ac-infinity-mcp](https://github.com/ober37/ac-infinity-mcp) [![ober37/ac-infinity-mcp MCP server](https://glama.ai/mcp/servers/ober37/ac-infinity-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ober37/ac-infinity-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Monitor and automate AC Infinity grow controllers through natural conversation with Claude. 25 tools covering live sensor data, multi-day history, VPD/temperature/humidity automations, port control, advance scheduling, and grow stage templates. - [laszlopere/mcp-kodi](https://github.com/laszlopere/mcp-kodi) [![laszlopere/mcp-kodi MCP server](https://glama.ai/mcp/servers/laszlopere/mcp-kodi/badges/score.svg)](https://glama.ai/mcp/servers/laszlopere/mcp-kodi) 🌊 🏠 🐧 - Control a Kodi media player over its JSON-RPC API — transport, volume, library search, queue management, and playback history. 16 tools, targetable across multiple Kodi instances. Written in C on the GLib stack; builds from source (autotools / .deb). - [claymore666/debmatic-mcp](https://github.com/claymore666/debmatic-mcp) [![claymore666/debmatic-mcp MCP server](https://glama.ai/mcp/servers/claymore666/debmatic-mcp/badges/score.svg)](https://glama.ai/mcp/servers/claymore666/debmatic-mcp) 📇 🏠 🍎 🪟 🐧 - Control a HomeMatic / debmatic CCU (eq-3 home automation) over its JSON-RPC and HM-Script APIs — switch and dim actuators, read sensors, system variables and service messages, run programs, and manage rooms, functions, channel links and device assignments. 25 tools over HTTP or stdio; runs locally against your own CCU. +- [NickoScope/nickol-knx-mcp](https://github.com/NickoScope/nickol-knx-mcp) [![NickoScope/nickol-knx-mcp MCP server](https://glama.ai/mcp/servers/NickoScope/nickol-knx-mcp/badges/score.svg)](https://glama.ai/mcp/servers/NickoScope/nickol-knx-mcp) 🐍 🏠 - Design-time KNX/ETS6 assistant: parses .knxproj (read-only, no bus access), validates DPT/naming/command-status pairing, and generates Home Assistant YAML + ETS XML/CSV exports. ### 🧠 Knowledge & Memory @@ -1885,12 +1998,14 @@ Persistent memory storage using knowledge graph structures. Enables AI models to - [soolaugust/0CompactMem](https://github.com/soolaugust/0CompactMem) [![soolaugust/0CompactMem MCP server](https://glama.ai/mcp/servers/soolaugust/0CompactMem/badges/score.svg)](https://glama.ai/mcp/servers/soolaugust/0CompactMem) 🐍 🏠 🍎 🪟 🐧 - Persistent memory MCP server with OS-style demand paging, kswapd-style eviction, and mlock pinning. Multi-agent shared SQLite store with BM25 + FTS5 retrieval, importance scoring, and capacity-aware reclaim. 5 tools: `memory_lookup`, `pin_memory`, `unpin_memory`, `memory_stats`, `list_pinned`. `uvx --from git+https://github.com/soolaugust/0CompactMem memory-os` - [a2cr/a2cr](https://github.com/a2cr/a2cr) [![a2cr/a2cr MCP server](https://glama.ai/mcp/servers/a2cr/a2cr/badges/score.svg)](https://glama.ai/mcp/servers/a2cr/a2cr) 🐍 ☁️ 🏠 🍎 🪟 🐧 - MCP server for AI-agent handoffs. Saves client-encrypted WorkBaton checkpoints and WorkStash notes so Codex, Claude Code, Roo Code, and other MCP clients can resume work without passing full chat history. +- [ahmetakyurt/zipmem-mcp](https://github.com/ahmetakyurt/zipmem-mcp) [![ahmetakyurt/zipmem-mcp MCP server](https://glama.ai/mcp/servers/ahmetakyurt/zipmem-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ahmetakyurt/zipmem-mcp) 📇 🏠 - Local-first long-term memory for terminal AI agents (Claude Code et al.) via Anchored Compacting. Stores blueprints, code anchors (file→line→concept), and distilled lessons in a single JSON under `.zipmem/`, restoring full cross-session project context at near-zero token cost. No DB, no API keys, no embeddings. `npx zipmem-mcp` - [aidesignblueprint/integrations](https://github.com/aidesignblueprint/integrations) [![aidesignblueprint/integrations MCP server](https://glama.ai/mcp/servers/aidesignblueprint/integrations/badges/score.svg)](https://glama.ai/mcp/servers/aidesignblueprint/integrations) 🐍 ☁️ - Read-only doctrine access for the Agentic AI Blueprint — the industry standard reference for safe, observable, and steerable AI agent UX. Browse and search 10 principles, clusters, curated implementation examples, and application guides for production agentic AI systems. 13 public tools require no credentials. `https://aidesignblueprint.com/mcp` - [aliasunder/vault-cortex](https://github.com/aliasunder/vault-cortex) [![vault-cortex MCP server](https://glama.ai/mcp/servers/aliasunder/vault-cortex/badges/score.svg)](https://glama.ai/mcp/servers/aliasunder/vault-cortex) 📇 🏠 ☁️ - MCP server for Obsidian vaults — search, memory, link graph, 23 tools, OAuth-protected. - [andreas-roennestad/openhive-mcp](https://github.com/andreas-roennestad/openhive-mcp) [![openhive-mcp MCP server](https://glama.ai/mcp/servers/andreas-roennestad/openhive-mcp/badges/score.svg)](https://glama.ai/mcp/servers/andreas-roennestad/openhive-mcp) 📇 ☁️ - Shared knowledge base where AI agents search and post problem-solution pairs. Agents query before solving, post after resolving. Semantic search via pgvector, duplicate detection, auto-scoring. `npx openhive-mcp`, Free to use - [ashlesh-t/cognirepo](https://github.com/ashlesh-t/cognirepo) [![ashlesh-t/cognirepo MCP server](https://glama.ai/mcp/servers/ashlesh-t/cognirepo/badges/score.svg)](https://glama.ai/mcp/servers/ashlesh-t/cognirepo) 🐍 🏠 🍎 🪟 🐧 - Persistent memory and codebase context for AI coding agents. FAISS vector store, AST reverse index with O(1) symbol lookup, NetworkX knowledge graph, episodic journal, user behavior profiling, error tracking, and cross-agent session handoff. 34 MCP tools. Reduces token usage 50–80% on Python repos ≥ 15K LOC vs. raw file reads. Works with Claude Code, Cursor, and Gemini CLI. Fully offline — no API keys required for indexing. `pip install cognirepo` +- [AshutoshRaj97/agentready-mcp](https://github.com/AshutoshRaj97/agentready-mcp) [![AshutoshRaj97/agentready-mcp MCP server](https://glama.ai/mcp/servers/AshutoshRaj97/agentready-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AshutoshRaj97/agentready-mcp) 📇 ☁️ 🍎 🪟 🐧 - Make any website queryable by AI agents. Index a site then ask questions and get cited answers grounded in its content via RAG. Tools: `list_sites` and `ask_site`. `npx -y @agentreadyweb/mcp` - [Auctalis/nocturnusai](https://github.com/Auctalis/nocturnusai) [![Auctalis/nocturnusai MCP server](https://glama.ai/mcp/servers/Auctalis/nocturnusai/badges/score.svg)](https://glama.ai/mcp/servers/Auctalis/nocturnusai) 🐍 🏠 - Deterministic reasoning engine for AI agent context compression. Extracts structured facts with logical inference, proof chains, and truth maintenance. REST API, Python/TypeScript SDKs, and MCP server integration. - [0xshellming/mcp-summarizer](https://github.com/0xshellming/mcp-summarizer) 📕 ☁️ - AI Summarization MCP Server, Support for multiple content types: Plain text, Web pages, PDF documents, EPUB books, HTML content - [20alexl/claude-engram](https://github.com/20alexl/claude-engram) [![20alexl/claude-engram MCP server](https://glama.ai/mcp/servers/20alexl/claude-engram/badges/score.svg)](https://glama.ai/mcp/servers/20alexl/claude-engram) 🐍 🏠 - Persistent memory and session intelligence for Claude Code. Auto-tracks mistakes, decisions, and context via hooks. Mines session history for patterns and cross-session search. Loop detection, pre-edit warnings, context compaction survival. Runs locally with Ollama. @@ -1906,6 +2021,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to - [Goldentrii/AgentRecall](https://github.com/Goldentrii/AgentRecall) [![Goldentrii/AgentRecall-MCP MCP server](https://glama.ai/mcp/servers/Goldentrii/AgentRecall-MCP/badges/score.svg)](https://glama.ai/mcp/servers/Goldentrii/AgentRecall-MCP) 📇 ☁️ 🏠 🍎 🪟 🐧 - Persistent, compounding memory for AI agents across sessions. Uses the Intelligent Distance Protocol to surface the most contextually relevant past memories. Five tools: `session_start`, `remember`, `recall`, `check`, `session_end`. `npx agent-recall-mcp` - [AlekseiMarchenko/central-intelligence](https://github.com/AlekseiMarchenko/central-intelligence) [![central-intelligence MCP server](https://glama.ai/mcp/servers/AlekseiMarchenko/central-intelligence/badges/score.svg)](https://glama.ai/mcp/servers/AlekseiMarchenko/central-intelligence) 📇 ☁️ - Persistent memory for AI agents. Five tools (remember, recall, context, forget, share) with semantic search via vector embeddings and agent/user/org scoping. Works with Claude Code, Cursor, Windsurf, and any MCP client. - [epicsagas/alcove](https://github.com/epicsagas/alcove)[![alcove MCP server](https://glama.ai/mcp/servers/epicsagas/alcove/badges/score.svg)](https://glama.ai/mcp/servers/epicsagas/alcove) 🦀 🏠 🍎 🪟 🐧 - MCP server that gives AI coding agents on-demand access to private project docs via BM25 ranked search. One setup for Claude Code, Cursor, Codex, Gemini CLI, and more. Docs stay private, never in public repos. +- [eidetic-works/nucleus-mcp](https://github.com/eidetic-works/nucleus-mcp) [![nucleus-mcp MCP server](https://glama.ai/mcp/servers/eidetic-works/nucleus-mcp/badges/score.svg)](https://glama.ai/mcp/servers/eidetic-works/nucleus-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Sovereign Agent OS — persistent memory, governance, and audit trails for AI agents. One brain for Cursor, Claude Code, Windsurf, and Gemini. Local-first `.brain/` directory with engrams, hypervisor file protection, and optional remote sync. `pip install nucleus-mcp` or Streamable HTTP at `relay.nucleusos.dev`. - [alibaizhanov/mengram](https://github.com/alibaizhanov/mengram) [![mengram MCP server](https://glama.ai/mcp/servers/@alibaizhanov/mengram/badges/score.svg)](https://glama.ai/mcp/servers/@alibaizhanov/mengram) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Human-like memory layer for AI agents with semantic, episodic, and procedural memory. Claude Code hooks (auto-save, auto-recall, cognitive profile). 29 MCP tools, knowledge graph, smart triggers, multi-user isolation. Python & JS SDKs. - [AntonioTF5/soul-mcp-server](https://github.com/AntonioTF5/soul-mcp-server) [![soul-mcp-server MCP server](https://glama.ai/mcp/servers/AntonioTF5/soul-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/AntonioTF5/soul-mcp-server) 📇 🏠 🍎 🪟 🐧 - Validate and generate SOUL.md agent identity files from Claude Desktop. SOUL.md is the open format for persistent AI agent identity — personality, voice, values, and behavioral constraints in a machine-readable YAML file. - [apecloud/ApeRAG](https://github.com/apecloud/ApeRAG) 🐍 ☁️ 🏠 - Production-ready RAG platform combining Graph RAG, vector search, and full-text search. Best choice for building your own Knowledge Graph and for Context Engineering @@ -1920,10 +2036,12 @@ Persistent memory storage using knowledge graph structures. Enables AI models to - [bh-rat/context-awesome](https://github.com/bh-rat/context-awesome) 📇 ☁️ 🏠 - MCP server for querying 8,500+ curated awesome lists (1M+ items) and fetching the best resources for your agent. - [bitbonsai/mcp-obsidian](https://github.com/bitbonsai/mcp-obsidian) 📇 🏠 🍎 🪟 🐧 - Universal AI bridge for Obsidian vaults using MCP. Provides safe read/write access to notes with 11 comprehensive methods for vault operations including search, batch operations, tag management, and frontmatter handling. Works with Claude, ChatGPT, and any MCP-compatible AI assistant. - [bluzername/lennys-quotes](https://github.com/bluzername/lennys-quotes) 📇 🏠 - Query 269 episodes of Lenny's Podcast for product management wisdom. Search 51,000+ transcript segments with YouTube timestamps. Perfect for PRDs, strategy, and PM career advice. +- [lildaddyo/braintube-mcp](https://github.com/lildaddyo/braintube-mcp) [![lildaddyo/braintube-mcp MCP server](https://glama.ai/mcp/servers/lildaddyo/braintube-mcp/badges/score.svg)](https://glama.ai/mcp/servers/lildaddyo/braintube-mcp) 📇 ☁️ - Compiles saved YouTube videos, podcasts, articles, PDFs, and Notion/Obsidian notes into a persistent, semantically searchable knowledge base any AI can query over MCP. - [cameronrye/openzim-mcp](https://github.com/cameronrye/openzim-mcp) 🐍 🏠 - Modern, secure MCP server for accessing ZIM format knowledge bases offline. Enables AI models to search and navigate Wikipedia, educational content, and other compressed knowledge archives with smart retrieval, caching, and comprehensive API. - [carrasquelalex1/hipocampo](https://github.com/carrasquelalex1/hipocampo) [![carrasquelalex1/hipocampo MCP server](https://glama.ai/mcp/servers/carrasquelalex1/hipocampo/badges/score.svg)](https://glama.ai/mcp/servers/carrasquelalex1/hipocampo) 🐍 🏠 🍎 🪟 🐧 - Dual-memory MCP system (PostgreSQL 17 + pgvector + NVIDIA NIM). 11 tools: search, save, profile, health, auto-repair, stats, tune, dedup, checkpoint, maintenance. Sparse Selective Caching (SSC) with 4-phase progressive retrieval. Bilingual EN/ES. `python scripts/hipocampo_mcp_server.py` - [catfish-1234/sessionmem](https://github.com/catfish-1234/sessionmem) [![catfish-1234/sessionmem MCP server](https://glama.ai/mcp/servers/catfish-1234/sessionmem/badges/score.svg)](https://glama.ai/mcp/servers/catfish-1234/sessionmem) 📇 🏠 - Local-first memory layer for AI coding assistants. Watches your coding sessions and injects a compact summary at the start of each new session. No cloud, no account, just a SQLite file on your machine. Works with Claude Code, Cursor, Cline, Windsurf, and any other MCP host. - [cachly-dev/cachly-mcp](https://github.com/cachly-dev/cachly-mcp) [![cachly-dev/cachly-mcp MCP server](https://glama.ai/mcp/servers/cachly-dev/cachly-mcp/badges/score.svg)](https://glama.ai/mcp/servers/cachly-dev/cachly-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Persistent AI memory brain for Claude Code, Cursor, Copilot, Windsurf, Cline & Zed. `session_start()` briefs your AI on last session, lessons, and open tasks in one call. 84 tools — Team Brain, semantic BM25+ search, Team Telepathy, Ambient Git Learning, Memory Crystals, Analytics, and managed Valkey/Redis. `npx @cachly-dev/init` — free tier, no credit card. [Website](https://cachly.dev) +- [ccf/agentcairn](https://github.com/ccf/agentcairn) [![ccf/agentcairn MCP server](https://glama.ai/mcp/servers/ccf/agentcairn/badges/score.svg)](https://glama.ai/mcp/servers/ccf/agentcairn) 🐍 🏠 🍎 🪟 🐧 - Local-first agent memory: a plain-Markdown Obsidian vault is the source of truth, with a rebuildable DuckDB index for hybrid BM25 + vector + graph recall. Non-lossy capture with secret redaction; works across Claude Code, Codex, Cursor, and any MCP host. `uvx agentcairn` - [cdeust/Cortex](https://github.com/cdeust/Cortex) [![badge](https://glama.ai/mcp/servers/cdeust/Cortex/badge)](https://glama.ai/mcp/servers/cdeust/Cortex) 🐍 🏠 🍎 - Persistent memory for Claude Code grounded in computational neuroscience (41 cited papers). Thermodynamic decay, hippocampal-cortical consolidation, predictive-coding write gate, WRRF retrieval. PostgreSQL + pgvector, 33 MCP tools, 7 lifecycle hooks. Benchmarked 97.8% R@10 on LongMemEval. `claude plugin marketplace add cdeust/Cortex` - [contradictory-body/cc-sensei](https://github.com/contradictory-body/cc-sensei) [![contradictory-body/cc-sensei MCP server](https://glama.ai/mcp/servers/contradictory-body/cc-sensei/badges/score.svg)](https://glama.ai/mcp/servers/contradictory-body/cc-sensei) 📇 🏠 🍎 🪟 🐧 - Distills Claude Code's 310K LoC source into 32 queryable architecture modules via MCP. 6 tools: list modules, query architecture, trace cross-cutting concerns, search patterns, and read source code. Sub-120ms p95, fully local, zero network deps. - [celiums/celiums-memory](https://github.com/terrizoaguimor/celiums-memory) [![celiums-memory MCP server](https://glama.ai/mcp/servers/terrizoaguimor/celiums-memory/badges/score.svg)](https://glama.ai/mcp/servers/terrizoaguimor/celiums-memory) 📇 🏠 ☁️ 🍎 🪟 🐧 - Cognitive memory engine with 5,100+ knowledge modules, circadian rhythm awareness, and emotional state tracking (PAD model). Hybrid search (PostgreSQL + Qdrant vectors + Valkey cache), per-user memory isolation, and multi-protocol support (MCP, REST, OpenAI, LangChain, A2A). `npx @celiums/memory` [Website](https://celiums.io) @@ -1935,9 +2053,10 @@ Persistent memory storage using knowledge graph structures. Enables AI models to - [CheMiguel23/MemoryMesh](https://github.com/CheMiguel23/MemoryMesh) 📇 🏠 - Enhanced graph-based memory with a focus on AI role-play and story generation - [ChrisGVE/workspace-qdrant-mcp](https://github.com/ChrisGVE/workspace-qdrant-mcp) [![workspace-qdrant-mcp MCP server](https://glama.ai/mcp/servers/ChrisGVE/workspace-qdrant-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ChrisGVE/workspace-qdrant-mcp) 🦀 📇 🏠 🍎 🪟 🐧 - Project-scoped semantic workspace memory for AI coding assistants. Watches your project files, auto-indexes code and docs into Qdrant with tree-sitter semantic chunking, LSP integration, and hybrid search (dense + sparse + RRF). 6 MCP tools: store, search, retrieve, grep, list, rules. **Alpha** — testers and feedback welcome. - [cipherfoxie/sovereign-mcp](https://github.com/cipherfoxie/sovereign-mcp) [![cipherfoxie/sovereign-mcp MCP server](https://glama.ai/mcp/servers/cipherfoxie/sovereign-mcp/badges/score.svg)](https://glama.ai/mcp/servers/cipherfoxie/sovereign-mcp) 🐍 ☁️ 🐧 - MCP for the [Sovereign AI Blog](https://sovgrid.org), a hands-on engineering log of self-hosted AI on NVIDIA DGX Spark (GB10/SM121A). 44+ articles covering SGLang, Mistral, Voxtral, OpenClaw. Three tools: full-text search, article retrieval, and SGLang config validator for GB10 hardware. Free, no auth, no client-side tracking. `https://mcp.sovgrid.org/self-hosted-ai?ref=awesome-mcp` -- [CodeAbra/iai-mcp](https://github.com/CodeAbra/iai-mcp) [![CodeAbra/iai-mcp MCP server](https://glama.ai/mcp/servers/CodeAbra/iai-mcp/badges/score.svg)](https://glama.ai/mcp/servers/CodeAbra/iai-mcp) 🐍 🏠 🍎 🐧 - Local memory daemon with three-tier storage (episodic/semantic/procedural), vector search via LanceDB + bge-small-en-v1.5, graph-based recall reranking, and sleep-cycle consolidation. AES-256 encrypted at rest. Verbatim recall >=99% at 10k records, p95 <100ms. Ambient capture via Claude Code Stop hook. +- [CodeAbra/iai-personal-memory-engine](https://github.com/CodeAbra/iai-personal-memory-engine) [![CodeAbra/iai-mcp MCP server](https://glama.ai/mcp/servers/CodeAbra/iai-mcp/badges/score.svg)](https://glama.ai/mcp/servers/CodeAbra/iai-mcp) 🐍 🏠 🍎 🪟 🐧 - Local memory daemon for any MCP-over-stdio client with three-tier storage (episodic/semantic/procedural). Own SQLite + hnswlib store (Hippo) with bge-small-en-v1.5, MIT-licensed community-detection reranking (MOSAIC), and sleep-cycle consolidation. AES-256-GCM encrypted at rest, no telemetry. Verbatim recall >=99% and post-contradiction Rescue@10 1.000 at honest scale. Ambient capture via shell hooks. Windows support in beta. - [XJTLUmedia/Context-First-MCP](https://github.com/XJTLUmedia/Context-First-MCP) 📇 ☁️ 🏠 🍎 🪟 🐧 - Session memory, context health monitoring, reasoning quality, and truthfulness verification MCP server with 37 tools and tiered memory storage. `npx -y context-first-mcp` - [alfredoizdev/contextforge-mcp](https://github.com/alfredoizdev/contextforge-mcp) [![alfredoizdev/contextforge-mcp MCP server](https://glama.ai/mcp/servers/alfredoizdev/contextforge-mcp/badges/score.svg)](https://glama.ai/mcp/servers/alfredoizdev/contextforge-mcp) 📇 ☁️ - Persistent memory for Claude Code, Cursor, and GitHub Copilot via MCP. Semantic search, Git commit/PR sync, project-based organization, team collaboration. Free tier available. `npx contextforge-mcp` +- [contextium-io/contextium-mcp-server](https://github.com/contextium-io/contextium-mcp-server) [![contextium-io/contextium-mcp-server MCP server](https://glama.ai/mcp/servers/contextium-io/contextium-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/contextium-io/contextium-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - One shared context for every AI tool your team uses. Serves your team's knowledge, coding standards, skills, and AI agents to Claude, Cursor, Copilot, and any MCP client — load a whole workflow (docs, agents, skills, tasks, phases) in a single call. Versioned and permissioned. `npx @contextium/mcp-server` - [contextstream/mcp-server](https://www.npmjs.com/package/@contextstream/mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Universal persistent memory for AI coding tools. Semantic code search, knowledge graphs, impact analysis, decision tracking, and 60+ MCP tools. Works across Cursor, Claude Code, Windsurf, and any MCP client. - [conversation-handoff-mcp](https://github.com/trust-delta/conversation-handoff-mcp) 📇 🏠 - Hand off conversation context between Claude Desktop projects and across MCP clients. Memory-based, no file clutter. - [cryptosquanch/legends-mcp](https://github.com/cryptosquanch/legends-mcp) 📇 🏠 🍎 🪟 🐧 - Chat with 36 legendary founders & investors (Elon Musk, Warren Buffett, Steve Jobs, CZ). AI personas with authentic voices, frameworks, and principles. No API key required. @@ -1970,6 +2089,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to - [fabio-rovai/open-ontologies](https://github.com/fabio-rovai/open-ontologies) [![open-ontologies MCP server](https://glama.ai/mcp/servers/fabio-rovai/open-ontologies/badges/score.svg)](https://glama.ai/mcp/servers/fabio-rovai/open-ontologies) 🦀 🏠 - AI-native ontology engineering with 39 tools and 5 prompts for OWL/RDF/SPARQL. Validate, query, diff, lint, version, and govern knowledge graphs via Oxigraph triple store. - [grooverLab/fable](https://github.com/grooverLab/fable) [![grooverLab/fable MCP server](https://glama.ai/mcp/servers/grooverLab/fable/badges/score.svg)](https://glama.ai/mcp/servers/grooverLab/fable) 🐍 🏠 🍎 🐧 - MCP server over your Claude Code transcript history — full-text + semantic search, byte-identical thread recall, durable /remember facts. Local SQLite, stdlib-only. - [fenghaochang/LoreRoom](https://github.com/fenghaochang/LoreRoom) [![fenghaochang/LoreRoom MCP server](https://glama.ai/mcp/servers/fenghaochang/LoreRoom/badges/score.svg)](https://glama.ai/mcp/servers/fenghaochang/LoreRoom) 📇 🏠 🍎 - Encrypted, local memory for your Claude Code Telegram bot. Captures both sides of the conversation at the plugin source (survives restarts and crashes) and recalls it via MCP tools — whole-file SQLCipher encryption, FTS5 full-text search (CJK-friendly), never touches your bot token. +- [gamosoft/NoteDiscovery](https://github.com/gamosoft/NoteDiscovery) [![gamosoft/NoteDiscovery](https://glama.ai/mcp/servers/gamosoft/NoteDiscovery/badges/score.svg)](https://glama.ai/mcp/servers/gamosoft/NoteDiscovery) 🐍 🏠 🍎 🪟 🐧 - Self-hosted plain-markdown knowledge base with a built-in MCP server. Lets Claude Desktop, Cursor, and any MCP client search, read, create, edit, tag, and template notes — same vault that powers the web UI. Pure-stdlib client, no extra deps, MIT-licensed. Can run in Docker. - [geondongkim/geond-agent-protocol](https://github.com/geondongkim/geond-agent-protocol) [![geondongkim/geond-agent-protocol MCP server](https://glama.ai/mcp/servers/geondongkim/geond-agent-protocol/badges/score.svg)](https://glama.ai/mcp/servers/geondongkim/geond-agent-protocol) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Local-first shared memory and coordination layer for AI coding agents: repository evidence, reservations, handoffs, code graph context, and dashboard review backed by PostgreSQL/pgvector. - [gingugu/gingugu](https://github.com/gingugu/gingugu) [![gingugu/gingugu MCP server](https://glama.ai/mcp/servers/gingugu/gingugu/badges/score.svg)](https://glama.ai/mcp/servers/gingugu/gingugu) 🐍 🏠 🍎 🪟 🐧 - Persistent memory for AI coding assistants. Local SQLite, no cloud. 16 MCP tools: store, recall, search, relate, consolidate, export, and credential vault (OS keychain). Typed memories with confidence lifecycle (verified/inferred/stale/deprecated), namespaces, knowledge graph, and hybrid BM25 + semantic search via fastembed ONNX. Works with Cursor, Windsurf, Claude, and any MCP client. `pip install gingugu` - [GistPad-MCP](https://github.com/lostintangent/gistpad-mcp) 📇 🏠 - Use GitHub Gists to manage and access your personal knowledge, daily notes, and reusable prompts. This acts as a companion to https://gistpad.dev and the [GistPad VS Code extension](https://aka.ms/gistpad). @@ -1980,6 +2100,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to - [gregario/3dprint-oracle](https://github.com/gregario/3dprint-oracle) [![3dprint-oracle MCP server](https://glama.ai/mcp/servers/gregario/3dprint-oracle/badges/score.svg)](https://glama.ai/mcp/servers/gregario/3dprint-oracle) 📇 🏠 🍎 🪟 🐧 - 3D printing filament and materials knowledge base. 6,957 filaments from SpoolmanDB with material properties, print settings, manufacturer data, and troubleshooting guides. 8 tools for searching filaments, comparing materials, and diagnosing print issues. `npx 3dprint-oracle` - [hannesrudolph/mcp-ragdocs](https://github.com/hannesrudolph/mcp-ragdocs) 🐍 🏠 - An MCP server implementation that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentation context - [harrison/ai-counsel](https://github.com/harrison/ai-counsel) - 🐍 🏠 🍎 🪟 🐧 - Deliberative consensus engine enabling multi-round debate between AI models with structured voting, convergence detection, and persistent decision graph memory. +- [HBarefoot/engram](https://github.com/HBarefoot/engram) [![HBarefoot/engram MCP server](https://glama.ai/mcp/servers/HBarefoot/engram/badges/score.svg)](https://glama.ai/mcp/servers/HBarefoot/engram) 📇 🏠 🍎 🪟 🐧 - Local-first persistent memory for AI agents. SQLite + local embeddings (all-MiniLM-L6-v2), hybrid semantic + FTS5 recall, secret detection, and contradiction handling. 6 MCP tools (remember, recall, forget, feedback, context, status) over stdio. Zero cloud, no API keys, fully offline. Works with Claude Desktop/Code, Cursor, and Windsurf. `npm install -g @hbarefoot/engram` - [HatmanStack/ragstack-mcp](https://github.com/HatmanStack/RAGStack-Lambda/tree/main/src/ragstack-mcp) 🐍 ☁️ 🍎 🪟 🐧 - MCP server for RAGStack serverless knowledge bases. Search, chat with AI-generated answers, upload documents/media, scrape websites, and analyze metadata through an AWS-powered RAG pipeline (Lambda, Bedrock, S3, DynamoDB). - [hifriendbot/cogmemai-mcp](https://github.com/hifriendbot/cogmemai-mcp) 📇 ☁️ 🍎 🪟 🐧 - Persistent cognitive memory for Claude Code. Cloud-first with semantic search, AI-powered extraction, and project scoping. Zero local databases. - [hubinoretros/deep-thinker](https://github.com/hubinoretros/deep-thinker) [![deep-thinker MCP server](https://glama.ai/mcp/servers/hubinoretros/deep-thinker/badges/score.svg)](https://glama.ai/mcp/servers/hubinoretros/deep-thinker) 📇 🏠 🍎 🪟 🐧 - Advanced cognitive reasoning MCP server with DAG-based thought graph, 5 reasoning strategies (sequential, dialectic, parallel, analogical, abductive), metacognitive engine with stuck detection, multi-factor confidence scoring, self-critique, knowledge integration, and thought pruning. `npx deep-thinker` @@ -2033,6 +2154,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to - [novyxlabs/novyx-mcp](https://github.com/novyxlabs/novyx-core/tree/main/packages/novyx-mcp) [![novyx-mcp-desktop MCP server](https://glama.ai/mcp/servers/@novyxlabs/novyx-mcp-desktop/badges/score.svg)](https://glama.ai/mcp/servers/@novyxlabs/novyx-mcp-desktop) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Persistent AI agent memory with rollback, audit trails, semantic search, and knowledge graph. Zero-config local SQLite mode or cloud API. 23 tools, 6 resources, 3 prompts. - [olgasafonova/mediawiki-mcp-server](https://github.com/olgasafonova/mediawiki-mcp-server) 🏎️ ☁️ 🏠 🍎 🪟 🐧 - Connect to any MediaWiki wiki (Wikipedia, Fandom, corporate wikis). 33+ tools for search, read, edit, link analysis, revision history, and Markdown conversion. Supports stdio and HTTP transport. - [omega-memory/omega-memory](https://github.com/omega-memory/omega-memory) 🐍 🏠 🍎 🪟 🐧 - Persistent memory for AI coding agents with semantic search, auto-capture, cross-session learning, and intelligent forgetting. 28 MCP tools, local-first. +- [oomkapwn/enquire-mcp](https://github.com/oomkapwn/enquire-mcp) [![oomkapwn/enquire-mcp MCP server](https://glama.ai/mcp/servers/oomkapwn/enquire-mcp/badges/score.svg)](https://glama.ai/mcp/servers/oomkapwn/enquire-mcp) 📇 🏠 🍎 🪟 🐧 - Long-term memory for AI agents (Claude Code/Desktop, Cursor, ChatGPT, Codex, OpenClaw) backed by a local Obsidian markdown vault. Hybrid retrieval (BM25 + ML embeddings + BGE reranker, RRF-fused), HNSW + int8 quantization, agentic RAG (HyDE + sub-question), GraphRAG-light (Louvain wikilink community detection), standalone Obsidian Bases, PDFs + Tesseract OCR. 46 tools, 19 MCP prompts, MIT, SLSA L2, zero cloud calls during serve. `npx -y @oomkapwn/enquire-mcp serve --vault ` - [AgentBase1/mcp-server](https://github.com/AgentBase1/mcp-server) [![mcp-server MCP server](https://glama.ai/mcp/servers/AgentBase1/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/AgentBase1/mcp-server) 📇 ☁️ - AgentBase: open registry of agent instruction files for AI agents. Search and retrieve system prompts, skills, workflows, domain packs, and safety filters via MCP tools. 44 files, CC0-licensed, free. - [pallaprolus/mendeley-mcp](https://github.com/pallaprolus/mendeley-mcp) 🐍 ☁️ - MCP server for Mendeley reference manager. Search your library, browse folders, get document metadata, search the global catalog, and add papers to your collection. - [paladini/mcp-me](https://github.com/paladini/mcp-me) [![paladini/mcp-me MCP server](https://glama.ai/mcp/servers/paladini/mcp-me/badges/score.svg)](https://glama.ai/mcp/servers/paladini/mcp-me) 📇 🏠 🍎 🪟 🐧 - Digital identity layer for AI — your bio, career, skills, interests, and projects always available to every AI tool. Auto-generates profile from 342+ public APIs (GitHub, Medium, Strava, Goodreads, etc.), 13 real-time plugins (Spotify, Last.fm, Steam), YAML-based profiles with privacy-first local storage. Works with Claude Desktop, Cursor, Windsurf, and any MCP client. @@ -2043,6 +2165,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to - [pathrule/mcp](https://github.com/pathrule/mcp) [![pathrule/mcp MCP server](https://glama.ai/mcp/servers/pathrule/mcp/badges/score.svg)](https://glama.ai/mcp/servers/pathrule/mcp) 📇 ☁️ - AI coding context for Claude Code, Cursor, and Codex. Path-scoped team memories, rules, and skills from Pathrule Web workspaces via OAuth. `https://mcp.pathrule.io/mcp` - [pi22by7/In-Memoria](https://github.com/pi22by7/In-Memoria) 📇 🦀 🏠 🍎 🐧 🪟 - Persistent intelligence infrastructure for agentic development that gives AI coding assistants cumulative memory and pattern learning. Hybrid TypeScript/Rust implementation with local-first storage using SQLite + SurrealDB for semantic analysis and incremental codebase understanding. - [penfieldlabs/penfield-mcp](https://github.com/penfieldlabs/penfield-mcp) [![penfield-mcp MCP server](https://glama.ai/mcp/servers/penfieldlabs/penfield-mcp/badges/score.svg)](https://glama.ai/mcp/servers/penfieldlabs/penfield-mcp) 🐍 ☁️ - - 🐍 ☁️ - Penfield: persistent memory with hybrid search (BM25 + vector + graph), 24 relationship types for knowledge graphs, context checkpoints for cognitive handoff, artifact storage, and personality system. Works across Claude, Cursor, Windsurf, and any MCP client. +- [Perseus-Computing-LLC/perseus-vault](https://github.com/Perseus-Computing-LLC/perseus-vault) [![Perseus-Computing-LLC/perseus-vault MCP server](https://glama.ai/mcp/servers/Perseus-Computing-LLC/perseus-vault/badges/score.svg)](https://glama.ai/mcp/servers/Perseus-Computing-LLC/perseus-vault) 🦀 🏠 🍎 🪟 🐧 - Local-first, MCP-native persistent memory for AI agents — a single Rust binary with embedded SQLite, hybrid FTS5 + dense-vector search, and optional AES-256-GCM encryption. Fully offline, no cloud. - [peterbeck111/knowledgelib-io](https://github.com/peterbeck111/knowledgelib-io) [![peterbeck111/knowledgelib-io MCP server](https://glama.ai/mcp/servers/peterbeck111/knowledgelib-io/badges/score.svg)](https://glama.ai/mcp/servers/peterbeck111/knowledgelib-io) 📇 ☁️ - Search 1,500+ pre-verified, cited knowledge units across 16 domains. 6 tools: query, batch query, get unit, list domains, suggest topics, report issues. Confidence scores, source provenance, and freshness tracking. Free, no API key required. - [pfillion42/memviz](https://github.com/pfillion42/memviz) 📇 🏠 🍎 🪟 🐧 - Visual explorer for [MCP Memory Service](https://github.com/doobidoo/mcp-memory-service) SQLite-vec databases. Browse, search, filter, edit memories with dashboard, timeline, UMAP projection, semantic clustering, duplicate detection, and association graph. - [pinecone-io/assistant-mcp](https://github.com/pinecone-io/assistant-mcp) 🎖️ 🦀 ☁️ - Connects to your Pinecone Assistant and gives the agent context from its knowledge engine. @@ -2058,11 +2181,13 @@ Persistent memory storage using knowledge graph structures. Enables AI models to - [rushikeshmore/CodeCortex](https://github.com/rushikeshmore/CodeCortex) [![codecortex MCP server](https://glama.ai/mcp/servers/@rushikeshmore/codecortex/badges/score.svg)](https://glama.ai/mcp/servers/@rushikeshmore/codecortex) 📇 🏠 🍎 🪟 🐧 - Persistent codebase knowledge layer for AI coding agents. Pre-digests codebases into structured knowledge (symbols, dependency graphs, co-change patterns, architectural decisions) via tree-sitter native parsing (28 languages) and serves via MCP. 14 tools, ~85% token reduction. Works with Claude Code, Cursor, Codex, and any MCP client. - [s60yucca/mnemos](https://github.com/s60yucca/mnemos) [![s60yucca/mnemos MCP server](https://glama.ai/mcp/servers/s60yucca/mnemos/badges/score.svg)](https://glama.ai/mcp/servers/s60yucca/mnemos) 🏎️ 🏠 🍎 🪟 🐧 - Persistent memory engine for AI coding agents. Stores architecture decisions, bug root causes, and project conventions across sessions. Single Go binary with embedded SQLite, FTS5 search, context assembly within token budgets, and autopilot setup for Claude Code, Kiro, and Cursor. - [SagaPeak/artifacta-mcp](https://github.com/SagaPeak/artifacta-mcp) [![SagaPeak/artifacta-mcp MCP server](https://glama.ai/mcp/servers/SagaPeak/artifacta-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SagaPeak/artifacta-mcp) 🎖️ 📇 🐍 ☁️ 🍎 🪟 🐧 - The artifact store for AI agents. Every output your agents produce — persisted, retrievable, shareable. Across runs, sessions, and tools. Session/agent metadata, content-hash dedup, expiring share links; 11 tools with path-confined uploads and destructive actions gated by default. TypeScript (`npx @artifacta-mcp/mcp`) and Python (`pipx run artifacta-mcp`). +- [SAIHM-Admin/saihm-mcp](https://github.com/SAIHM-Admin/saihm-mcp) [![SAIHM-Admin/saihm-mcp MCP server](https://glama.ai/mcp/servers/SAIHM-Admin/saihm-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SAIHM-Admin/saihm-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Sovereign, encrypted, persistent memory for AI agents. Eight MCP tools — remember, recall, forget (GDPR Art. 17 erasure), share. Anchored on COTI V2 mainnet. Apache-2.0. Install: `npx -y @saihm/mcp-server`. - [SaravananJaichandar/world-model-mcp](https://github.com/SaravananJaichandar/world-model-mcp) [![SaravananJaichandar/world-model-mcp MCP server](https://glama.ai/mcp/servers/SaravananJaichandar/world-model-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SaravananJaichandar/world-model-mcp) 🐍 🏠 🍎 🪟 🐧 - Temporal knowledge graph for codebases. Captures decision traces, links test failures to code changes, learns co-edit patterns, predicts regression risk, and enforces learned constraints at the edit boundary via a PreToolUse hook. 22 MCP tools, 9 SQLite databases with FTS5, supports Python/TypeScript/JavaScript/Solidity/Go/Rust/Java. Install via `pip install world-model-mcp`. - [sachitrafa/YourMemory](https://github.com/sachitrafa/YourMemory) [![sachitrafa/YourMemory MCP server](https://glama.ai/mcp/servers/sachitrafa/YourMemory/badges/score.svg)](https://glama.ai/mcp/servers/sachitrafa/YourMemory) 🐍 🏠 🍎 🪟 🐧 - Persistent memory for AI agents with Ebbinghaus forgetting-curve decay, hybrid BM25+vector retrieval, and entity graph for multi-hop reasoning. Memories auto-prune by importance and recall rate. Built-in browser dashboard, multi-agent support, and `yourmemory ask` for zero-API-call local queries. `pip install yourmemory` - [SecurityRonin/alaya](https://github.com/SecurityRonin/alaya) [![SecurityRonin/alaya MCP server](https://glama.ai/mcp/servers/SecurityRonin/alaya/badges/score.svg)](https://glama.ai/mcp/servers/SecurityRonin/alaya) 🦀 🏠 🍎 🪟 🐧 - Neuroscience-inspired memory engine for AI agents. Stores episodes, consolidates knowledge through a Bjork-strength lifecycle (strengthening, transformation, forgetting), and builds a personal knowledge graph with emergent categories, preferences, and semantic recall. Local SQLite, zero config, 10 MCP tools. Install via `npx alaya-mcp`. - [SecurityRonin/docx-mcp](https://github.com/SecurityRonin/docx-mcp) [![docx-mcp MCP server](https://glama.ai/mcp/servers/SecurityRonin/docx-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SecurityRonin/docx-mcp) 🐍 🏠 🍎 🪟 🐧 - Read and edit Word (.docx) documents with track changes, comments, footnotes, and structural validation. The only MCP server combining w:ins/w:del tracked changes, threaded comments, and footnotes with OOXML-level paraId validation and document auditing. 18 tools, Python 3.10+. - [sheawinkler/ContextLattice](https://github.com/sheawinkler/ContextLattice) [![sheawinkler/ContextLattice MCP server](https://glama.ai/mcp/servers/sheawinkler/context-lattice/badges/score.svg)](https://glama.ai/mcp/servers/sheawinkler/context-lattice) 🏠 🍎 🪟 🐧 🦀 🏎️ - Private-by-default memory and context layer for agents with Go/Rust runtime, staged retrieval across fused data backends, and long-horizon context continuity. +- [writerslogic/scrivener-mcp](https://github.com/writerslogic/scrivener-mcp) [![writerslogic/scrivener-mcp MCP server](https://glama.ai/mcp/servers/writerslogic/scrivener-mcp/badges/score.svg)](https://glama.ai/mcp/servers/writerslogic/scrivener-mcp) 📇 🏠 🍎 🪟 🐧 - Connect Scrivener 3 writing projects to Claude and other AI assistants. 47 tools for document management, writing analysis, semantic search, character/plot memory, and content enhancement. Progressive skill loading, relationship engine with HMS triplets, and JS fallback for offline semantic search. `npm i -g scrivener-mcp` - [shinpr/mcp-local-rag](https://github.com/shinpr/mcp-local-rag) 📇 🏠 - Privacy-first document search server running entirely locally. Supports semantic search over PDFs, DOCX, TXT, and Markdown files with LanceDB vector storage and local embeddings - no API keys or cloud services required. - [ShipItAndPray/mcp-memory](https://github.com/ShipItAndPray/mcp-memory) [![ShipItAndPray/mcp-memory MCP server](https://glama.ai/mcp/servers/ShipItAndPray/mcp-memory/badges/score.svg)](https://glama.ai/mcp/servers/ShipItAndPray/mcp-memory) 📇 🏠 🍎 🪟 🐧 - Smart memory with exponential decay. Memories strengthen on access and fade when unused — solving the Karpathy problem of unbounded context growth. 7 tools, SQLite-based, zero dependencies. - [sgx-labs/statelessagent](https://github.com/sgx-labs/statelessagent) [![statelessagent MCP server](https://glama.ai/mcp/servers/sgx-labs/statelessagent/badges/score.svg)](https://glama.ai/mcp/servers/sgx-labs/statelessagent) 🏎️ 🏠 🍎 🪟 🐧 - Memory with provenance tracking — records where agent knowledge originated and detects when sources change. 17 MCP tools for session handoffs, decisions, semantic search, and knowledge graph. Works across Claude Code, Cursor, Windsurf, Codex CLI, and Gemini CLI. Single Go binary, SQLite + vector search, fully local. @@ -2089,7 +2214,9 @@ Persistent memory storage using knowledge graph structures. Enables AI models to - [unibaseio/membase-mcp](https://github.com/unibaseio/membase-mcp) 📇 ☁️ - Save and query your agent memory in distributed way by Membase - [upstash/context7](https://github.com/upstash/context7) 📇 ☁️ - Up-to-date code documentation for LLMs and AI code editors. - [varun29ankuS/shodh-memory](https://github.com/varun29ankuS/shodh-memory) 🦀 🏠 - Cognitive memory for AI agents with Hebbian learning, 3-tier architecture, and knowledge graphs. Single ~15MB binary, runs offline on edge devices. +- [samvallad33/vestige](https://github.com/samvallad33/vestige) [![samvallad33/vestige MCP server](https://glama.ai/mcp/servers/samvallad33/vestige/badges/score.svg)](https://glama.ai/mcp/servers/samvallad33/vestige) 🦀 🏠 🍎 🪟 🐧 - Local-first cognitive memory for AI agents. FSRS-6 scheduling, smart ingest, SQLite storage, portable sync, embedded dashboard, and optional Cognitive Sandwich hooks for Claude Code, Cursor, Codex, and other MCP clients. - [vectorize-io/hindsight](https://github.com/vectorize-io/hindsight) 🐍 ☁️ 🏠 - Hindsight: Agent Memory That Works Like Human Memory - Built for AI Agents to manage Long Term Memory +- [vornicx/Midas](https://github.com/vornicx/Midas) [![vornicx/Midas MCP server](https://glama.ai/mcp/servers/vornicx/Midas/badges/score.svg)](https://glama.ai/mcp/servers/vornicx/Midas) 🐍 📇 🏠 🍎 🪟 🐧 - Local-first memory for long-horizon AI agents with no LLM at ingest — $0 per message, zero data egress, verbatim source-traceable recall. Typed belief revision, selective forgetting, and a provenance guard that blocks memory-justified destructive actions unless user-confirmed. One `midas init` wires Claude Code, Cursor, Codex, and 6 more clients to one shared SQLite memory; local web inspector and hash-chained audit log. Benchmarked on LongMemEval/LoCoMo/BEAM with one-command repros — including published negatives. `uvx midas-memory-mcp` or `npx -y midas-memory-mcp` - [Abhigyan-Shekhar/Waggle-mcp](https://github.com/Abhigyan-Shekhar/Waggle-mcp) [![Abhigyan-Shekhar/Waggle-mcp MCP server](https://glama.ai/mcp/servers/Abhigyan-Shekhar/Waggle-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Abhigyan-Shekhar/Waggle-mcp) 🐍 🏠 🍎 🪟 🐧 - Persistent graph memory for AI agents. Drop a conversation turn in via `observe_conversation()` and facts are auto-extracted, stored as typed graph nodes with local semantic embeddings (no API key). Supports temporal queries ("what did we decide last week?"), conflict detection, and context priming. One-command setup with `waggle-mcp init`. SQLite locally, Neo4j in production. - [wazionapps/nexo](https://github.com/wazionapps/nexo) [![wazionapps/nexo MCP server](https://glama.ai/mcp/servers/wazionapps/nexo/badges/score.svg)](https://glama.ai/mcp/servers/wazionapps/nexo) 🐍 🏠 - Cognitive memory for AI agents with Atkinson-Shiffrin memory model (STM/LTM/sensory register), semantic RAG, Ebbinghaus decay, trust scoring, and 76+ MCP tools. - [whynowlab/jarvis-orb](https://github.com/whynowlab/jarvis-orb) [![whynowlab/jarvis-orb MCP server](https://glama.ai/mcp/servers/whynowlab/jarvis-orb/badges/score.svg)](https://glama.ai/mcp/servers/whynowlab/jarvis-orb) 🐍 🏠 - Persistent 4-tier AI memory (episodic, semantic, project, procedural) with temporal scoring, contradiction detection, entity tracking, and real-time desktop visualization orb. @@ -2108,19 +2235,27 @@ Persistent memory storage using knowledge graph structures. Enables AI models to - [SVerITG/Metis](https://github.com/SVerITG/Metis) [![Metis MCP server](https://glama.ai/mcp/servers/SVerITG/Metis/badges/score.svg)](https://glama.ai/mcp/servers/SVerITG/Metis) 🐍 🏠 🍎 🪟 🐧 - A private, local research "second brain" for Claude: project-aware memory, cited answers from your own library (won't invent what it can't find), linked notes/meetings/ideas via a domain-specific knowledge layer, daily briefs (news + new papers in your field), a live meeting assistant, cross-pollination across your work, and 34 routed agents. A governed layer between you and the AI, with guardrails like data protection. A Research Cortex. - [syndicalt/zaxy](https://github.com/syndicalt/zaxy) [![syndicalt/zaxy MCP server](https://glama.ai/mcp/servers/syndicalt/zaxy/badges/score.svg)](https://glama.ai/mcp/servers/syndicalt/zaxy) 🐍 🏠 🍎 🪟 🐧 - Event-sourced agent memory on a hash-chained append-only log with an embedded temporal knowledge graph (Kuzu, no sidecar). Cited Memory Checkout context, salience-based forgetting that attenuates instead of deleting, compaction-recovery hooks for Claude Code, token-budgeted checkout, and review-gated consolidation. 47 MCP tools with an 8-tool core profile default. `pip install zaxy-memory` [Docs](https://docs.zaxy.io) - [mnemoverse/mcp-memory-server](https://github.com/mnemoverse/mcp-memory-server) [![mnemoverse/mcp-memory-server MCP server](https://glama.ai/mcp/servers/mnemoverse/mcp-memory-server/badges/score.svg)](https://glama.ai/mcp/servers/mnemoverse/mcp-memory-server) 📇 ☁️ - Hosted memory that learns and forgets — feedback re-ranks what helps, recall fades by recency, similar memories consolidate. One key across Claude, Cursor, VS Code & ChatGPT. +- [VonderVuflya/Yggdrasil](https://github.com/VonderVuflya/Yggdrasil) [![VonderVuflya/Yggdrasil MCP server](https://glama.ai/mcp/servers/VonderVuflya/Yggdrasil/badges/score.svg)](https://glama.ai/mcp/servers/VonderVuflya/Yggdrasil) 🐍 🏠 🍎 🪟 🐧 - Durable, local-first memory for AI coding agents over MCP. Zero-dependency (pure Python + SQLite/FTS5), curated and semantically de-duped — you own the data as plain rows. Works with Claude Code, Codex & any MCP host. `uvx --from yggdrasil-memory ygg mcp` +- [Yarmoluk/ckg-mcp](https://github.com/Yarmoluk/ckg-mcp) [![Yarmoluk/ckg-mcp MCP server](https://glama.ai/mcp/servers/Yarmoluk/ckg-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Yarmoluk/ckg-mcp) 🐍 🏠 - Compressed Knowledge Graphs (pre-structured dependency DAGs) as MCP context — agents traverse declared edges instead of inferring from text. Open CKG Benchmark (64 domains, 10,838 queries): 3.8× RAG's F1 at 11× fewer tokens, ~42× RDS, 0 fabricated edges by construction. 97 domains, 4 tools, no DB/embeddings. `pip install ckg-mcp` ### ⚖️ Legal Access to legal information, legislation, and legal databases. Enables AI models to search and analyze legal documents and regulatory information. - [ad0750/regintel-mcp](https://github.com/ad0750/regintel-mcp) [![regintel-mcp MCP server](https://glama.ai/mcp/servers/ad0750/regintel-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ad0750/regintel-mcp)🐍 ☁️ - MCP server for the RegIntel API: structured regulatory data across 41 jurisdictions and 212 regulations (GDPR, MiCA, DORA, SEC, FINRA, FCA, APRA, ASIC, MAS). Tools for search, lookup, recent updates, and compliance checks. - [ark-forge/mcp-eu-ai-act](https://github.com/ark-forge/mcp-eu-ai-act) [![mcp-eu-ai-act MCP server](https://glama.ai/mcp/servers/@ark-forge/mcp-eu-ai-act/badges/score.svg)](https://glama.ai/mcp/servers/@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-labs/mcp-sudact](https://github.com/atomno-labs/mcp-sudact) [![atomno-labs/mcp-sudact MCP server](https://glama.ai/mcp/servers/atomno-labs/mcp-sudact/badges/score.svg)](https://glama.ai/mcp/servers/atomno-labs/mcp-sudact) 🐍☁️ - Russian court practice (Sudact): case search by article, court, instance and dates; full decision text. - [buildsyncinc/gibs-mcp](https://github.com/buildsyncinc/gibs-mcp) 🐍 ☁️ - Regulatory compliance (AI Act, GDPR, DORA) with article-level citations +- [conformi-eu/conformi-search-mcp](https://github.com/conformi-eu/conformi-search-mcp) [![conformi-search MCP server](https://glama.ai/mcp/servers/conformi-eu/conformi-search-mcp/badges/score.svg)](https://glama.ai/mcp/servers/conformi-eu/conformi-search-mcp) 📇 ☁️ - EU legal research with verifiable CELEX citations from the EUR-Lex corpus (DE/EN/FR). Semantic search, knowledge reports and application-date timelines for GDPR, AI Act, NIS2, DORA and more. Remote server at conformi.eu/api/mcp, listed in the MCP registry as eu.conformi/conformi-search. - [djtellado/nexus-legal-mcp](https://github.com/djtellado/nexus-legal-mcp) [![djtellado/nexus-legal-mcp MCP server](https://glama.ai/mcp/servers/djtellado/nexus-legal-mcp/badges/score.svg)](https://glama.ai/mcp/servers/djtellado/nexus-legal-mcp) 📇 ☁️ - Multi-jurisdictional legal analysis (ISO 31000) for Spanish, Latin American and European law. 11 tools: `analyze`, `draft`, `audit`, `monte_carlo`, `doctrina` (DGT/TEAC), `jurisprudencia` (CENDOJ ~141k + Colombian CC/CSJ/CE ~106k), `opinion`, `redteam`, `cross_border_compare`, `consulta`. Install: `npx -y @nexus-legal/mcp` with API key from https://nexusquantum.legal/developers. +- [edithatogo/fyi-cli](https://github.com/edithatogo/fyi-cli) [![edithatogo/fyi-cli MCP server](https://glama.ai/mcp/servers/edithatogo/fyi-cli/badges/score.svg)](https://glama.ai/mcp/servers/edithatogo/fyi-cli) 🦀 🏠 🪟 - Multi-jurisdiction Freedom of Information / Official Information request tracker (`fyi-mcp`) for Alaveteli platforms (FYI.org.nz, WhatDoTheyKnow, RightToKnow, and more). Local SQLite storage with tools for requests, authorities, correspondence, offline sync, and health checks. Official MCP Registry: `io.github.edithatogo/fyi-mcp`. - [gavelin-ai/mcp](https://github.com/gavelin-ai/mcp) [![gavelin-ai/mcp MCP server](https://glama.ai/mcp/servers/gavelin-ai/mcp/badges/score.svg)](https://glama.ai/mcp/servers/gavelin-ai/mcp) 📇 ☁️ - State legislative intelligence for AI agents. Speaker-attributed hearing transcripts, bills, votes, and AI-generated reports from US state legislatures. Remote server at mcp.gavelin.ai/mcp. - [JamesANZ/us-legal-mcp](https://github.com/JamesANZ/us-legal-mcp) 📇 ☁️ - An MCP server that provides comprehensive US legislation. +- [Lex-API/lexapi-mcp](https://github.com/Lex-API/lexapi-mcp) [![Lex-API/lexapi-mcp MCP server](https://glama.ai/mcp/servers/Lex-API/lexapi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Lex-API/lexapi-mcp) 📇 ☁️ - EU legal research over EUR-Lex — 10 tools for structured search, CELEX/URL document fetch, recent Official Journal publications, inbound/outbound citation graph, and semantic search over case law + legislation. FREE tier available; semantic tools require a paid plan. Install: `npx -y @lexapi/mcp`. - [NexusFeed/nexusfeed-mcp](https://github.com/NexusFeed/nexusfeed-mcp) [![NexusFeed/nexusfeed-mcp MCP server](https://glama.ai/mcp/servers/NexusFeed/nexusfeed-mcp/badges/score.svg)](https://glama.ai/mcp/servers/NexusFeed/nexusfeed-mcp) 🐍 ☁️ - US state ABC liquor license compliance lookup (CA, TX, NY, FL) — search by trade name, owner, or license number and verify status, expiration, and address against state portals. Every response includes a verifiability block with extraction confidence and source URL. - [open-agreements/open-agreements](https://github.com/open-agreements/open-agreements) [![open-agreements/open-agreements MCP server](https://glama.ai/mcp/servers/open-agreements/open-agreements/badges/score.svg)](https://glama.ai/mcp/servers/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](https://github.com/Pactlio-ai/pactlio-mcp) [![Pactlio-ai/pactlio-mcp MCP server](https://glama.ai/mcp/servers/Pactlio-ai/pactlio-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Pactlio-ai/pactlio-mcp) 📇 ☁️ - Contract tools for AI agents: statute-cited requirements per contract type × US state/country, non-compete enforceability for all 50 states + DC, intake schemas, async multi-agent contract drafting with free previews, and contract risk analysis. Anonymous remote server at www.pactlio.com/api/mcp, listed as a [hosted connector on Glama](https://glama.ai/mcp/connectors/com.pactlio/contracts). - [Patent-PreCheck/patent-precheck-mcp](https://github.com/Patent-PreCheck/patent-precheck-mcp) [![Patent-PreCheck/patent-precheck-mcp MCP server](https://glama.ai/mcp/servers/Patent-PreCheck/patent-precheck-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Patent-PreCheck/patent-precheck-mcp) 📇 ☁️ - Patentability pre-check for code — USPTO statutory pillar scores (§101 eligibility, §102 novelty, §103 non-obviousness, §112 documentation), filing-readiness, and prior-art signals. No API keys; runs as a CLI or MCP server. Tools: `precheck_score`, `precheck_pillars`, `precheck_start_review`. Install: `npx -y @patentprecheck/mcp`. - [philrox/ris-mcp-ts](https://github.com/philrox/ris-mcp-ts) [![philrox/ris-mcp-ts MCP server](https://glama.ai/mcp/servers/philrox/ris-mcp-ts/badges/score.svg)](https://glama.ai/mcp/servers/philrox/ris-mcp-ts) 📇 ☁️ - Access Austrian federal laws, state laws, court decisions, and legal documents via the RIS (Rechtsinformationssystem) API with 12 specialized tools. +- [ptrinh/finalnotice-mcp](https://github.com/ptrinh/finalnotice-mcp) [![ptrinh/finalnotice-mcp MCP server](https://glama.ai/mcp/servers/ptrinh/finalnotice-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ptrinh/finalnotice-mcp) 📇 ☁️ - Generate localized debt-collection demand-letter PDFs (formal letter + matching envelope) across 100+ jurisdictions and 33 languages. No auth, no key — tools: `list_jurisdictions`, `preview_demand_letter`, `generate_demand_letter`. Hosted Streamable HTTP at finalnotice.io/mcp. - [smythmyke/patent-search-mcp-server](https://github.com/smythmyke/patent-search-mcp-server) [![smythmyke/patent-search-mcp-server MCP server](https://glama.ai/mcp/servers/smythmyke/patent-search-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/smythmyke/patent-search-mcp-server) 📇 ☁️ - Patent intelligence and prior-art research for the AI Patent Search Generator. Eleven tools: full patent dossier (bibliography, claims, citations, family, classifications, examiner stats); USPTO prosecution-history file wrappers; AI Office Action analysis (rejection grounds, cited prior art, suggested response arguments); Boolean query generator; multi-strategy patent search (telescoping / onion-ring / faceted); similar-document ranking; citation graph (backward + forward, examiner-cited flagged); family lookup; and CPC classification lookup. Install: `npx -y patent-search-mcp-server`. - [Vaquill-AI/canlii-mcp](https://github.com/Vaquill-AI/canlii-mcp) [![Vaquill-AI/canlii-mcp MCP server](https://glama.ai/mcp/servers/Vaquill-AI/canlii-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Vaquill-AI/canlii-mcp) 📇 ☁️ - Canadian case law and legislation metadata via CanLII. Bring-your-own free CanLII API key. Hosted endpoint at canlii-mcp.vaquill.ai. MIT. @@ -2158,6 +2293,7 @@ Location-based services and mapping tools. Enables AI models to work with geogra - [SaintDoresh/Weather-MCP-ClaudeDesktop](https://github.com/SaintDoresh/Weather-MCP-ClaudeDesktop.git) 🐍 ☁️ - An MCP tool that provides real-time weather data, forecasts, and historical weather information using the OpenWeatherMap API. - [SecretiveShell/MCP-timeserver](https://github.com/SecretiveShell/MCP-timeserver) 🐍 🏠 - Access the time in any timezone and get the current local time - [stadiamaps/stadiamaps-mcp-server-ts](https://github.com/stadiamaps/stadiamaps-mcp-server-ts) 📇 ☁️ - A MCP server for Stadia Maps' Location APIs - Lookup addresses, places with geocoding, find time zones, create routes and static maps +- [sthan-io/mcp-server](https://github.com/sthan-io/mcp-server) [![sthan-io/mcp-server MCP server](https://glama.ai/mcp/servers/sthan-io/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/sthan-io/mcp-server) 📇 ☁️ - US address verification, parsing, autocomplete, forward/reverse geocoding, and IP geolocation via sthan.io APIs. 8 tools, free tier available. `npx @sthan/mcp-server` - [ThinAirTelematics/thinair-geo](https://github.com/ThinAirTelematics/thinair-geo) [![ThinAir Geo MCP server](https://glama.ai/mcp/servers/ThinAirTelematics/thinair-geo/badges/score.svg)](https://glama.ai/mcp/servers/ThinAirTelematics/thinair-geo) 📇 ☁️ - Location & routing intelligence for AI agents — geocoding, truck routing with hazmat/dimension constraints, traffic, weather, isochrones, place search. Full planet coverage. Hosted MCP server with OAuth 2.0 + Bearer auth. - [TimLukaHorstmann/mcp-weather](https://github.com/TimLukaHorstmann/mcp-weather) 📇 ☁️ - Accurate weather forecasts via the AccuWeather API (free tier available). - [tools-mcp/vessel-traffic-mcp](https://github.com/tools-mcp/vessel-traffic-mcp) [![tools-mcp/vessel-traffic-mcp MCP server](https://glama.ai/mcp/servers/tools-mcp/vessel-traffic-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tools-mcp/vessel-traffic-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Read-only vessel identity lookup, AIS-style positions, tracks, port calls, carrier schedules, vessel schedules, and delay heuristics with source attribution and BYOK provider support. @@ -2170,28 +2306,34 @@ Location-based services and mapping tools. Enables AI models to work with geogra Tools for creating and editing marketing content, working with web meta data, product positioning, and editing guides. +- [AIOProductOS/studio-mcp](https://github.com/AIOProductOS/studio-mcp) [![AIOProductOS/studio-mcp MCP server](https://glama.ai/mcp/servers/AIOProductOS/studio-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AIOProductOS/studio-mcp) 🎖️ 📇 🏠 🍎 🪟 🐧 - Turns your AI host into a product videographer: scripted screen recordings of your own web app with a visible gliding cursor, camera zooms, highlight callouts, captions, and designed scene transitions, plus marketing-grade screenshots; deterministic dark-frame cleanup and MP4/GIF export. Free and fully local. `npx -y @aioproductoscom/mcp-studio` - [acamolese/google-search-console-mcp](https://github.com/acamolese/google-search-console-mcp) [![acamolese/google-search-console-mcp MCP server](https://glama.ai/mcp/servers/acamolese/google-search-console-mcp/badges/score.svg)](https://glama.ai/mcp/servers/acamolese/google-search-console-mcp) 🐍 ☁️ - Google Search Console MCP server: query performance data, inspect URLs, check indexing, and generate brandable HTML SEO audit reports with a 30/60/90-day roadmap. Read-only OAuth scope, installable via `uvx mcp-google-search-console`. - [AdsMCP/tiktok-ads-mcp-server](https://github.com/AdsMCP/tiktok-ads-mcp-server) 🐍 ☁️ - A Model Context Protocol server for TikTok Ads API integration, enabling AI assistants to manage campaigns, analyze performance metrics, handle audiences and creatives with OAuth authentication flow. - [AutomateLab-tech/seo-performance-mcp](https://github.com/AutomateLab-tech/seo-performance-mcp) [![AutomateLab-tech/seo-performance-mcp MCP server](https://glama.ai/mcp/servers/AutomateLab-tech/seo-performance-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AutomateLab-tech/seo-performance-mcp) 📇 ☁️ - Post-publish SEO performance MCP that unifies Google Search Console, Matomo, GA4, Clarity, and AI-citation signals per URL and emits a verdict (refresh / expand / merge / kill / double_down / hold) per post with reason codes. - [alexey-pelykh/lhremote](https://github.com/alexey-pelykh/lhremote) 📇 🏠 - Open-source CLI and MCP server for LinkedHelper automation — 32 tools for campaign management, messaging, and profile queries via Chrome DevTools Protocol. +- [Bishop81/wpgoldmine-mcp](https://github.com/Bishop81/wpgoldmine-mcp) [![wpgoldmine-mcp MCP server](https://glama.ai/mcp/servers/Bishop81/wpgoldmine-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Bishop81/wpgoldmine-mcp) 📇 ☁️ - MCP server to find WordPress and WooCommerce plugin opportunities: large, established plugins weakened by abandonment, low ratings, or poor support that you could realistically replace. Powered by wpgoldmine.io. - [BlockRunAI/x-grow](https://github.com/BlockRunAI/x-grow) 📇 ☁️ - X/Twitter algorithm optimizer with post drafting, review scoring, and AI image generation for maximum engagement. - [Brand-System/brandsystem-mcp](https://github.com/Brand-System/brandsystem-mcp) [![Brand-System/brandsystem-mcp MCP server](https://glama.ai/mcp/servers/Brand-System/brandsystem-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Brand-System/brandsystem-mcp) 📇 🏠 🍎 🪟 🐧 - Make your brand machine-readable. Extract brand identity (colors, fonts, logo, voice, visual rules) from any website via static CSS + rendered-page extraction, compile into DTCG tokens, brand runtime contracts, and interaction policies. 34 tools across 4 progressive sessions. Subscribable `brand://runtime` and `brand://policy` MCP resources. Content compliance scoring (0-100), pass/fail gate, and HTML/CSS preflight. Brandcode Studio connector for hosted brand sync. - [BRNDMK/brandomica-mcp-server](https://github.com/BRNDMK/brandomica-mcp-server) [![brandomica-mcp-server MCP server](https://glama.ai/mcp/servers/BRNDMK/brandomica-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/BRNDMK/brandomica-mcp-server) 📇 ☁️ - Brand name verification across domains (with pricing), social handles, trademarks (USPTO), web presence, app stores, and SaaS channels. Safety scoring, linguistic/phonetic screening, and filing readiness. - [carlosalvite/foundersignal-mcp](https://github.com/carlosalvite/foundersignal-mcp) [![carlosalvite/foundersignal-mcp MCP server](https://glama.ai/mcp/servers/carlosalvite/foundersignal-mcp/badges/score.svg)](https://glama.ai/mcp/servers/carlosalvite/foundersignal-mcp) 📇 🏠 🍎 🪟 🐧 - Ask Claude what SaaS ideas are worth building. Aggregates revenue data, growth signals and pain points from AppSumo, TrustMRR, Product Hunt, Indie Hackers, Reddit and more. - [Citedy/citedy-seo-agent](https://github.com/Citedy/citedy-seo-agent) [![citedy-seo-agent MCP server](https://glama.ai/mcp/servers/@Citedy/citedy-seo-agent/badges/score.svg)](https://glama.ai/mcp/servers/@Citedy/citedy-seo-agent) 📇 ☁️ - Full-stack AI marketing toolkit with 41 MCP tools. Scout X/Reddit trends, analyze competitors, find content gaps, generate SEO articles in 55 languages with AI illustrations and voice-over, create social adaptations for 9 platforms, generate AI avatar videos with subtitles, ingest any URL (YouTube, PDF, audio), create lead magnets, and run content autopilot. - [competlab/competlab-mcp-server](https://github.com/competlab/competlab-mcp-server) [![competlab-mcp-server MCP server](https://glama.ai/mcp/servers/competlab/competlab-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/competlab/competlab-mcp-server) 📇 ☁️ - Competitive intelligence platform with 24 tools. Monitor competitor pricing, content, positioning, tech stacks, and AI visibility — track how ChatGPT, Claude, and Gemini rank your brand. +- [davidmosiah/agent-seo-engine](https://github.com/davidmosiah/agent-seo-engine) [![Agent SEO Engine MCP server](https://glama.ai/mcp/servers/davidmosiah/agent-seo-engine/badges/score.svg)](https://glama.ai/mcp/servers/davidmosiah/agent-seo-engine) 🐍 🏠 - Local-first SEO quality, search-intent, and opportunity engine for agents. Scores Markdown content and GSC-style opportunities before rewrites or publishing. - [mikusnuz/meta-ads-mcp](https://github.com/mikusnuz/meta-ads-mcp) [![mikusnuz/meta-ads-mcp MCP server](https://glama.ai/mcp/servers/mikusnuz/meta-ads-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mikusnuz/meta-ads-mcp) 📇 ☁️ - MCP server for Meta Marketing API v25.0 — 123 tools for Facebook & Instagram ad campaigns, audiences, creatives, insights, catalogs, and automated rules. - [mukul-dutt/mentionsapi-mcp](https://github.com/mukul-dutt/mentionsapi-mcp) [![mukul-dutt/mentionsapi-mcp MCP server](https://glama.ai/mcp/servers/mukul-dutt/mentionsapi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mukul-dutt/mentionsapi-mcp) 📇 ☁️ - Check whether AI recommends your brand — mentions, ranks, and citations across ChatGPT, Claude, Gemini, Perplexity, Google AI Overviews, AI Mode, and Bing Copilot. - [shensi8312/blogburst-mcp-server](https://github.com/shensi8312/blogburst-mcp-server) 📇 ☁️ - AI content generation, repurposing, and multi-platform publishing with [BlogBurst](https://blogburst.ai). Generate blogs, repurpose content for 9+ platforms (Twitter, LinkedIn, Reddit, Bluesky, Threads, Telegram, Discord, TikTok, YouTube), get trending topics, and publish directly. - [gomarble-ai/facebook-ads-mcp-server](https://github.com/gomarble-ai/facebook-ads-mcp-server) 🐍 ☁️ - MCP server acting as an interface to the Facebook Ads, enabling programmatic access to Facebook Ads data and management features. - [gomarble-ai/google-ads-mcp-server](https://github.com/gomarble-ai/google-ads-mcp-server) 🐍 ☁️ - MCP server acting as an interface to the Google Ads, enabling programmatic access to Google Ads data and management features. - [grovs-io/mcp](https://github.com/grovs-io/mcp) [![grovs-io/mcp MCP server](https://glama.ai/mcp/servers/grovs-io/mcp/badges/score.svg)](https://glama.ai/mcp/servers/grovs-io/mcp) 📇 ☁️ - Deep linking, attribution, analytics, and campaign management for mobile apps with [Grovs](https://grovs.io) — an open-source, privacy-first alternative to Branch and AppsFlyer. 16 tools for creating links, tracking installs and revenue, and configuring app settings. +- [sarefe12-sudo/visibilityradar-mcp](https://github.com/sarefe12-sudo/visibilityradar-mcp) [![sarefe12-sudo/visibilityradar-mcp MCP server](https://glama.ai/mcp/servers/sarefe12-sudo/visibilityradar-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sarefe12-sudo/visibilityradar-mcp) 📇 ☁️ 🍎 🪟 🐧 - Analyze how AI models (Claude, GPT-4o, Gemini, Perplexity, Grok, DeepSeek) see your brand. Returns AI Visibility Score, per-model breakdowns, sentiment analysis, competitor comparison, and top recommendations. Results saved to dashboard automatically. `npx visibilityradar-mcp` - [damientilman/mailchimp-mcp-server](https://github.com/damientilman/mailchimp-mcp-server) [![mailchimp-mcp MCP server](https://glama.ai/mcp/servers/@damientilman/mailchimp-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@damientilman/mailchimp-mcp) 🐍 ☁️ - Mailchimp Marketing API integration with 53 tools for managing campaigns, audiences, reports, automations, landing pages, e-commerce data, and batch operations. +- [dkships/substack-publisher-mcp](https://github.com/dkships/substack-publisher-mcp) [![dkships/substack-publisher-mcp MCP server](https://glama.ai/mcp/servers/dkships/substack-publisher-mcp/badges/score.svg)](https://glama.ai/mcp/servers/dkships/substack-publisher-mcp) 📇 ☁️ - Read-only access to posts, engagement stats, subscriber counts, and subscriber lookup through Substack's official Publisher API. Supports multiple publications. - [drjerryrelth/ghl-command-feedback](https://github.com/drjerryrelth/ghl-command-feedback) [![drjerryrelth/ghl-command-feedback MCP server](https://glama.ai/mcp/servers/drjerryrelth/ghl-command-feedback/badges/score.svg)](https://glama.ai/mcp/servers/drjerryrelth/ghl-command-feedback) 📇 🏠 🍎 🪟 🐧 - GoHighLevel (GHL) MCP server. 212 tools across 43 modules including the only programmatic GHL workflow builder (private API, reverse-engineered), funnel + page editor, form builder, pipeline builder, goal event builder, pre-deploy validator, multi-sub-account switching, bulk operations, and full account export. Built for agency operators managing many client GHL sub-accounts. Paid, $97 one-time, 30-day refund. Install: `npx -y @elitedcs/ghl-mcp`. Buy: [elitedcs.com/ghl-mcp-server](https://elitedcs.com/ghl-mcp-server). - [Davison-Francis/min8t-sdks](https://github.com/Davison-Francis/min8t-sdks/tree/main/deliveriq-mcp) [![Davison-Francis/min8t-sdks MCP server](https://glama.ai/mcp/servers/Davison-Francis/min8t-sdks/badges/score.svg)](https://glama.ai/mcp/servers/Davison-Francis/min8t-sdks) 📇 ☁️ - `@deliveriq/mcp` — email-deliverability tools for AI agents. 12 tools: single + batch verification, email finder, DNSBL across 50 zones, SPF/DKIM/DMARC/MTA-STS/BIMI infrastructure analysis, spam-trap scoring on 13 weighted signals, composite domain trust report, account credits. 5-stage / 21-check pipeline under the hood. Free tier, no card. Install: `npx -y @deliveriq/mcp`. - [logly/mureo](https://github.com/logly/mureo) [![logly/mureo MCP server](https://glama.ai/mcp/servers/logly/mureo/badges/score.svg)](https://glama.ai/mcp/servers/logly/mureo) 🐍 ☁️ 🏠 - Framework for AI agents (Claude Code, Cursor, Codex, Gemini) to operate Google Ads, Meta Ads, and Search Console. Grounded in a local STRATEGY.md — not metric-chasing. Defense-in-depth security, local-first. Apache 2.0. - [louis030195/apollo-io-mcp](https://github.com/louis030195/apollo-io-mcp) 📇 ☁️ 🍎 🪟 🐧 - B2B sales intelligence and prospecting with Apollo.io. Search for prospects, enrich contacts with emails and phone numbers, discover companies by industry and size, and access Apollo's database of 275M+ contacts. - [live-direct-marketing/ldm-inbox-check-mcp](https://github.com/live-direct-marketing/ldm-inbox-check-mcp) [![live-direct-marketing/ldm-inbox-check-mcp MCP server](https://glama.ai/mcp/servers/live-direct-marketing/ldm-inbox-check-mcp/badges/score.svg)](https://glama.ai/mcp/servers/live-direct-marketing/ldm-inbox-check-mcp) 📇 ☁️ - Email inbox placement testing across Gmail, Outlook, Yahoo, Mail.ru and Yandex. Create a test, get seed addresses, see per-provider placement (Inbox/Spam/Promotions), SPF/DKIM/DMARC verdicts, and screenshots. Install: `npx -y ldm-inbox-check-mcp`. +- [LLM-Pulse/llmpulse-mcp](https://github.com/LLM-Pulse/llmpulse-mcp) [![LLM-Pulse/llmpulse-mcp MCP server](https://glama.ai/mcp/servers/LLM-Pulse/llmpulse-mcp/badges/score.svg)](https://glama.ai/mcp/servers/LLM-Pulse/llmpulse-mcp) 🎖️ ☁️ - Hosted MCP server for LLM Pulse AI visibility analytics, including brand mentions, citations, sentiment, share of voice, recommendations, GEO Writer, Search Console, and AI traffic via a Streamable HTTP endpoint. - [localseodata/mcp-server](https://github.com/localseodata/mcp-server) [![localseodata/mcp-server MCP server](https://glama.ai/mcp/servers/localseodata/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/localseodata/mcp-server) 📇 ☁️ - 42 local SEO tools for AI assistants. SERP tracking, Google Business Profile data, review monitoring, keyword research, citation audits, geogrid rank scans, AI visibility scoring, and competitive analysis. Install: `npx @localseodata/mcp-server` or connect to the hosted endpoint at `mcp.localseodata.com`. - [MailboxValidator/mcp-mailboxvalidator](https://github.com/MailboxValidator/mcp-mailboxvalidator) [![mcp-mailboxvalidator MCP server](https://glama.ai/mcp/servers/MailboxValidator/mcp-mailboxvalidator/badges/score.svg)](https://glama.ai/mcp/servers/MailboxValidator/mcp-mailboxvalidator) 📇 ☁️ - Validates email addresses to reduce email bounces during marketing campaigns. - [marykovziridze/screaming-frog-mcp](https://github.com/marykovziridze/screaming-frog-mcp) [![marykovziridze/screaming-frog-mcp MCP server](https://glama.ai/mcp/servers/marykovziridze/screaming-frog-mcp/badges/score.svg)](https://glama.ai/mcp/servers/marykovziridze/screaming-frog-mcp) 🐍 🏠 - Screaming Frog SEO Spider headless crawls, data export, and technical SEO audit skill for Claude. 8 tools, cross-platform (Mac + Windows), includes a ready-to-use technical SEO scan skill. @@ -2199,9 +2341,11 @@ Tools for creating and editing marketing content, working with web meta data, pr - [pucilpet/crawlgraph-mcp](https://github.com/pucilpet/crawlgraph-mcp) [![pucilpet/crawlgraph-mcp MCP server](https://glama.ai/mcp/servers/pucilpet/crawlgraph-mcp/badges/score.svg)](https://glama.ai/mcp/servers/pucilpet/crawlgraph-mcp) 📇 ☁️ - Backlink intelligence and competitor gap analysis on the public Common Crawl webgraph (4.4B edges, 120M domains) via [CrawlGraph](https://crawlgraph.com). 4 tools: backlink lookups, gap analysis, and a composite outreach-targets finder (domains linking to all your competitors but not you, de-noised and ranked by authority). Install: `npx -y crawlgraph-mcp`. - [Nolas-Shadow/agent1st-ads-mcp](https://github.com/Nolas-Shadow/agent1st-ads-mcp) [![Nolas-Shadow/agent1st-ads-mcp MCP server](https://glama.ai/mcp/servers/Nolas-Shadow/agent1st-ads-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Nolas-Shadow/agent1st-ads-mcp) 📇 ☁️ - Meta (Facebook/Instagram) and TikTok ad campaign management for AI agents. One tool call creates a complete campaign — targeting, creative, budget, and ad. Requires license from [agent1st.io/ads](https://agent1st.io/ads/). - [MatiousCorp/google-ad-manager-mcp](https://github.com/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](https://github.com/maxaeo/maxaeo-ai-visibility-mcp) [![maxaeo/maxaeo-ai-visibility-mcp MCP server](https://glama.ai/mcp/servers/maxaeo/maxaeo-ai-visibility-mcp/badges/score.svg)](https://glama.ai/mcp/servers/maxaeo/maxaeo-ai-visibility-mcp) 📇 🏠 🍎 🪟 🐧 - Local-first AI visibility, GEO/AEO, and llms.txt audit MCP server for Claude, Codex, Cursor, and other agents. Checks AI crawler access, robots, sitemap, canonical, metadata, noindex, and JSON-LD; returns local-only and technical foundation scores, top issues, and action plans. Install: `npx -y maxaeo-ai-visibility-mcp`. - [MendleM/Pipepost](https://github.com/MendleM/Pipepost) [![MendleM/Pipepost MCP server](https://glama.ai/mcp/servers/MendleM/pipepost/badges/score.svg)](https://glama.ai/mcp/servers/MendleM/pipepost) 📇 🏠 - Publish from your terminal. Drafts SEO-scored articles, cross-publishes to Dev.to, Ghost, Hashnode, WordPress, and Medium with auto-wired canonical URLs, generates social posts for Twitter/LinkedIn/Reddit/Bluesky/HN, fetches Unsplash cover images, and submits URLs to IndexNow — all as local stdio, no cloud relay. - [open-strategy-partners/osp_marketing_tools](https://github.com/open-strategy-partners/osp_marketing_tools) 🐍 🏠 - A suite of marketing tools from Open Strategy Partners including writing style, editing codes, and product marketing value map creation. - [opusforge/gorilla-mcp](https://github.com/opusforge/gorilla-mcp) [![opusforge/gorilla-mcp MCP server](https://glama.ai/mcp/servers/opusforge/gorilla-mcp/badges/score.svg)](https://glama.ai/mcp/servers/opusforge/gorilla-mcp) 📇 ☁️ - Lead discovery for solo SaaS founders. Searches Reddit, X, YouTube, and TikTok for posts where people describe a problem your product solves, ranks each by buying intent, and returns ranked leads. Includes `find_leads`, `draft_outreach`, and `plan_acquisition_funnel` for the full acquisition flow. Hosted, $0.99 per run. Install: `npx -y github:opusforge/gorilla-mcp`. Sign up: [usegorilla.app](https://usegorilla.app). +- [PascaleBeier/hitkeep](https://github.com/PascaleBeier/hitkeep) [![PascaleBeier/hitkeep MCP server](https://glama.ai/mcp/servers/PascaleBeier/hitkeep/badges/score.svg)](https://glama.ai/mcp/servers/PascaleBeier/hitkeep) 🏎️ ☁️ 🏠 - Privacy-first web analytics with a read-only MCP server for aggregate traffic, events, goals, funnels, ecommerce, Search Console, and AI visibility reporting. - [pghdma/callrail-mcp](https://github.com/pghdma/callrail-mcp) [![pghdma/callrail-mcp MCP server](https://glama.ai/mcp/servers/pghdma/callrail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/pghdma/callrail-mcp) 🐍 🏠 - CallRail REST API v3 integration with 49 tools for call tracking, form submissions, transcripts, full CRUD on tags/trackers/companies/users, plus agency-specific aggregation tools (`usage_summary` for per-client cost attribution, `compare_periods` for MoM deltas, `bulk_update_calls` with dry-run, `spam_detector`, `call_eligibility_check` for Google Ads conversion debugging). Built by an actual CallRail customer for agency use. Install: `pipx install callrail-mcp`. - [pickelfintech/sentisift-sdks](https://github.com/pickelfintech/sentisift-sdks/tree/main/mcp) [![pickelfintech/sentisift-sdks MCP server](https://glama.ai/mcp/servers/pickelfintech/sentisift-sdks/badges/score.svg)](https://glama.ai/mcp/servers/pickelfintech/sentisift-sdks) 🐍 ☁️ - Comment moderation and intelligence for any article: bot/spam detection, multilingual sentiment analysis, and Influence (constructive comment generation on paid tiers). Free tier: 1,000 comments, no credit card. - [pipeboard-co/meta-ads-mcp](https://github.com/pipeboard-co/meta-ads-mcp) 🐍 ☁️ 🏠 - Meta Ads automation that just works. Trusted by 10,000+ businesses to analyze performance, test creatives, optimize spend, and scale results — simply and reliably. @@ -2210,6 +2354,7 @@ Tools for creating and editing marketing content, working with web meta data, pr - [sharozdawa/ai-visibility](https://github.com/sharozdawa/ai-visibility) [![ai-visibility MCP server](https://glama.ai/mcp/servers/sharozdawa/ai-visibility/badges/score.svg)](https://glama.ai/mcp/servers/sharozdawa/ai-visibility) 📇 🏠 - Track brand visibility across ChatGPT, Perplexity, Claude, and Gemini. Visibility scores, sentiment analysis, competitor detection, and trend charts. - [SearchAtlas](https://github.com/Search-Atlas-Group/searchatlas-mcp-server) [![search-atlas-mcp-server MCP server](https://glama.ai/mcp/servers/search-atlas-group/search-atlas-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/search-atlas-group/search-atlas-mcp-server)📇 ☁️ - SEO, content generation, PPC, keyword research, site auditing, authority building, and LLM brand visibility monitoring via 16 specialized tools. +- [SEOcrawl/seocrawl-mcp](https://github.com/SEOcrawl/seocrawl-mcp) [![SEOcrawl/seocrawl-mcp MCP server](https://glama.ai/mcp/servers/SEOcrawl/seocrawl-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SEOcrawl/seocrawl-mcp) 🎖️ ☁️ - SEO + GEO MCP server: live Google Search Console & GA4 data, keyword and page analysis, AI-visibility tracking across ChatGPT, Claude, Gemini & Perplexity, site audit and SEO task management — all from chat. - [stape-io/google-tag-manager-mcp-server](https://github.com/stape-io/google-tag-manager-mcp-server) 📇 ☁️ – This server supports remote MCP connections, includes built-in Google OAuth, and provide an interface to the Google Tag Manager API. - [stape-io/stape-mcp-server](https://github.com/stape-io/stape-mcp-server) 📇 ☁️ – This project implements an MCP (Model Context Protocol) server for the Stape platform. It allows interaction with the Stape API using AI assistants like Claude or AI-powered IDEs like Cursor. - [Synter-Media-AI/mcp-server](https://github.com/Synter-Media-AI/mcp-server) [![Synter-Media-AI/mcp-server MCP server](https://glama.ai/mcp/servers/Synter-Media-AI/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Synter-Media-AI/mcp-server) 📇 ☁️ - Cross-platform ad management MCP server with full read and write capabilities across Google, Meta, LinkedIn, Microsoft, Reddit, and TikTok. Create campaigns, adjust budgets, generate creatives, and pull performance data through natural language. @@ -2222,15 +2367,18 @@ Tools for creating and editing marketing content, working with web meta data, pr - [AppVisionOS/apple-search-ads-mcp](https://github.com/AppVisionOS/apple-search-ads-mcp) [![AppVisionOS/apple-search-ads-mcp MCP server](https://glama.ai/mcp/servers/AppVisionOS/apple-search-ads-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AppVisionOS/apple-search-ads-mcp) 📇 ☁️ - Apple Ads (formerly Apple Search Ads) Campaign Management API v5 with **1:1 endpoint coverage** — 74 typed tools across campaigns, ad groups, ads, creatives, custom product pages, targeting + negative keywords, performance reports, async impression-share reports, budget orders, ACLs, app/geo discovery, and rejection-reason audits. Multi-org support via per-call override. Install: `npm i -g apple-search-ads-mcp`. - [OrbiAds/Orbiads-GAM-MCP](https://github.com/OrbiAds/Orbiads-GAM-MCP) [![OrbiAds/Orbiads-GAM-MCP MCP server](https://glama.ai/mcp/servers/OrbiAds/Orbiads-GAM-MCP/badges/score.svg)](https://glama.ai/mcp/servers/OrbiAds/Orbiads-GAM-MCP) 🐍 ☁️ - Hosted Google Ad Manager MCP server for Claude, ChatGPT, Gemini, and Codex. 200+ tools across campaign management, line items, creatives (image/video/HTML5/native), interactive reporting, inventory exploration, and ad-ops compliance audits. OAuth on-behalf-of-user, GAM API v202602. Free trial at [orbiads.com](https://orbiads.com) — 5 credits, no credit card. - [Natden444/pickanagency-mcp](https://github.com/Natden444/pickanagency-mcp) [![Natden444/pickanagency-mcp MCP server](https://glama.ai/mcp/servers/Natden444/pickanagency-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Natden444/pickanagency-mcp) 📇 ☁️ - Search 47,000+ marketing agencies and get AI-matched with fitted agencies (Get Matched engine), from [Pick an Agency](https://www.pickanagency.com). +- [atomno-mcp/mcp-seo-audit](https://github.com/atomno-mcp/mcp-seo-audit) [![atomno-mcp/mcp-seo-audit MCP server](https://glama.ai/mcp/servers/atomno-mcp/mcp-seo-audit/badges/score.svg)](https://glama.ai/mcp/servers/atomno-mcp/mcp-seo-audit) 🐍 ☁️ - Technical SEO audit powered by the detail.web engine. `audit_site(url)` returns a 0-100 health score, issues across 8 categories, and a GEO (Generative Engine Optimization) sub-score for visibility in AI search (ChatGPT, Perplexity, Google AI Overviews). Plus validators for robots.txt, sitemap.xml, JSON-LD, and meta tags. Install: `pipx install atomno-mcp-seo-audit`. ### 📊 Monitoring Access and analyze application monitoring data. Enables AI models to review error reports and performance metrics. - [adanb13/cirdan](https://github.com/adanb13/cirdan) [![adanb13/cirdan MCP server](https://glama.ai/mcp/servers/adanb13/cirdan/badges/score.svg)](https://glama.ai/mcp/servers/adanb13/cirdan) 🐍 🏠 🍎 🪟 🐧 - AI infrastructure cartographer & MCP server: fingerprints, graphs, and watches the live infrastructure an agent can reach (Docker, Kubernetes, cloud, IaC) and detects incidents. +- [agentkitai/agentlens](https://github.com/agentkitai/agentlens) [![agentkitai/agentlens MCP server](https://glama.ai/mcp/servers/agentkitai/agentlens/badges/score.svg)](https://glama.ai/mcp/servers/agentkitai/agentlens) 📇 🏠 ☁️ 🍎 🪟 🐧 - Tamper-evident observability for AI agents: a SHA-256 hash-chained audit log with chain verification and signed export (EU AI Act Art. 12). Instrument any agent with zero code via `npx -y @agentlensai/mcp`; also ingests OpenTelemetry GenAI traces. - [alilxxey/openobserve-community-mcp](https://github.com/alilxxey/openobserve-community-mcp) [![alilxxey/openobserve-community-mcp MCP server](https://glama.ai/mcp/servers/alilxxey/openobserve-community-mcp/badges/score.svg)](https://glama.ai/mcp/servers/alilxxey/openobserve-community-mcp) 🐍 🏠 🍎 🪟 🐧 - Read-only MCP server for OpenObserve Community Edition via REST API. Search logs, traces, stream schemas, and dashboards without requiring the Enterprise license. - [Alog/alog-mcp](https://github.com/saikiyusuke/alog-mcp) 📇 ☁️ - AI agent activity logger & monitor MCP server with 20 tools. Post logs, create articles, manage social interactions, and monitor AI agent activities on the Alog platform. - [antonio-mello-ai/mcp-redis-monitor](https://github.com/antonio-mello-ai/mcp-redis-monitor) [![antonio-mello-ai/mcp-redis-monitor MCP server](https://glama.ai/mcp/servers/antonio-mello-ai/mcp-redis-monitor/badges/score.svg)](https://glama.ai/mcp/servers/antonio-mello-ai/mcp-redis-monitor) 🐍 🏠 - Read-only Redis monitoring — queue depths by type, Celery queue status, connected clients, server/memory stats, and key counts per database. 5 tools, built with FastMCP. Install: `uvx mcp-redis-monitor`. +- [arnavranjan005/mcp-telemetry](https://github.com/arnavranjan005/mcp-telemetry) [![arnavranjan005/mcp-telemetry MCP server](https://glama.ai/mcp/servers/arnavranjan005/mcp-telemetry/badges/score.svg)](https://glama.ai/mcp/servers/arnavranjan005/mcp-telemetry) 📇 🏠 🍎 🪟 🐧 - Socket.IO-style telemetry for MCP servers. Instrument a tool call with a few lines of `mcp-telemetry-sdk`, and `telemetry_subscribe` streams its live progress (steps, logs, cost, done) to any connected MCP client via `notifications/progress` — no polling, and a job started in one session can be watched from a completely different one. - [avivsinai/langfuse-mcp](https://github.com/avivsinai/langfuse-mcp) 🐍 ☁️ - Query Langfuse traces, debug exceptions, analyze sessions, and manage prompts. Full observability toolkit for LLM applications. - [alimuratkuslu/byok-observability-mcp](https://github.com/alimuratkuslu/byok-observability-mcp) [![alimuratkuslu/byok-observability-mcp MCP server](https://glama.ai/mcp/servers/alimuratkuslu/byok-observability-mcp/badges/score.svg)](https://github.com/alimuratkuslu/byok-observability-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Comprehensive MCP server for Grafana, Prometheus, Kafka UI, and Datadog with a secure "Bring Your Own Key" or BYOK model. - [bmdhodl/agent47](https://github.com/bmdhodl/agent47) [![bmdhodl/agent47 MCP server](https://glama.ai/mcp/servers/bmdhodl/agent47/badges/score.svg)](https://glama.ai/mcp/servers/bmdhodl/agent47) 📇 ☁️ - Runtime guardrails and incident read access for coding agents. Query AgentGuard traces, alerts, usage, costs, and budget health. @@ -2240,6 +2388,7 @@ Access and analyze application monitoring data. Enables AI models to review erro - [edgedelta/edgedelta-mcp-server](https://github.com/edgedelta/edgedelta-mcp-server) 🎖️ 🏎️ ☁️ – Interact with Edge Delta anomalies, query logs / patterns / events, and pinpoint root causes and optimize your pipelines. - [ejcho623/agent-breadcrumbs](https://github.com/ejcho623/agent-breadcrumbs) 📇 ☁️ 🏠 - Unified agent work logging and observability across ChatGPT, Claude, Cursor, Codex, and OpenClaw with config-first schemas and pluggable sinks. - [enmanuelmag/heimdall-mcp](https://github.com/enmanuelmag/heimdall-mcp) [![enmanuelmag/heimdall-mcp](https://glama.ai/mcp/servers/enmanuelmag/heimdall-mcp/badges/score.svg)](https://glama.ai/mcp/servers/enmanuelmag/heimdall-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Transparent proxy for any MCP server that intercepts all JSON-RPC messages, measures latency, and stores traces in SQLite, PostgreSQL, or MySQL. Exports OpenTelemetry (OTLP) spans to Jaeger, Tempo, or Grafana. Supports stdio, HTTP, and SSE transports. `npx @cardor/heimdall-mcp` +- [firecrawl/firecrawl-mcp-server](https://github.com/firecrawl/firecrawl-mcp-server) [![firecrawl/firecrawl-mcp-server MCP server](https://glama.ai/mcp/servers/firecrawl/firecrawl-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/firecrawl/firecrawl-mcp-server) 🎖️ 📇 ☁️ 🏠 - Official Firecrawl server with website change monitoring — schedule recurring checks on tracked pages and get notified with diffs when content changes. Also on-demand scrape, crawl, search, and extract. - [getsentry/sentry-mcp](https://github.com/getsentry/sentry-mcp) 🐍 ☁️ - Sentry.io integration for error tracking and performance monitoring - [GeiserX/duplicacy-mcp](https://github.com/GeiserX/duplicacy-mcp) [![GeiserX/duplicacy-mcp MCP server](https://glama.ai/mcp/servers/GeiserX/duplicacy-mcp/badges/score.svg)](https://glama.ai/mcp/servers/GeiserX/duplicacy-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - Go-based MCP server for Duplicacy backup monitoring. Query backup job status and Prometheus metrics from a Duplicacy exporter. Docker image available. - [GeiserX/genieacs-mcp](https://github.com/GeiserX/genieacs-mcp) [![GeiserX/genieacs-mcp MCP server](https://glama.ai/mcp/servers/GeiserX/genieacs-mcp/badges/score.svg)](https://glama.ai/mcp/servers/GeiserX/genieacs-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - Go-based MCP server that bridges any GenieACS (TR-069 ACS) instance, exposing device data, firmware management, and CPE actions (reboot, parameter refresh, firmware download) over JSON-RPC. Docker image available. @@ -2253,6 +2402,7 @@ Access and analyze application monitoring data. Enables AI models to review erro - [ingero-io/ingero](https://github.com/ingero-io/ingero) [![ingero-io/ingero MCP server](https://glama.ai/mcp/servers/ingero-io/ingero/badges/score.svg)](https://glama.ai/mcp/servers/ingero-io/ingero) 🏎️ 🏠 🐧 - eBPF-based GPU causal observability agent with MCP server. Traces CUDA Runtime/Driver APIs and host kernel events to build causal chains explaining GPU latency. - [inspektor-gadget/ig-mcp-server](https://github.com/inspektor-gadget/ig-mcp-server) 🏎️ ☁️ 🏠 🐧 🪟 🍎 - Debug your Container and Kubernetes workloads with an AI interface powered by eBPF. - [inventer-dev/mcp-internet-speed-test](https://github.com/inventer-dev/mcp-internet-speed-test) 🐍 ☁️ - Internet speed testing with network performance metrics including download/upload speed, latency, jitter analysis, and CDN server detection with geographic mapping +- [jabbawocky/statuscraft](https://github.com/jabbawocky/statuscraft) [![jabbawocky/statuscraft MCP server](https://glama.ai/mcp/servers/jabbawocky/statuscraft/badges/score.svg)](https://glama.ai/mcp/servers/jabbawocky/statuscraft) 📇 🏠 🍎 🪟 🐧 - MCP server that checks the live status of 3831 software services in real time. Ask your AI agent "is GitHub down?" or "what's wrong with Sentry?" — and get a live answer pulled directly from official status pages, including full incident detail when something is broken. `npx -y github:jabbawocky/statuscraft` - [Jwrede/llmprobe](https://github.com/Jwrede/llmprobe) [![Jwrede/llmprobe MCP server](https://glama.ai/mcp/servers/Jwrede/llmprobe/badges/score.svg)](https://glama.ai/mcp/servers/Jwrede/llmprobe) 🏎️ ☁️ 🏠 🍎 🪟 🐧 - Synthetic monitoring for LLM inference endpoints. Measure TTFT, latency, throughput, and errors across OpenAI, Anthropic, Google, Azure, Bedrock, and local servers (vLLM, SGLang, Ollama). CLI + MCP server with Prometheus and OpenTelemetry export. - [kascada/logmcp](https://github.com/kascada/logmcp) [![kascada/logmcp MCP server](https://glama.ai/mcp/servers/kascada/logmcp/badges/score.svg)](https://glama.ai/mcp/servers/kascada/logmcp) 🏎️ 🏠 🐧 - Read-only log access for AI assistants over HTTPS. Whitelist log files on your Linux server; AI can search and read them without shell access. Token-authenticated, syslog-audited. - [last9/last9-mcp-server](https://github.com/last9/last9-mcp-server) - Seamlessly bring real-time production context—logs, metrics, and traces—into your local environment to auto-fix code faster @@ -2288,6 +2438,7 @@ Access and analyze application monitoring data. Enables AI models to review erro - [vdalhambra/siteaudit-mcp](https://github.com/vdalhambra/siteaudit-mcp) [![vdalhambra/siteaudit-mcp MCP server](https://glama.ai/mcp/servers/vdalhambra/siteaudit-mcp/badges/score.svg)](https://glama.ai/mcp/servers/vdalhambra/siteaudit-mcp) 🐍 ☁️ 🏠 - Instant website audits with 11 tools — full SEO audit (20+ checks), security headers and SSL verification, Lighthouse performance metrics, multi-site comparison, broken link checker, WCAG accessibility audit, Schema.org structured data validation, competitor gap analysis, and robots.txt parsing. No API keys required. - [VictoriaMetrics-Community/mcp-victoriametrics](https://github.com/VictoriaMetrics-Community/mcp-victoriametrics) 🎖️ 🏎️ 🏠 - Provides comprehensive integration with your [VictoriaMetrics instance APIs](https://docs.victoriametrics.com/victoriametrics/url-examples/) and [documentation](https://docs.victoriametrics.com/) for monitoring, observability, and debugging tasks related to your VictoriaMetrics instances - [yshngg/pmcp](https://github.com/yshngg/pmcp) 🏎️ ☁️ 🏠 🍎 🪟 🐧 - A Prometheus Model Context Protocol Server. +- [zhaoyue722/llm-usage-mcp](https://github.com/zhaoyue722/llm-usage-mcp) [![zhaoyue722/llm-usage-mcp MCP server](https://glama.ai/mcp/servers/zhaoyue722/llm-usage-mcp/badges/score.svg)](https://glama.ai/mcp/servers/zhaoyue722/llm-usage-mcp) 🐍 🏠 🍎 🪟 🐧 - Local-first LLM API cost tracker. Captures usage across Anthropic, OpenAI, Qwen, and DeepSeek into a local SQLite ledger and exposes spend queries, provider comparison, and recommendations as MCP tools — with first-class Chinese-provider support (CNY→USD). Install: `uvx llm-usage-mcp`. - [zw008/VMware-Aria](https://github.com/zw008/VMware-Aria) [![zw008/vmware-aria MCP server](https://glama.ai/mcp/servers/zw008/vmware-aria/badges/score.svg)](https://glama.ai/mcp/servers/zw008/vmware-aria) 🐍 ☁️ - VMware Aria Operations monitoring — performance metrics, alarms, capacity analysis, and anomaly detection across vSphere infrastructure. 27 tools (21 read, 6 write) with audit logging for acknowledge/cancel actions. - [aayushmdesai/mcp-dotnet-diagnostics](https://github.com/aayushmdesai/mcp-dotnet-diagnostics) [![aayushmdesai/mcp-dotnet-diagnostics MCP server](https://glama.ai/mcp/servers/aayushmdesai/mcp-dotnet-diagnostics/badges/score.svg)](https://glama.ai/mcp/servers/aayushmdesai/mcp-dotnet-diagnostics) 🏠 🍎 🐧 - Live .NET runtime diagnostics for AI assistants. Ask Claude to diagnose memory leaks, GC pressure, LOH fragmentation, and thread starvation in any running .NET process — no code changes required. Install: `dotnet tool install -g mcp-dotnet-diagnostics` @@ -2297,6 +2448,7 @@ Provides the ability to handle multimedia, such as audio and video editing, play - [06ketan/slideshot](https://github.com/06ketan/slideshot) [![06ketan/slideshot MCP server](https://glama.ai/mcp/servers/06ketan/slideshot/badges/score.svg)](https://glama.ai/mcp/servers/06ketan/slideshot) 📇 🏠 🍎 🪟 🐧 - Convert HTML to PDF/PNG/WebP/PPTX slide carousels with 11 themes (LinkedIn, Instagram, pitch decks, infographics). Pixel-perfect Puppeteer rendering, dimension-aware reflow for portrait/landscape, token-efficient JSON mode. `npx slideshot-mcp`. - [1000ri-jp/atsurae](https://github.com/1000ri-jp/atsurae) 🐍 ☁️ 🍎 🪟 🐧 - AI-powered video editing MCP server with 10 tools for timeline editing, 5-layer compositing, semantic operations, and FFmpeg rendering (1920x1080, 30fps H.264+AAC). +- [a-y-ibrahim/after-effects-mcp](https://github.com/a-y-ibrahim/after-effects-mcp) [![a-y-ibrahim/after-effects-mcp MCP server](https://glama.ai/mcp/servers/a-y-ibrahim/after-effects-mcp/badges/score.svg)](https://glama.ai/mcp/servers/a-y-ibrahim/after-effects-mcp) 📇 🏠 🍎 🪟 - Control Adobe After Effects from any MCP client: arbitrary ExtendScript, background rendering, deep comp/layer inspection, and first-class Arabic/RTL & multilingual support (works on AE in any UI language). 47 tools. - [AceDataCloud/MCPSuno](https://github.com/AceDataCloud/SunoMCP) [![AceDataCloud/MCPSuno MCP server](https://glama.ai/mcp/servers/AceDataCloud/MCPSuno/badges/score.svg)](https://glama.ai/mcp/servers/AceDataCloud/MCPSuno) 🐍 ☁️ - Suno AI music generation, lyrics, covers, and vocal extraction via Ace Data Cloud API. - [AetherWave-Studio/aetherwave-mcp](https://github.com/AetherWave-Studio/aetherwave-mcp) [![AetherWave Studio MCP server](https://glama.ai/mcp/servers/AetherWave-Studio/aetherwave-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AetherWave-Studio/aetherwave-mcp) 📇 ☁️ 🍎 🪟 🐧 - One tool surface for music, image, video, and audio generation across Suno, Grok Imagine, Seedance, Kling, Hailuo, Wan, VEO, Ideogram, and GPT Image 2. Generate, edit, upscale, reframe, and master through one API key and one credit pool. First key includes free credits, no card required. `npx -y @aetherwave-studio/mcp` - [afshinator/mcp-server-pexels](https://github.com/afshinator/mcp-server-pexels) [![mcp-server-pexels MCP server](https://glama.ai/mcp/servers/afshinator/mcp-server-pexels/badges/score.svg)](https://glama.ai/mcp/servers/afshinator/mcp-server-pexels) 📇 ☁️ - An MCP server to search for (free) stock images and videos from pexels.com. @@ -2305,15 +2457,20 @@ Provides the ability to handle multimedia, such as audio and video editing, play - [ananddtyagi/gif-creator-mcp](https://github.com/ananddtyagi/gif-creator-mcp/tree/main) 📇 🏠 - A MCP server for creating GIFs from your videos. - [bogdan01m/zapcap-mcp-server](https://github.com/bogdan01m/zapcap-mcp-server) 🐍 ☁️ - MCP server for ZapCap API providing video caption and B-roll generation via natural language - [botmonster/image2svg-mcp](https://github.com/botmonster/image2svg-mcp) [![botmonster/image2svg-mcp MCP server](https://glama.ai/mcp/servers/botmonster/image2svg-mcp/badges/score.svg)](https://glama.ai/mcp/servers/botmonster/image2svg-mcp) 🐍 🏠 🍎 🪟 🐧 - Convert raster images (PNG/JPG/WEBP/TIFF) to SVG vector format. Single tool, accepts base64 or URL input; runs locally via `uvx image2svg-mcp` or as a Docker HTTP server. +- [cleanor-app/cleanor-mcp](https://github.com/cleanor-app/cleanor-mcp) [![cleanor-app/cleanor-mcp MCP server](https://glama.ai/mcp/servers/cleanor-app/cleanor-mcp/badges/score.svg)](https://glama.ai/mcp/servers/cleanor-app/cleanor-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Zero-auth hosted server with 22 read-only tools: optimize/convert images (WebP/AVIF/JPEG), paste-ready SVG QR codes, cited [Cleanor Labs](https://cleanor.app) data on device storage capacity and next-gen image-format savings (AVIF/WebP/JPEG XL vs JPEG, HEIC conversion tax), plus 18 deterministic dev utilities LLMs get wrong (hash, HMAC, UUID, base64, JWT decode, JSON, regex, cron, unit & base convert, datetime, URL parse, diff, color, palette, slugify, count, SVG placeholder). No API key or signup; Streamable HTTP at `https://mcp.cleanor.app/mcp`. - [DareDev256/fcpxml-mcp-server](https://github.com/DareDev256/fcpxml-mcp-server) [![DareDev256/fcpxml-mcp-server MCP server](https://glama.ai/mcp/servers/DareDev256/fcpxml-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/DareDev256/fcpxml-mcp-server) 🐍 🏠 🍎 - The first MCP server for Final Cut Pro. 53 tools that parse, edit, and generate FCPXML timelines — health checks, flash frame detection, chapter markers, rough cuts, NLE export. 912 tests, MIT licensed. +- [davidmosiah/short-video-agent-kit](https://github.com/davidmosiah/short-video-agent-kit) [![Short Video Agent Kit MCP server](https://glama.ai/mcp/servers/davidmosiah/short-video-agent-kit/badges/score.svg)](https://glama.ai/mcp/servers/davidmosiah/short-video-agent-kit) 📇 🏠 ☁️ 🍎 🪟 🐧 - Provider-neutral short-form AI video MCP and CLI for agents, with dry-run payload validation and optional live generation through Sora, Veo, xAI and Seedance-style providers. - [drolosoft/immich-photo-manager](https://github.com/drolosoft/immich-photo-manager) [![immich-photo-manager MCP server](https://glama.ai/mcp/servers/drolosoft/immich-photo-manager/badges/score.svg)](https://glama.ai/mcp/servers/drolosoft/immich-photo-manager) 🐍 🏠 🍎 🪟 🐧 - Turn your self-hosted Immich photo library into a conversation — natural language search via CLIP, geographic album curation from GPS data, cross-source duplicate detection with perceptual hashing, library health reports, and offline-ready interactive HTML galleries. Claude Code plugin with 21 MCP tools, 11 skills, and 5 slash commands. - [FileToPDF/filetopdf-mcp](https://github.com/FileToPDF/filetopdf-mcp) [![FileToPDF/filetopdf-mcp MCP server](https://glama.ai/mcp/servers/FileToPDF/filetopdf-mcp/badges/score.svg)](https://glama.ai/mcp/servers/FileToPDF/filetopdf-mcp) 📇 ☁️ 🍎 🪟 🐧 - Convert files (DOCX, XLSX, PPTX, images…), HTML, and Markdown to pixel-perfect PDFs via the FileToPDF API. Returns the PDF as an embedded resource or saves it to disk. Runs via `npx filetopdf-mcp` or a hosted Streamable HTTP endpoint; free API key in one click. - [quietnotion/barevalue-mcp](https://github.com/quietnotion/barevalue-mcp) 📇 ☁️ 🍎 🪟 🐧 - AI podcast editing as a service. Upload raw audio or submit a URL, get back edited episodes with filler words removed, noise reduction, transcripts, show notes, and social clips. Includes webhooks for automation. - [elestirelbilinc-sketch/vap-showcase](https://github.com/elestirelbilinc-sketch/vap-showcase) 🐍 ☁️ 🍎 🪟 🐧 - AI media generation (Flux, Veo, Suno) with cost control. Pre-commit pricing, budget enforcement, reserve-burn-refund billing. +- [richer-richard/cochlea](https://github.com/richer-richard/cochlea) [![richer-richard/cochlea MCP server](https://glama.ai/mcp/servers/richer-richard/cochlea/badges/score.svg)](https://glama.ai/mcp/servers/richer-richard/cochlea) 🦀 🏠 🍎 🪟 🐧 - Render, analyze, and verify audio (WAV or FLAC) through a fully offline, deterministic engine. Compose scores as data, render byte-identical PCM, pull loudness, pitch, tempo, key, and structure reports, generate spectrograms, and diff two renders against each other. No ffmpeg, no audio device, just numbers an agent can actually reason about. `cargo install cochlea-mcp` - [realcrabcut/crabcut-mcp-server](https://github.com/realcrabcut/crabcut-mcp-server) [![realcrabcut/crabcut-mcp-server MCP server](https://glama.ai/mcp/servers/realcrabcut/crabcut-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/realcrabcut/crabcut-mcp-server) 📇 ☁️ - Turn YouTube videos into short-form clips from any AI assistant. AI-powered highlight detection, subtitle generation, 9:16 reframing, and direct download URLs via the Crabcut API. - [runapi-ai/mcp](https://github.com/runapi-ai/mcp) [![runapi-ai/mcp MCP server](https://glama.ai/mcp/servers/runapi-ai/mcp/badges/score.svg)](https://glama.ai/mcp/servers/runapi-ai/mcp) 📇 ☁️ - Unified AI model API for 130+ models across 18 providers. Browse models, check pricing, create image/video/music/audio tasks, poll results, check balance, and call LLM endpoints. Free catalog tools work without an API key. `npx @runapi.ai/mcp` - [keiver/image-tiler-mcp-server](https://github.com/keiver/image-tiler-mcp-server) [![image-tiler-mcp-server MCP server](https://glama.ai/mcp/servers/keiver/image-tiler-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/keiver/image-tiler-mcp-server) 📇 🏠 🍎 🪟 🐧 - Full-resolution vision for LLMs. Tiles large images and captures web pages via Chrome CDP so vision models process every detail without downscaling. Generates interactive HTML tile previews. Supports Claude, OpenAI, Gemini presets with per-model token math and entropy-based tile classification. +- [legolev/mediamcp](https://github.com/legolev/mediamcp) [![legolev/mediamcp MCP server](https://glama.ai/mcp/servers/legolev/mediamcp/badges/score.svg)](https://glama.ai/mcp/servers/legolev/mediamcp) 📇 ☁️ 🍎 🪟 🐧 - Image generation and editing plus video generation (Veo, Sora, Seedance) via OpenRouter or any OpenAI-compatible API. Saves files to disk with token-cheap inline previews, resumable video jobs, live model listing, and a config-diagnostics tool. `npx -y mediamcp`. - [gaudiolab-jp/gaudio-developers-mcp](https://github.com/gaudiolab-jp/gaudio-developers-mcp) [![gaudio-developers-mcp MCP server](https://glama.ai/mcp/servers/gaudiolab-jp/gaudio-developers-mcp/badges/score.svg)](https://glama.ai/mcp/servers/gaudiolab-jp/gaudio-developers-mcp) 📇 ☁️ 🍎 🪟 🐧 - Audio AI API for stem separation (vocal, drum, bass, guitar, piano), DME separation (dialogue, music, effects), and AI lyrics sync. 7 tools, 11 models, supports WAV/FLAC/MP3/M4A/MOV/MP4. +- [manovagyanik1/clipy-mcp](https://github.com/manovagyanik1/clipy-mcp) [![manovagyanik1/clipy-mcp MCP server](https://glama.ai/mcp/servers/manovagyanik1/clipy-mcp/badges/score.svg)](https://glama.ai/mcp/servers/manovagyanik1/clipy-mcp) 📇 ☁️ 🍎 🪟 🐧 - Read your Clipy screen recordings from any agent: search your library, fetch timestamped transcripts, AI summaries, and key moments with video frames (click markers burned in) as inline images. Read-only, free API key. `npx -y @clipy/mcp` - [MkTurner74/botverse-mcp](https://github.com/MkTurner74/botverse-mcp) [![MkTurner74/botverse-mcp MCP server](https://glama.ai/mcp/servers/MkTurner74/botverse-mcp/badges/score.svg)](https://glama.ai/mcp/servers/MkTurner74/botverse-mcp) 📇 ☁️ 🍎 🪟 🐧 - Video transcoding (MP4, WebM, ProRes, GIF, MP3) and document conversion (PDF, DOCX, HTML, Markdown, XLSX) for AI agents. Per-job billing, no AWS or FFmpeg setup. `npx -y botverse-mcp` - [MohamedAbdallah-14/prompt-to-asset](https://github.com/MohamedAbdallah-14/prompt-to-asset) [![MohamedAbdallah-14/prompt-to-asset MCP server](https://glama.ai/mcp/servers/MohamedAbdallah-14/prompt-to-asset/badges/score.svg)](https://glama.ai/mcp/servers/MohamedAbdallah-14/prompt-to-asset) 📇 🏠 🍎 🪟 🐧 - Generates app icons, favicons, OG images, logos, and wordmarks. Routes each request across 30+ image models. Runs without an API key via Cloudflare Workers AI, NVIDIA NIM, HuggingFace, or Stable Horde. Three modes: inline SVG, external prompt-only, or full API. Validates contrast, OCR text accuracy, and palette before returning. - [mordor-forge/gemini-media-mcp](https://github.com/mordor-forge/gemini-media-mcp) [![mordor-forge/gemini-media-mcp MCP server](https://glama.ai/mcp/servers/mordor-forge/gemini-media-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mordor-forge/gemini-media-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - Unified Gemini media generation: Nano Banana (images, editing, multi-reference composition), Veo 3.1 (video, image-to-video, extend), TTS, and Lyria 3 (music with vocals). Single Go binary, 12 tools, supports Gemini API key and Vertex AI. @@ -2345,6 +2502,13 @@ Servers for controlling the desktop operating system: screenshots, window manage - [tinqiao-oss/clawtouch-mcp](https://github.com/tinqiao-oss/clawtouch-mcp) [![tinqiao-oss/clawtouch-mcp MCP server](https://glama.ai/mcp/servers/tinqiao-oss/clawtouch-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tinqiao-oss/clawtouch-mcp) 🐍 🏠 🍎 🪟 🐧 - Physical USB HID keyboard/mouse control via a Raspberry Pi Pico 2 running open-source firmware. Exposes move, click, drag, type, key combos, and scroll as MCP tools for any MCP client. Genuine physical HID input on the standard driver path, with a `--mock` mode for hardware-free trials. `pip install clawtouch-mcp` - [juergenkoller-software/freezetext-mcp](https://github.com/juergenkoller-software/freezetext-mcp) [![juergenkoller-software/freezetext-mcp MCP server](https://glama.ai/mcp/servers/juergenkoller-software/freezetext-mcp/badges/score.svg)](https://glama.ai/mcp/servers/juergenkoller-software/freezetext-mcp) 🏠 🍎 - MCP server for [FreezeText](https://store.juergenkoller.software/en/apps/freezetext) — OCR anything on your Mac screen. Freeze the screen and extract text via Apple Vision (videos, popups, protected PDFs), OCR a region or base64 image, and manage a searchable capture history. 12 tools. +### 🎙️ Podcasts + +Servers for podcast analytics, search, hosting, and discovery. + +- [conorbronsdon/op3-mcp](https://github.com/conorbronsdon/op3-mcp) [![conorbronsdon/op3-mcp MCP server](https://glama.ai/mcp/servers/conorbronsdon/op3-mcp/badges/score.svg)](https://glama.ai/mcp/servers/conorbronsdon/op3-mcp) 📇 ☁️ - Podcast analytics from OP3, the Open Podcast Prefix Project: downloads over time, listener geography, app share, and per-episode breakdowns. Read-only by design. +- [conorbronsdon/Transistor-MCP](https://github.com/conorbronsdon/Transistor-MCP) [![conorbronsdon/Transistor-MCP MCP server](https://glama.ai/mcp/servers/conorbronsdon/Transistor-MCP/badges/score.svg)](https://glama.ai/mcp/servers/conorbronsdon/Transistor-MCP) 📇 ☁️ - Manage Transistor.fm podcasts: episodes, analytics, download summaries, episode comparisons, transcripts, and webhooks. + ### 📋 Product Management Tools for product planning, customer feedback analysis, and prioritization. @@ -2366,24 +2530,31 @@ MCP servers for real estate CRM, property management, and agent workflows. - [ashev87/propstack-mcp](https://github.com/ashev87/propstack-mcp) [![propstack-mcp MCP server](https://glama.ai/mcp/servers/@ashev87/propstack-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@ashev87/propstack-mcp) 📇 ☁️ 🍎 🪟 🐧 - Propstack CRM MCP: search contacts, manage properties, track deals, schedule viewings for real estate agents (Makler). - [forgemeshlabs/disruption-intelligence-mcp](https://github.com/forgemeshlabs/disruption-intelligence-mcp) [![forgemeshlabs/disruption-intelligence-mcp MCP server](https://glama.ai/mcp/servers/forgemeshlabs/disruption-intelligence-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forgemeshlabs/disruption-intelligence-mcp) 📇 ☁️ - AI-native commercial disruption intelligence for MCP clients and x402-powered agents. Supports WARN/layoff intelligence, company context, geospatial territory disruption, and x402 payment challenge inspection via the hosted Forgemesh API. +- [hyperionxmota/cook-county-property-mcp](https://github.com/hyperionxmota/cook-county-property-mcp) [![hyperionxmota/cook-county-property-mcp MCP server](https://glama.ai/mcp/servers/hyperionxmota/cook-county-property-mcp/badges/score.svg)](https://glama.ai/mcp/servers/hyperionxmota/cook-county-property-mcp) 🐍 ☁️ - Cook County / Chicago property records — parcels, recorded sales, building permits, tax assessments, and comparable sales by street address or PIN. Hosted remote MCP, pay-per-call via x402 (USDC on Base/Solana). - [jbechtel-97/dealflowpro-mcp-server](https://github.com/jbechtel-97/dealflowpro-mcp-server) [![jbechtel-97/dealflowpro-mcp-server MCP server](https://glama.ai/mcp/servers/jbechtel-97/dealflowpro-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/jbechtel-97/dealflowpro-mcp-server) 📇 ☁️ - Multifamily real estate deal analysis — cap rate, DSCR, cash-on-cash, IRR, DFP Score (0-100), max offer price, and market intelligence for 2-200 unit properties. +- [pedra-ai/pedra-mcp](https://github.com/pedra-ai/pedra-mcp) [![pedra-ai/pedra-mcp MCP server](https://glama.ai/mcp/servers/@pedra-ai/pedra-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@pedra-ai/pedra-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - AI photo and video editing for real-estate listings via the Pedra API: virtual staging, renovation, room emptying, photo enhancement, sky replacement, object removal/blur, and property video generation. `npx @pedra-ai/mcp` ### 🔬 Research Tools for conducting research, surveys, interviews, and data collection. - [Agnuxo1/benchclaw-integrations](https://github.com/Agnuxo1/benchclaw-integrations/tree/main/mcp-server) [![Agnuxo1/benchclaw-integrations MCP server](https://glama.ai/mcp/servers/Agnuxo1/benchclaw-integrations/badges/score.svg)](https://glama.ai/mcp/servers/Agnuxo1/benchclaw-integrations) 📇 ☁️ - Register LLMs/agents and submit research papers (Markdown) to the [BenchClaw](https://www.p2pclaw.com/app/benchmark) leaderboard. Papers are scored by a 17-judge Tribunal with 8 deception detectors across 10 dimensions. No API key required. Works with Claude Desktop, Cursor, Cline, Zed, Continue.dev. +- [ankitkapur1992-hlido/hlido-mcp](https://github.com/ankitkapur1992-hlido/hlido-mcp) [![hlido-mcp MCP server](https://glama.ai/mcp/servers/ankitkapur1992-hlido/hlido-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ankitkapur1992-hlido/hlido-mcp) 📇 ☁️ - Independent trust scores, claim audits, and comparisons for AI agents — queryable by your agent over MCP. Hosted Cloudflare Worker at hlido.eu/mcp (no install). Returns a 0–100 score, tier verdict, per-claim PASS/FAIL audit, and signed evidence for a reviewed agent. From [Hlido](https://hlido.eu). - [archoor/painspotter-mcp](https://github.com/archoor/painspotter-mcp) [![archoor/painspotter-mcp MCP server](https://glama.ai/mcp/servers/archoor/painspotter-mcp/badges/score.svg)](https://glama.ai/mcp/servers/archoor/painspotter-mcp) 🐍 ☁️ - AI-analyzed startup & product opportunities mined from Reddit, Hacker News, Product Hunt & Stack Exchange. Query pain points, trending themes, and commercial scores (pain intensity, willingness-to-pay, build difficulty). Remote hosted MCP at painspotter.ai — free tier covers overview + opportunity detail; Pro unlocks search, trending themes & theme-level market signals. - [BrowseAI-HQ/BrowserAI-Dev](https://github.com/BrowseAI-HQ/BrowserAI-Dev) [![browse-ai MCP server](https://glama.ai/mcp/servers/BrowseAI-HQ/browse-ai/badges/score.svg)](https://glama.ai/mcp/servers/BrowseAI-HQ/browse-ai) 📇 ☁️ - Evidence-backed web research for AI agents. Real-time search with cited claims, confidence scores, and compare mode (raw LLM vs evidence-backed). MCP server, REST API, and Python SDK. - [connerlambden/bgpt-mcp](https://github.com/connerlambden/bgpt-mcp) [![bgpt-mcp MCP server](https://glama.ai/mcp/servers/@connerlambden/bgpt-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@connerlambden/bgpt-mcp) 📇 ☁️ - Search scientific papers with structured experimental data extracted from full-text studies. Returns 25+ fields per paper including methods, results, sample sizes, and quality scores. 50 free searches, then $0.01/result. +- [davidmosiah/uap-pulse](https://github.com/davidmosiah/uap-pulse) [![UAP Pulse MCP server](https://glama.ai/mcp/servers/davidmosiah/uap-pulse/badges/score.svg)](https://glama.ai/mcp/servers/davidmosiah/uap-pulse) 📇 🏠 🍎 🪟 🐧 - Read-only MCP server and live-map dataset for declassified U.S. federal UAP/UFO records, with searchable records, hotspots, timelines and direct source links. +- [dhamma-seeker/tripitaka-mcp](https://github.com/dhamma-seeker/tripitaka-mcp) [![dhamma-seeker/tripitaka-mcp MCP server](https://glama.ai/mcp/servers/dhamma-seeker/tripitaka-mcp/badges/score.svg)](https://glama.ai/mcp/servers/dhamma-seeker/tripitaka-mcp) 🐍 ☁️ 🏠 - Search, cite, and compare the Pāli Canon (Tipiṭaka) — full coverage at parity with SuttaCentral (~444K segments across Sutta, Vinaya, Abhidhamma). Hybrid trigram+vector search, full-sutta fetch with cross-reference URLs (SuttaCentral + 84000.org), segment-aligned translation comparison, and Pāli word lookup against the P. A. Payutto dictionary. Free, non-commercial — offered as Dhamma Dāna. Hosted at `https://tripitaka-mcp.com` or self-host via Docker. - [Embassy-of-the-Free-Mind/sourcelibrary-v2](https://github.com/Embassy-of-the-Free-Mind/sourcelibrary-v2/tree/main/mcp-server) 📇 ☁️ - Search and cite rare historical texts (alchemy, Hermeticism, Renaissance philosophy) with DOI-backed academic citations from [Source Library](https://sourcelibrary.org) - [HubLensOfficial/mcp-server](https://github.com/HubLensOfficial/mcp-server) [![HubLensOfficial/mcp-server MCP server](https://glama.ai/mcp/servers/HubLensOfficial/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/HubLensOfficial/mcp-server) 📇 ☁️ - Query daily trending open-source projects from GitHub & Hacker News with AI-generated bilingual (EN/ZH) summaries, categories, use cases, and custom scoring. Stateless, no API key required. - [tushariitr-19/immigration-mcp](https://github.com/tushariitr-19/immigration-mcp) [![tushariitr-19/immigration-mcp MCP server](https://glama.ai/mcp/servers/tushariitr-19/immigration-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tushariitr-19/immigration-mcp) 🏎️ 🍎 🪟 🐧 - MCP server for US immigration guidance — live Visa Bulletin, priority date checker and immigration term explanations. Free to use. - [kimimgo/viznoir](https://github.com/kimimgo/viznoir) [![viznoir MCP server](https://glama.ai/mcp/servers/kimimgo/viznoir/badges/score.svg)](https://glama.ai/mcp/servers/kimimgo/viznoir) 🐍 🏠 🐧 - Cinema-quality science visualization MCP server for CFD/FEA/SPH. 22 tools for rendering, slicing, contouring, volume rendering, and animating OpenFOAM/VTK/CGNS data. Headless EGL/OSMesa. +- [michaelellis003/paperboy](https://github.com/michaelellis003/paperboy) [![michaelellis003/paperboy MCP server](https://glama.ai/mcp/servers/michaelellis003/paperboy/badges/score.svg)](https://glama.ai/mcp/servers/michaelellis003/paperboy) 🐍 🏠 ☁️ - Send research papers from Claude to a Kindle or Kobo, with Zotero as the source of truth. Searches arXiv and OpenAlex, recommends related work via the Semantic Scholar citation graph, queues papers in a Zotero collection, and delivers the PDFs by email or Dropbox. Receipts report file sizes and name anything that could not be sent. - [mlava/scholar-sidekick-mcp](https://github.com/mlava/scholar-sidekick-mcp) [![mlava/scholar-sidekick-mcp MCP server](https://glama.ai/mcp/servers/mlava/scholar-sidekick-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mlava/scholar-sidekick-mcp) 📇 ☁️ 🍎 🪟 🐧 - Resolve any scholarly identifier (DOI, PMID, PMCID, ISBN, arXiv, ISSN, ADS bibcode, WHO IRIS URL) into structured CSL JSON, format in 10,000+ citation styles, or export to BibTeX/RIS/EndNote/Zotero RDF/CSV. Single or batch. Install: `npx -y scholar-sidekick-mcp`. - [mnemox-ai/idea-reality-mcp](https://github.com/mnemox-ai/idea-reality-mcp) [![idea-reality-mcp MCP server](https://glama.ai/mcp/servers/@mnemox-ai/idea-reality-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@mnemox-ai/idea-reality-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Pre-build reality check for AI coding agents. Scans GitHub, Hacker News, npm, PyPI, and Product Hunt to detect existing competition before building, returning a reality signal score (0-100), duplicate likelihood, similar projects, and pivot hints. - [musharna/data-aggregator-mcp](https://github.com/musharna/data-aggregator-mcp) [![musharna/data-aggregator-mcp MCP server](https://glama.ai/mcp/servers/musharna/data-aggregator-mcp/badges/score.svg)](https://glama.ai/mcp/servers/musharna/data-aggregator-mcp) 🐍 🏠 🍎 🪟 🐧 - Search and fetch research datasets across Zenodo, DataCite (Dryad/Figshare/Dataverse/OSF), NCBI omics (GEO/SRA/BioProject), and literature (PubMed/OpenAIRE) behind one normalized model — DOI deduplication, NCBI-Taxonomy synonym expansion, paper→data linking, and checksum-verified download. `uvx data-aggregator-mcp`. - [nangman-infra/touch-browser](https://github.com/nangman-infra/touch-browser) [![touch-browser MCP server](https://glama.ai/mcp/servers/nangman-infra/touch-browser/badges/score.svg)](https://glama.ai/mcp/servers/nangman-infra/touch-browser) 🦀 🏠 - Evidence-grounded web research for AI agents. Verifies page-local claims with citations, confidence bands, policy reports, and multi-page session synthesis via MCP. +- [OrgMentem/zotio](https://github.com/OrgMentem/zotio) [![OrgMentem/zotio MCP server](https://glama.ai/mcp/servers/OrgMentem/zotio/badges/score.svg)](https://glama.ai/mcp/servers/OrgMentem/zotio) 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - Zotero MCP server (`zotio-mcp`) with a capability-tagged tool registry and preview-first, journaled writes (an agent can't silently mutate or delete your library). Reads work keyless against the local Zotero desktop API; writes route to the Web API. Ships an MCPB bundle for one-click Claude Desktop install. - [ovlabs/mcp-server-originalvoices](https://github.com/ovlabs/mcp-server-originalvoices) 📇 ☁️ - Instantly understand what real users think and why by querying our network of 1:1 Digital Twins - each representing a real person. Give your AI agents authentic human context to ground outputs, improve creative, and make smarter decisions. - [Pantheon-Security/notebooklm-mcp-secure](https://github.com/Pantheon-Security/notebooklm-mcp-secure) 📇 🏠 🍎 🪟 🐧 - Query Google NotebookLM from Claude/AI agents with 14 security hardening layers. Session-based conversations, notebook library management, and source-grounded research responses. - [tushariitr-19/patents-mcp](https://github.com/tushariitr-19/patents-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - MCP server for patent search and prior art discovery powered by Google Patents public dataset on BigQuery. Tools: search patents, get full patent details with CPC codes and citations, fetch legal claims text. Free to use. @@ -2409,6 +2580,7 @@ Tools for conducting research, surveys, interviews, and data collection. - [vectara/vectara-mcp](https://github.com/vectara/vectara-mcp) 🐍 🏠 ☁️ - An MCP server for accessing Vectara's trusted RAG-as-a-service platform. ### 🔎 Search & Data Extraction +- [newsagentdata/newsagent-mcp](https://github.com/newsagentdata/newsagent-mcp) [![newsagentdata/newsagent-mcp MCP server](https://glama.ai/mcp/servers/newsagentdata/newsagent-mcp/badges/score.svg)](https://glama.ai/mcp/servers/newsagentdata/newsagent-mcp) 🐍 ☁️ - Real-time, ML-enriched news intelligence — urgency scoring, political lean & event clustering across 190+ countries. - [qinisolabs/icdwise](https://github.com/qinisolabs/icdwise) 📇 🏠 ☁️ - Verified ICD-10-CM medical code lookup, validation & reverse search — official descriptions, never guessed. [![qinisolabs/icdwise MCP server](https://glama.ai/mcp/servers/qinisolabs/icdwise/badges/score.svg)](https://glama.ai/mcp/servers/qinisolabs/icdwise) - [AIweather-Anurag/ottasia-mcp-server](https://github.com/AIweather-Anurag/ottasia-mcp-server) [![AIweather-Anurag/ottasia-mcp-server MCP server](https://glama.ai/mcp/servers/AIweather-Anurag/ottasia-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/AIweather-Anurag/ottasia-mcp-server) 📇 ☁️ 🏠 - Where to watch any movie or TV show across 30 Asian and Middle Eastern streaming markets (Netflix, Disney+ Hotstar, Wavve, Shahid, Hoichoi, ZEE5, JioCinema, and 17 more). `npx -y @ottasia/mcp-server` - [Alisammour/storyflo-mcp](https://github.com/Alisammour/storyflo-mcp) [![Alisammour/storyflo-mcp MCP server](https://glama.ai/mcp/servers/Alisammour/storyflo-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Alisammour/storyflo-mcp) 📇 ☁️ - Curated audio-news with a market-aware news signal. Search articles, fetch narrated audio, subscribe topic feeds, surface stories matched to actively traded Kalshi event contracts (CFTC-regulated; qualitative signal tags + link-out to Kalshi, never raw market data). 8 tools (7 free + 1 x402-paid over USDC on Base). Install via `npx -y storyflo-mcp`. @@ -2461,10 +2633,13 @@ Tools for conducting research, surveys, interviews, and data collection. - [echology-io/decompose](https://github.com/echology-io/decompose) 🐍 🏠 🍎 🪟 🐧 - Decompose text into classified semantic units with authority, risk, attention scores, and entity extraction. No LLM. Deterministic. Works as MCP server or CLI. - [erithwik/mcp-hn](https://github.com/erithwik/mcp-hn) 🐍 ☁️ - An MCP server to search Hacker News, get top stories, and more. - [echojobsio/jdl-mcp-server](https://github.com/echojobsio/jdl-mcp-server) [![echojobsio/jdl-mcp-server MCP server](https://glama.ai/mcp/servers/echojobsio/jdl-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/echojobsio/jdl-mcp-server) 📇 ☁️ - Search 1M+ enriched job listings from 20,000+ companies. Filter by skills, salary, location, seniority, remote type, and more. Free — 500 calls/day, no signup required. Also available as a remote MCP server at `https://mcp.jobdatalake.com`. +- [evanatpizzarobot/vr-org-mcp](https://github.com/evanatpizzarobot/vr-org-mcp) [![evanatpizzarobot/vr-org-mcp MCP server](https://glama.ai/mcp/servers/evanatpizzarobot/vr-org-mcp/badges/score.svg)](https://glama.ai/mcp/servers/evanatpizzarobot/vr-org-mcp) 📇 🏠 ☁️ - Live VR / AR / XR news, full-text VR.org originals, events calendar, headset deals and comparisons - [exa-labs/exa-mcp-server](https://github.com/exa-labs/exa-mcp-server) 🎖️ 📇 ☁️ – A Model Context Protocol (MCP) server lets AI assistants like Claude use the Exa AI Search API for web searches. This setup allows AI models to get real-time web information in a safe and controlled way. - [fatwang2/search1api-mcp](https://github.com/fatwang2/search1api-mcp) 📇 ☁️ - Search via search1api (requires paid API key) +- [firecrawl/firecrawl-mcp-server](https://github.com/firecrawl/firecrawl-mcp-server) [![firecrawl/firecrawl-mcp-server MCP server](https://glama.ai/mcp/servers/firecrawl/firecrawl-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/firecrawl/firecrawl-mcp-server) 🎖️ 📇 ☁️ 🏠 - Official Firecrawl server to search the web and scrape, crawl, map, and extract structured data from any site for LLMs. Handles JS-rendered pages, PDFs, and batch jobs; hosted remote MCP with OAuth or self-host. - [KyuRish/fiverr-mcp-server](https://github.com/KyuRish/fiverr-mcp-server) [![KyuRish/fiverr-mcp-server MCP server](https://glama.ai/mcp/servers/KyuRish/fiverr-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/KyuRish/fiverr-mcp-server) 🐍 ☁️ - Search Fiverr gigs, view seller profiles, compare pricing packages, and read reviews. No API key required. - [format37/youtube_mcp](https://github.com/format37/youtube_mcp) 🐍 ☁️ – MCP server that transcribes YouTube videos to text. Uses yt-dlp to download audio and OpenAI's Whisper-1 for more precise transcription than youtube captions. Provide a YouTube URL and get back the full transcript splitted by chunks for long videos. +- [fouradata/mcp](https://github.com/fouradata/mcp) 🎖️ 📇 ☁️ 🏠 – Web scraping for AI agents: one auto tool walks a cost-aware ladder (direct → rotating proxy → full browser), solving anti-bot challenges and reporting which rung delivered and what it cost. Pay-per-success, EU-hosted, free tier. [![fouradata/mcp MCP server](https://glama.ai/mcp/servers/fouradata/mcp/badges/score.svg)](https://glama.ai/mcp/servers/fouradata/mcp) - [VoxellInc/forge-mcp](https://github.com/VoxellInc/forge-mcp) [![VoxellInc/forge-mcp MCP server](https://glama.ai/mcp/servers/VoxellInc/forge-mcp/badges/score.svg)](https://glama.ai/mcp/servers/VoxellInc/forge-mcp) 🎖️ 📇 ☁️ - Official MCP server for [Forge](https://voxell.ai), Voxell's hosted text-embedding API. Generate vector embeddings (turbo 1024d, pro 2560d, ultra 4096d; Matryoshka truncation) for semantic search and RAG. `npx -y @voxell/forge-mcp` - [wd041216-bit/free-web-search-ultimate](https://github.com/wd041216-bit/free-web-search-ultimate) 🐍 🏠 [![wd041216-bit/free-web-search-ultimate MCP server](https://glama.ai/mcp/servers/wd041216-bit/free-web-search-ultimate/badges/score.svg)](https://glama.ai/mcp/servers/wd041216-bit/free-web-search-ultimate) - Zero-cost, privacy-first universal web search MCP server. Enforces a **Search-First** paradigm — instructs LLMs to retrieve real-time information before answering factual questions. Supports 10+ search engines (DuckDuckGo, Bing, Google, Brave, Wikipedia, Arxiv, YouTube, Reddit) and deep page browsing. No API key required. - [gemy411/multi-research-agents](https://github.com/gemy411/multi-agents-research) ☁️ - a KTOR server/ MCP server written in Kotlin applying multi-agents schools in a flexible research system to be used with coding or for research any general case. @@ -2491,6 +2666,7 @@ Tools for conducting research, surveys, interviews, and data collection. - [just-every/mcp-screenshot-website-fast](https://github.com/just-every/mcp-screenshot-website-fast) 📇 🏠 - Fast screenshot capture tool optimized for Claude Vision API. Automatically tiles full pages into 1072x1072 chunks for optimal AI processing with configurable viewports and wait strategies for dynamic content. - [kagisearch/kagimcp](https://github.com/kagisearch/kagimcp) ☁️ 📇 – Official Kagi Search MCP Server - [kc23go/anybrowse](https://github.com/kc23go/anybrowse) [![kc23go/anybrowse MCP server](https://glama.ai/mcp/servers/kc23go/anybrowse/badges/score.svg)](https://glama.ai/mcp/servers/kc23go/anybrowse) 📇 ☁️ - Convert any URL to LLM-ready Markdown via real Chrome browsers. 3 tools: scrape, crawl, search. Free via MCP, pay-per-use via x402. Remote MCP endpoint: `https://anybrowse.dev/mcp` +- [keenableai/keenable-mcp](https://github.com/keenableai/keenable-mcp) [![keenableai/keenable-mcp MCP server](https://glama.ai/mcp/servers/keenableai/keenable-mcp/badges/score.svg)](https://glama.ai/mcp/servers/keenableai/keenable-mcp) 🎖️ 📇 ☁️ - Live web search and clean-markdown page fetch over the Keenable web index. Two tools: `search_web_pages`, `fetch_page_content`. Keyless by default (1,000 req/hour); an optional API key lifts the cap. Hosted Streamable HTTP at `https://api.keenable.ai/mcp`, or run `npx -y @keenable/mcp`. - [konippi/servo-fetch](https://github.com/konippi/servo-fetch) [![konippi/servo-fetch MCP server](https://glama.ai/mcp/servers/konippi/servo-fetch/badges/score.svg)](https://glama.ai/mcp/servers/konippi/servo-fetch) 🦀 🏠 🍎 🪟 🐧 - Chromium-free web content extraction in a single binary. Fetch, render, crawl, and screenshot powered by the Servo browser engine with a built-in MCP server. - [kehvinbehvin/json-mcp-filter](https://github.com/kehvinbehvin/json-mcp-filter) ️🏠 📇 – Stop bloating your LLM context. Query & Extract only what you need from your JSON files. - [kimdonghwi94/Web-Analyzer-MCP](https://github.com/kimdonghwi94/web-analyzer-mcp) 🐍 🏠 🍎 🪟 🐧 - Extracts clean web content for RAG and provides Q&A about web pages. @@ -2505,6 +2681,7 @@ Tools for conducting research, surveys, interviews, and data collection. - [lulzasaur9192/marketplace-search-mcp](https://github.com/lulzasaur9192/marketplace-search-mcp) [![marketplace-search-mcp MCP server](https://glama.ai/mcp/servers/lulzasaur9192/marketplace-search-mcp/badges/score.svg)](https://glama.ai/mcp/servers/lulzasaur9192/marketplace-search-mcp) 📇 ☁️ - Search marketplaces (TCGPlayer, Reverb, Thumbtack), verify professional licenses (contractor, nurse across US states), and look up PSA card grading population data. - [mambalabsdev/mcp-company-firmographic-enricher](https://github.com/mambalabsdev/mcp-company-firmographic-enricher) [![mambalabsdev/mcp-company-firmographic-enricher MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-company-firmographic-enricher/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-company-firmographic-enricher) 📇 ☁️ - Enriches a company domain into firmographics: employee band, industry, HQ, founded year, revenue estimate, logo, and description, with source provenance. - [mambalabsdev/mcp-domain-to-linkedin-url-resolver](https://github.com/mambalabsdev/mcp-domain-to-linkedin-url-resolver) [![mambalabsdev/mcp-domain-to-linkedin-url-resolver MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-domain-to-linkedin-url-resolver/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-domain-to-linkedin-url-resolver) 📇 ☁️ - Resolves a company domain or name to its LinkedIn company URL with confidence scoring and firmographic metadata. +- [mambalabsdev/mcp-funding-press-signal-scanner](https://github.com/mambalabsdev/mcp-funding-press-signal-scanner) [![mambalabsdev/mcp-funding-press-signal-scanner MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-funding-press-signal-scanner/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-funding-press-signal-scanner) 📇 ☁️ - Scans Google News and PR wires for a company's funding rounds, exec moves, product launches, and acquisitions, returned as deduplicated, dated events in flat Clay-ready JSON. - [mikechao/brave-search-mcp](https://github.com/mikechao/brave-search-mcp) 📇 ☁️ - Web, Image, News, Video, and Local Point of Interest search capabilities using Brave's Search API - [MikkoParkkola/nab](https://github.com/MikkoParkkola/nab) [![MikkoParkkola/nab MCP server](https://glama.ai/mcp/servers/MikkoParkkola/nab/badges/score.svg)](https://glama.ai/mcp/servers/MikkoParkkola/nab) 🏎️ 🏠 🍎 🪟 🐧 - Ultra-fast web fetcher and MCP server with HTTP/3, JS rendering, anti-fingerprinting, browser cookie auth, and 1Password integration. Fetches any URL as clean Markdown for AI context. - [MKirovBG/scribefy-mcp](https://github.com/MKirovBG/scribefy-mcp) [![MKirovBG/scribefy-mcp MCP server](https://glama.ai/mcp/servers/MKirovBG/scribefy-mcp/badges/score.svg)](https://glama.ai/mcp/servers/MKirovBG/scribefy-mcp) 🎖️ 📇 ☁️ - Extract timestamped YouTube transcripts, plus search, video metadata, and related-video tools for Claude, Cursor, Windsurf, and AI agents. @@ -2557,6 +2734,7 @@ Tools for conducting research, surveys, interviews, and data collection. - [theagenttimes/tat-mcp-server](https://github.com/theagenttimes/tat-mcp-server) 🐍 ☁️ - Query articles, verified statistics, wire feed, and social tools from [The Agent Times](https://theagenttimes.com), the AI-native newspaper covering the agent economy. 13 tools including search, comments, citations, and agent leaderboards. No API key required. - [tianqitang1/enrichr-mcp-server](https://github.com/tianqitang1/enrichr-mcp-server) 📇 ☁️ - A MCP server that provides gene set enrichment analysis using the Enrichr API - [tinyfish-io/agentql-mcp](https://github.com/tinyfish-io/agentql-mcp) 🎖️ 📇 ☁️ - MCP server that provides [AgentQL](https://agentql.com)'s data extraction capabilities. +- [AI-Directory-Partners/tooldirectory-mcp](https://github.com/AI-Directory-Partners/tooldirectory-mcp) [![AI-Directory-Partners/tooldirectory-mcp MCP server](https://glama.ai/mcp/servers/AI-Directory-Partners/tooldirectory-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AI-Directory-Partners/tooldirectory-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Search a catalog of 2,000+ AI tools, compare them, find alternatives, and check whether a tool is still active, defunct, or acquired. Hosted remote MCP at `https://tooldirectory.ai/api/mcp` or `npx -y tooldirectory-mcp`. - [Tomatio13/mcp-server-tavily](https://github.com/Tomatio13/mcp-server-tavily) ☁️ 🐍 – Tavily AI search API - [urlbox/urlbox-mcp-server](https://github.com/urlbox/urlbox-mcp-server/) - 📇 🏠 A reliable MCP server for generating and managing screenshots, PDFs, and videos, performing AI-powered screenshot analysis, and extracting web content (Markdown, metadata, and HTML) via the [Urlbox](https://urlbox.com) API. - [Savirinc/unfragile-mcp-server](https://github.com/Savirinc/unfragile-mcp-server) [![Glama score](https://glama.ai/mcp/servers/Savirinc/unfragile-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Savirinc/unfragile-mcp-server) 📇 🏠 - Canonical MCP server resolver. Returns the right MCP for any agent intent with an invocation-ready snippet and an Ed25519-signed trust passport. Cross-registry coverage. `npx -y @unfragile/mcp-server` @@ -2576,11 +2754,16 @@ Tools for conducting research, surveys, interviews, and data collection. - [zlatkoc/youtube-summarize](https://github.com/zlatkoc/youtube-summarize) 🐍 ☁️ - MCP server that fetches YouTube video transcripts and optionally summarizes them. Supports multiple transcript formats (text, JSON, SRT, WebVTT), multi-language retrieval, and flexible YouTube URL parsing. - [zoomeye-ai/mcp_zoomeye](https://github.com/zoomeye-ai/mcp_zoomeye) 📇 ☁️ - Querying network asset information by ZoomEye MCP Server - [juergenkoller-software/pdf-content-search-mcp](https://github.com/juergenkoller-software/pdf-content-search-mcp) [![juergenkoller-software/pdf-content-search-mcp MCP server](https://glama.ai/mcp/servers/juergenkoller-software/pdf-content-search-mcp/badges/score.svg)](https://glama.ai/mcp/servers/juergenkoller-software/pdf-content-search-mcp) 🏠 🍎 - MCP bridge for [PDF Content Search](https://store.juergenkoller.software/en/apps/pdf-content-search) — full-text PDF search with Apple Vision OCR across thousands of documents in under a second. Advanced filters (date, category, sender, amount), wildcards, boolean operators. +- [rejifald/StitchAPI](https://github.com/rejifald/StitchAPI) [![rejifald/StitchAPI MCP server](https://glama.ai/mcp/servers/rejifald/StitchAPI/badges/score.svg)](https://glama.ai/mcp/servers/rejifald/StitchAPI) 📇 ☁️ - Semantic search over the StitchAPI documentation (the hosted docs MCP): `search_docs` returns the most relevant doc sections with deep links, `get_doc` fetches a full page. Hosted endpoint `https://stitchapi.dev/api/mcp`, no auth. ### 🔒 Security +- [RoscoNL/intodns-mcp-server](https://github.com/RoscoNL/intodns-mcp-server) [![RoscoNL/intodns-mcp-server MCP server](https://glama.ai/mcp/servers/RoscoNL/intodns-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/RoscoNL/intodns-mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - Free DNS and email security scanner for AI assistants. DNS, SPF, DKIM, DMARC, DNSSEC, MTA-STS, BIMI, TLS/STARTTLS, FCrDNS, CAA, TLSA/DANE, blacklist and full-deliverability checks, plus security-header/CSP analysis and bookmarkable report snapshots, via the IntoDNS.ai API. No signup or API key. `npx intodns-mcp` +- [astafford8488/agentaegis-mcp](https://github.com/astafford8488/agentaegis-mcp) [![astafford8488/agentaegis-mcp MCP server](https://glama.ai/mcp/servers/astafford8488/agentaegis-mcp/badges/score.svg)](https://glama.ai/mcp/servers/astafford8488/agentaegis-mcp) 📇 ☁️ - Security & trust layer for AI agents. Scan an MCP server or skill *before* you install it (`scan_mcp_plugin`, `scan_skill`) — flags exfiltration, prompt-injection sinks, dangerous capabilities, install hooks and obfuscation → PROCEED/CAUTION/BLOCK. Plus `vet_endpoint` (endpoint safety verdict before an agent calls or pays it) and 25 more tools: vuln scans, threat intel, compliance (SOC 2/ISO 27001/HIPAA), code security (SAST/secret/dependency), identity — 28 total. Per-call billing via API key or x402 USDC on Base; free discovery tier. +- [hernaninverso/eleion-scanner-mcp](https://github.com/hernaninverso/eleion-scanner-mcp) [![hernaninverso/eleion-scanner-mcp MCP server](https://glama.ai/mcp/servers/hernaninverso/eleion-scanner-mcp/badges/score.svg)](https://glama.ai/mcp/servers/hernaninverso/eleion-scanner-mcp) 📇 ☁️ - Register/verify your domains, queue security scans (headers, TLS, DNS, ports, CVEs + AI-specific checks) and read findings, for AI agents. Install with `npx -y eleion-scanner-mcp`. - [qinisolabs/qiniso](https://github.com/qinisolabs/qiniso) [![qinisolabs/qiniso MCP server](https://glama.ai/mcp/servers/qinisolabs/qiniso/badges/score.svg)](https://glama.ai/mcp/servers/qinisolabs/qiniso) 📇 🏠 ☁️ - 56 deterministic fact-checkers in one server (IBAN, VAT, VIN, GTIN/barcodes, national & tax IDs, crypto addresses, phone, dates, holidays) — verify the structured facts an agent emits against checksums and curated data. - [node-man/dechonet-mcp](https://github.com/node-man/dechonet-mcp) [![node-man/dechonet-mcp MCP server](https://glama.ai/mcp/servers/node-man/dechonet-mcp/badges/score.svg)](https://glama.ai/mcp/servers/node-man/dechonet-mcp) 📇 ☁️ - Domain security reconnaissance for AI agents. 13 tools — DNS + DNSSEC, SSL/TLS chain & grade, HTTP security headers, SPF/DKIM/DMARC email auth, TCP port scan, ASN, RDAP/WHOIS — plus a one-shot `security_scan` returning a 0-100 Health Score (A–F). Free, no API key. `npx -y dechonet-mcp` +- [kakunin-ai/kakunin-mcp](https://github.com/kakunin-ai/kakunin-mcp) [![nqzai/kakunin-mcp MCP server](https://glama.ai/mcp/servers/nqzai/kakunin-mcp/badges/score.svg)](https://glama.ai/mcp/servers/nqzai/kakunin-mcp) 🎖️ 📇 ☁️ 🏠 - Compliance and identity for AI agents — verify an agent's certificate scope, read its behavioral risk score, and append to an immutable audit trail. X.509 identity issued via AWS KMS; MiCA / EU AI Act aligned. `npx -y @kakunin/mcp` - [honeylabshq/honeylabs-mcp](https://github.com/honeylabshq/honeylabs-mcp) [![honeylabs-mcp MCP server](https://glama.ai/mcp/servers/honeylabshq/honeylabs-mcp/badges/score.svg)](https://glama.ai/mcp/servers/honeylabshq/honeylabs-mcp) 🐍 ☁️ - Honeypot threat intelligence for AI agents: 90 days of probe data from a sensor network for IP reputation, scanner classification, CVE probing trends, and JA4/JA4H/HASSH fingerprints. Remote MCP, free tier. - [kent-tokyo/shohei](https://github.com/kent-tokyo/shohei) [![kent-tokyo/shohei MCP server](https://glama.ai/mcp/servers/kent-tokyo/shohei/badges/score.svg)](https://glama.ai/mcp/servers/kent-tokyo/shohei) 🦀 ☁️ 🏠 🍎 🪟 🐧 - Rust infrastructure diagnostics MCP server for AI agents: DNS checks, TLS certificate chain inspection, email security, global DNS propagation, and DNS latency benchmarking. - [srinivasan-sundaresan95/orihime](https://github.com/srinivasan-sundaresan95/orihime) [![orihime MCP server](https://glama.ai/mcp/servers/srinivasan-sundaresan95/orihime/badges/score.svg)](https://glama.ai/mcp/servers/srinivasan-sundaresan95/orihime) 🐍 🏠 🍎 🪟 🐧 - Cross-repository code knowledge graph MCP server for Java, Kotlin, JavaScript, and TypeScript. Indexes source into embedded KuzuDB via tree-sitter; 30+ tools for call-flow tracing, multi-hop taint analysis (OWASP/CWE/PCI/STIG reports), entry-point reachability filtering, performance hotspot detection, and license compliance — without reading source files. 95% fewer tokens vs source-reading baseline. `pip install orihime` @@ -2591,10 +2774,13 @@ Tools for conducting research, surveys, interviews, and data collection. - [82ch/MCP-Dandan](https://github.com/82ch/MCP-Dandan) 🐍 📇 🏠 🍎 🪟 🐧 - Real-time security framework for MCP servers that detects and blocks malicious AI agent behavior by analyzing tool call patterns and intent across multiple threat detection engines. - [MARUCIE/authbox](https://github.com/MARUCIE/authbox) [![authbox MCP server](https://glama.ai/mcp/servers/MARUCIE/authbox/badges/score.svg)](https://glama.ai/mcp/servers/MARUCIE/authbox) 📇 🏎️ 🏠 🍎 🪟 🐧 - Zero-knowledge password manager with MCP credential gateway. BIP-39 seed phrase recovery, deterministic passwords, policy-gated AI agent access (scope, rate limits, time windows, step-up approval), 70+ API key providers, and hash-chain audit trail. Go + Next.js + TypeScript. - [Acacian/aegis](https://github.com/Acacian/aegis) [![aegis MCP server](https://glama.ai/mcp/servers/Acacian/aegis/badges/score.svg)](https://glama.ai/mcp/servers/Acacian/aegis) 🐍 🏠 🍎 🪟 🐧 - Policy-based governance for AI agent tool calls. YAML policies, approval gates, risk assessment, and audit logging. Cross-platform: LangChain, OpenAI, Anthropic, MCP. +- [ajipurn/fida](https://github.com/ajipurn/fida) [![fida MCP server](https://glama.ai/mcp/servers/ajipurn/fida/badges/score.svg)](https://glama.ai/mcp/servers/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](https://github.com/Adeptus-Innovatio/solvitor-mcp) 🦀 🏠 - Solvitor MCP server provides tools to access reverse engineering tools that help developers extract IDL files from closed-source Solana smart contracts and decompile them. +- [beeswaxpat/chronoverify-mcp](https://github.com/beeswaxpat/chronoverify-mcp) [![chronoverify-mcp MCP server](https://glama.ai/mcp/servers/beeswaxpat/chronoverify-mcp/badges/score.svg)](https://glama.ai/mcp/servers/beeswaxpat/chronoverify-mcp) 📇 ☁️ 🍎 🪟 🐧 - Verify a photo's capture time and provenance before an agent trusts it: cryptographic C2PA Content Credentials validation against the official trust lists, EXIF and XMP consistency checks, and classical pixel forensics fused into one typed verdict with a 0 to 100 confidence. Free keyless tier, opt-in shareable verdict permalinks, and key-gated signed PDF audit reports. Provenance validation, not a deepfake detector. `npx chronoverify-mcp` - [KOVY/agentforge-trust-mcp](https://github.com/KOVY/agentforge-trust-mcp) [![agentforge-trust-mcp MCP server](https://glama.ai/mcp/servers/KOVY/agentforge-trust-mcp/badges/score.svg)](https://glama.ai/mcp/servers/KOVY/agentforge-trust-mcp) 📇 ☁️ - Query the AgentForge Trust Score (0-100 across five dimensions: security, code health, behavioral audit, community trust, EU compliance) for any MCP server before connecting. Exposes `check_trust`, `evaluate_policy`, `list_trusted`, and `recommend` tools. 3,600+ servers audited, free public API. - [agentgraph-co/agentgraph](https://github.com/agentgraph-co/agentgraph) [![agentgraph-co/agentgraph MCP server](https://glama.ai/mcp/servers/agentgraph-co/agentgraph/badges/score.svg)](https://glama.ai/mcp/servers/agentgraph-co/agentgraph) 🐍 ☁️ 🍎 🪟 🐧 - Trust verification and security scanning for AI agents. Checks security posture of third-party MCP servers and tools with signed attestations (Ed25519/JWS) before interaction. - [AgentValet/AgentValet](https://github.com/AgentValet/AgentValet) [![AgentValet/AgentValet MCP server](https://glama.ai/mcp/servers/AgentValet/AgentValet/badges/score.svg)](https://glama.ai/mcp/servers/AgentValet/AgentValet) 📇 ☁️ 🏠 - Identity and credential governance broker for MCP servers. Issues scoped, short-lived credentials per agent to stop credential inheritance. Audit log, human approval gates, AIMS-aligned. +- [AperionAI/shield](https://github.com/AperionAI/shield) [![AperionAI/shield MCP server](https://glama.ai/mcp/servers/AperionAI/shield/badges/score.svg)](https://glama.ai/mcp/servers/AperionAI/shield) 🦀 🏠 🍎 🪟 🐧 - Local guardrail proxy for AI coding agents. Wraps any MCP server (stdio or Streamable HTTP) and blocks destructive tool calls — DROP TABLE, rm -rf, force-push — before they execute. MCP supply-chain protection: TOFU tool-catalog pinning against rug pulls, plus tool-description and tool-result scanning for tool poisoning and prompt injection. 51 starter rules, approval gates, audit logging. Single binary, Apache-2.0. - [arian-gogani/nobulex](https://github.com/arian-gogani/nobulex) [![nobulex-mcp-server MCP server](https://glama.ai/mcp/servers/arian-gogani/nobulex/badges/score.svg)](https://glama.ai/mcp/servers/arian-gogani/nobulex) 📇 🏠 🍎 🪟 🐧 - Proof-of-behavior enforcement for AI agents. Define behavioral covenant rules (permit/forbid/require), enforce at runtime before execution, get SHA-256 hash-chained tamper-evident audit logs, and verify compliance independently. Cross-agent verification handshake — no proof, no transaction. MIT licensed, 4,244 tests. - [9hannahnine-jpg/arc-gate-mcp](https://github.com/9hannahnine-jpg/arc-gate-mcp) [![9hannahnine-jpg/arc-gate-mcp MCP server](https://glama.ai/mcp/servers/9hannahnine-jpg/arc-gate-mcp/badges/score.svg)](https://glama.ai/mcp/servers/9hannahnine-jpg/arc-gate-mcp) 🐍 - Runtime governance for MCP tool calls. Blocks prompt injection and capability abuse before tool results reach your agent. - [agentward-ai/agentward](https://github.com/agentward-ai/agentward) [![agent-ward MCP server](https://glama.ai/mcp/servers/agentward-ai/agent-ward/badges/score.svg)](https://glama.ai/mcp/servers/agentward-ai/agent-ward) 🐍 🏠 🍎 🪟 🐧 - Permission control plane for AI agents. MCP proxy that enforces least-privilege YAML policies on every tool call, classifies sensitive data (PII/PHI), detects dangerous skill chains, and generates compliance audit trails. Supports stdio and HTTP proxy modes. @@ -2613,6 +2799,7 @@ Tools for conducting research, surveys, interviews, and data collection. - [ark-forge/arkforge-mcp](https://github.com/ark-forge/arkforge-mcp) [![ze6ad36390 MCP server](https://glama.ai/mcp/servers/ze6ad36390/badges/score.svg)](https://glama.ai/mcp/servers/ze6ad36390) 🐍 ☁️ 🍎 🪟 🐧 - Third-party certifying proxy — sign any HTTP call (AI agents, webhooks, microservices) with an independent Ed25519 signature, RFC 3161 timestamp, and Sigstore Rekor anchor. Works with Claude, GPT-4, Mistral, LangChain, AutoGen, or any HTTP client. - [atomicchonk/roadrecon_mcp_server](https://github.com/atomicchonk/roadrecon_mcp_server) 🐍 🪟 🏠 MCP server for analyzing ROADrecon gather results from Azure tenant enumeration - [behrensd/mcp-firewall](https://github.com/behrensd/mcp-firewall) 📇 🏠 🍎 🪟 🐧 - Deterministic security proxy (iptables for MCP) that intercepts tool calls, enforces YAML policies, scans for secret leakage, and logs everything. No AI, no cloud. +- [Perufitlife/web-exposure-mcp](https://github.com/Perufitlife/web-exposure-mcp) [![Perufitlife/web-exposure-mcp MCP server](https://glama.ai/mcp/servers/Perufitlife/web-exposure-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Perufitlife/web-exposure-mcp) 📇 🏠 🍎 🪟 🐧 - Points an AI agent at a live URL and confirms publicly-served secret files by fetching the bytes — exposed `.git`, `.env`, JS source maps, backup/SQL dumps, directory listing, and dotfiles. Zero dependencies, read-only. - [Bichev/agentradar-mcp](https://github.com/Bichev/agentradar-mcp) [![Bichev/agentradar-mcp MCP server](https://glama.ai/mcp/servers/Bichev/agentradar-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Bichev/agentradar-mcp) 📇 ☁️ 🍎 🪟 🐧 - On-chain trust oracle for the ERC-8004 + x402 agent economy. 18 tools for verifying AI agents: 6-signal composite trust scoring (0-100), 272-wallet scam database, ERC-8004 identity lookup, EAS attestations on Base mainnet. x402-payable. Free `get_score` / `check_scam`. Live at [vvpro.ai](https://vvpro.ai) · npm [`@agentradar/mcp`](https://www.npmjs.com/package/@agentradar/mcp). - [Buggy1111/anonymize-mcp](https://github.com/Buggy1111/anonymize-mcp) [![Buggy1111/anonymize-mcp MCP server](https://glama.ai/mcp/servers/Buggy1111/anonymize-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Buggy1111/anonymize-mcp) 🐍 🏠 🍎 🪟 🐧 - Anonymize PII and redact text for GDPR across Czech and 35+ languages. Real NLP via ÚFAL/LINDAT (MasKIT + NameTag NER, not just regex), 80+ PII patterns, plus morphology, translation, and spellcheck. Czech-first, non-commercial. Install: `pip install anonymize-mcp`. - [FoundryNet/mint-mcp](https://github.com/FoundryNet/mint-mcp) [![FoundryNet/mint-mcp MCP server](https://glama.ai/mcp/servers/FoundryNet/mint-mcp/badges/score.svg)](https://glama.ai/mcp/servers/FoundryNet/mint-mcp) 🐍 ☁️ 🎖️ - MINT Protocol — universal work attestation for autonomous agents. Cryptographically attest, verify, rate, and discover agent work to build portable, on-chain trust and reputation across the agent economy. 6 tools. @@ -2643,6 +2830,7 @@ Tools for conducting research, surveys, interviews, and data collection. - [gbrigandi/mcp-server-thehive](https://github.com/gbrigandi/mcp-server-thehive) 🦀 🏠 🚨 🍎 🪟 🐧 - A Rust-based MCP server to integrate TheHive, facilitating collaborative security incident response and case management via AI. - [gbrigandi/mcp-server-wazuh](https://github.com/gbrigandi/mcp-server-wazuh) 🦀 🏠 🚨 🍎 🪟 🐧 - A Rust-based MCP server bridging Wazuh SIEM with AI assistants, providing real-time security alerts and event data for enhanced contextual understanding. - [getaegis/aegis](https://github.com/getaegis/aegis) [![getaegis/aegis MCP server](https://glama.ai/mcp/servers/getaegis/aegis/badges/score.svg)](https://glama.ai/mcp/servers/getaegis/aegis) 📇 🏠 🍎 🪟 🐧 - Credential isolation proxy for AI agents. Injects secrets at the network boundary with domain restrictions, agent authentication, and audit logging. No SDK required — works as a transparent HTTP proxy or MCP server. +- [Kjopstad-IT/rqwstr](https://github.com/Kjopstad-IT/rqwstr-mcp) [![Kjopstad-IT/rqwstr-mcp MCP server](https://glama.ai/mcp/servers/Kjopstad-IT/rqwstr-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Kjopstad-IT/rqwstr-mcp) 🏎️ 🏠 - AI-native HTTP security testing toolkit: 17 tools (send, intruder, race, chain, oob) with low-level control over HTTP/1.1 + HTTP/2 (raw framing, connection pinning). - [knowledgepa3/gia-mcp-server](https://github.com/knowledgepa3/gia-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Enterprise AI governance layer with 29 tools: MAI decision classification (Mandatory/Advisory/Informational), hash-chained forensic audit trails, human-in-the-loop gates, compliance mapping (NIST AI RMF, EU AI Act, ISO 42001), governed memory packs, and site reliability tools. - [Kzino/vorim-mcp-server](https://github.com/Kzino/vorim-mcp-server) [![Kzino/vorim-mcp-server MCP server](https://glama.ai/mcp/servers/Kzino/vorim-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Kzino/vorim-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - AI agent identity, trust, and audit trail infrastructure. 17 MCP tools: register agents with Ed25519 keypairs, check permissions (sub-5ms), emit tamper-evident audit events, verify trust scores (0-100), delegate credentials, and manage ephemeral agents. IETF Internet-Draft filed (draft-vorim-vaip-00). Works with LangChain, OpenAI, CrewAI, Stripe ACP, and 4 more frameworks. `npx @vorim/mcp-server`. - [girste/mcp-cybersec-watchdog](https://github.com/girste/mcp-cybersec-watchdog) 🐍 🏠 🐧 - Comprehensive Linux server security audit with 89 CIS Benchmark controls, NIST 800-53, and PCI-DSS compliance checks. Real-time monitoring with anomaly detection across 23 analyzers: firewall, SSH, fail2ban, Docker, CVE, rootkit, SSL/TLS, filesystem, network, and more. @@ -2662,6 +2850,7 @@ Tools for conducting research, surveys, interviews, and data collection. - [joergmichno/clawguard-mcp](https://github.com/joergmichno/clawguard-mcp) [![clawguard-mcp MCP server](https://glama.ai/mcp/servers/joergmichno/clawguard-mcp/badges/score.svg)](https://glama.ai/mcp/servers/joergmichno/clawguard-mcp) 🐍 🏠 - Security scanner for AI agents that detects prompt injections using 42+ regex patterns - [jnMetaCode/shellward](https://github.com/jnMetaCode/shellward) [![jnMetaCode/shellward MCP server](https://glama.ai/mcp/servers/jnMetaCode/shellward/badges/score.svg)](https://glama.ai/mcp/servers/jnMetaCode/shellward) 📇 🏠 🍎 🪟 🐧 - AI Agent Security Middleware & MCP Server with 8-layer defense including prompt injection detection, DLP data flow tracking, command blocking, and PII detection. 7 MCP tools, zero dependencies. - [JoeyBrar/agentseal-mcp](https://github.com/JoeyBrar/agentseal-mcp) [![JoeyBrar/agentseal-mcp MCP server](https://glama.ai/mcp/servers/JoeyBrar/agentseal-mcp/badges/score.svg)](https://glama.ai/mcp/servers/JoeyBrar/agentseal-mcp) 📇 🏠 - Action logs for AI agents. Records every agent action in a SHA-256 hash chain, making an audit trail. Install via `npx agentseal-mcp`. +- [jonnybottles/patch-tuesday-mcp](https://github.com/jonnybottles/patch-tuesday-mcp) [![jonnybottles/patch-tuesday-mcp MCP server](https://glama.ai/mcp/servers/jonnybottles/patch-tuesday-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jonnybottles/patch-tuesday-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Microsoft Patch Tuesday triage from the official MSRC Security Update Guide. Monthly rollups, CVE/KB lookups, supersedence chains, product watchlists, and urgency-ranked results enriched with EPSS scores and the CISA KEV catalog. No API keys; also available as a free hosted remote endpoint. `uvx patch-tuesday-mcp` - [jtang613/GhidrAssistMCP](https://github.com/jtang613/GhidrAssistMCP) ☕ 🏠 - A native Model Context Protocol server for Ghidra. Includes GUI configuration and logging, 31 powerful tools and no external dependencies. - [jyjune/mcp_vms](https://github.com/jyjune/mcp_vms) 🐍 🏠 🪟 - A Model Context Protocol (MCP) server designed to connect to a CCTV recording program (VMS) to retrieve recorded and live video streams. It also provides tools to control the VMS software, such as showing live or playback dialogs for specific channels at specified times. - [juanisidoro/securecode-mcp](https://github.com/juanisidoro/securecode-mcp) [![securecode-mcp MCP server](https://glama.ai/mcp/servers/juanisidoro/securecode-mcp/badges/score.svg)](https://glama.ai/mcp/servers/juanisidoro/securecode-mcp) 📇 ☁️ 🍎 🪟 🐧 - Secrets vault for Claude Code with audit logs, MCP access rules, and AES-256 encryption. Secrets are injected to local files so the AI never sees raw values. Includes session lock, device approval, and per-model access policies. @@ -2672,6 +2861,7 @@ Tools for conducting research, surveys, interviews, and data collection. - [MoltyCel/moltrust-mcp-server](https://github.com/MoltyCel/moltrust-mcp-server) [![moltrust-mcp-server MCP server](https://glama.ai/mcp/servers/@MoltyCel/moltrust-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@MoltyCel/moltrust-mcp-server) 🐍 ☁️ 🍎 🪟 🐧 - Trust infrastructure for AI agents — register DIDs, verify identities, query reputation scores, rate agents, manage W3C Verifiable Credentials, and handle USDC credit deposits on Base. - [msaad00/agent-bom](https://github.com/msaad00/agent-bom) [![agent-bom MCP server](https://glama.ai/mcp/servers/@msaad00/agent-bom/badges/score.svg)](https://glama.ai/mcp/servers/@msaad00/agent-bom) 🐍 🏠 ☁️ 🍎 🪟 🐧 - AI supply chain security scanner with 18 MCP tools. Auto-discovers 20 MCP clients, scans dependencies for CVEs (OSV/NVD/EPSS/CISA KEV), maps blast radius from vulnerabilities to exposed credentials and tools, runs CIS benchmarks, generates CycloneDX/SPDX SBOMs, and enforces compliance across OWASP LLM Top 10, MITRE ATLAS, NIST AI RMF, and EU AI Act. - [mrexodia/ida-pro-mcp](https://github.com/mrexodia/ida-pro-mcp) 🐍 🏠 - MCP server for IDA Pro, allowing you to perform binary analysis with AI assistants. This plugin implement decompilation, disassembly and allows you to generate malware analysis reports automatically. +- [mrz1880/mcp-keycloak-admin](https://github.com/mrz1880/mcp-keycloak-admin) [![mrz1880/mcp-keycloak-admin MCP server](https://glama.ai/mcp/servers/mrz1880/mcp-keycloak-admin/badges/score.svg)](https://glama.ai/mcp/servers/mrz1880/mcp-keycloak-admin) 📇 🏠 - Administer Keycloak through its Admin REST API — users, roles, clients, groups, identity providers, federation and events. Safe by default: read-only mode, realm allow-list, and confirmation for destructive actions. `npx -y mcp-keycloak-admin` - [muhannad-hash/mcp-shield](https://github.com/muhannad-hash/mcp-shield) [![mcp-shield MCP server](https://glama.ai/mcp/servers/muhannad-hash/mcp-shield/badges/score.svg)](https://glama.ai/mcp/servers/muhannad-hash/mcp-shield) 📇 🏠 🍎 🪟 🐧 - Security scanner for MCP servers. Detects backdoors, exfiltration code, obfuscation, dangerous code execution, prompt injection, and supply chain risks before you install. Four tools: scan npm packages, scan local directories, check prompt injection, and audit supply chain trust score. `npx @muhannad-hash/mcp-shield` - [nickpending/mcp-recon](https://github.com/nickpending/mcp-recon) 🏎️ 🏠 - Conversational recon interface and MCP server powered by httpx and asnmap. Supports various reconnaissance levels for domain analysis, security header inspection, certificate analysis, and ASN lookup. - [operantlabs/operant-mcp](https://github.com/operantlabs/operant-mcp) [![operant-mcp MCP server](https://glama.ai/mcp/servers/operantlabs/operant-mcp/badges/score.svg)](https://glama.ai/mcp/servers/operantlabs/operant-mcp) 📇 ☁️ 🏠 - Security testing MCP server with 51 tools for penetration testing, network forensics, memory analysis, and vulnerability assessment. @@ -2707,6 +2897,7 @@ Tools for conducting research, surveys, interviews, and data collection. - [Skyrxin/sast-mcp-server](https://github.com/Skyrxin/sast-mcp-server) [![Skyrxin/sast-mcp-server MCP server](https://glama.ai/mcp/servers/Skyrxin/sast-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Skyrxin/sast-mcp-server) 🐍 🏠 🍎 🪟 🐧 - SAST/DAST server exposing 11 security scanners (Bandit, Semgrep, Trivy, CodeQL, Checkov, Gitleaks, OSV-Scanner, Grype, OWASP ZAP, and more) with closed-loop remediation (scan→patch→re-scan→verify), SARIF/SBOM/VEX export, compliance reporting, and CI integrations (GitHub Advanced Security, DefectDojo, Slack, Jira). - [snyk/studio-mcp](https://github.com/snyk/studio-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Embeds Snyk's security engines into agentic workflows. Secures AI-generated code in real-time and accelerates the fixing vulnerability backlogs. - [StacklokLabs/osv-mcp](https://github.com/StacklokLabs/osv-mcp) 🏎️ ☁️ - Access the OSV (Open Source Vulnerabilities) database for vulnerability information. Query vulnerabilities by package version or commit, batch query multiple packages, and get detailed vulnerability information by ID. +- [Synvoya/codeinspectus](https://github.com/Synvoya/codeinspectus) [![codeinspectus MCP server](https://glama.ai/mcp/servers/Synvoya/codeinspectus/badges/score.svg)](https://glama.ai/mcp/servers/Synvoya/codeinspectus) 📇 🏠 🍎 - Local-first, zero-egress security scanner for AI-generated / "vibe-coded" JS/TS. Bundles Opengrep, Gitleaks & Trivy behind one CWE-keyed schema and adds AI-code-specific checks (client-side secret exposure, Supabase RLS, prompt-injection & LLM-output XSS sinks). No account, no telemetry. - [velvetway/minreestr-mcp](https://github.com/velvetway/minreestr-mcp) [![velvetway/minreestr-mcp MCP server](https://glama.ai/mcp/servers/velvetway/minreestr-mcp/badges/score.svg)](https://glama.ai/mcp/servers/velvetway/minreestr-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Search каталогпо.рф (Russian software registry, 26k+ products) for import-substitution and ФСТЭК/ФСБ-certified software discovery. Three tools: full-text search, manufacturer listing, featured products. Ideal for Russian security/compliance teams (152-ФЗ, 187-ФЗ) using Claude. - [vespo92/OPNSenseMCP](https://github.com/vespo92/OPNSenseMCP) 📇 🏠 - MCP Server for managing & interacting with Open Source NGFW OPNSense via Natural Language - [wei9072/aegis](https://github.com/wei9072/aegis) [![wei9072/aegis MCP server](https://glama.ai/mcp/servers/wei9072/aegis/badges/score.svg)](https://glama.ai/mcp/servers/wei9072/aegis) 🦀 🏠 🍎 🪟 🐧 - AI-agent admission-control MCP server: validates file edits against Ring 0 syntax + Ring 0.5 structural-cost regression + workspace boundary (path / glob / shell-redirect / symlink). Negative-space framing — emits BLOCK / WARN / PASS verdicts, never coaches the agent. @@ -2739,6 +2930,8 @@ Tools for conducting research, surveys, interviews, and data collection. - [WRG-11/wrg-sigma-rules](https://github.com/WRG-11/wrg-sigma-rules) [![WRG-11/wrg-sigma-rules MCP server](https://glama.ai/mcp/servers/WRG-11/wrg-sigma-rules/badges/score.svg)](https://glama.ai/mcp/servers/WRG-11/wrg-sigma-rules) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Sigma detection rule writing, validation, and conversion (Splunk/Elastic/Kibana/Wazuh) via 3 MCP tools (`draft_rule`, `validate_rule`, `convert_rule`) backed by a 61-rule production corpus across 11 MITRE ATT&CK tactic categories. Standalone server + Claude Code plugin distribution. - [BeBraveBeKind/mcpskills-server](https://github.com/BeBraveBeKind/mcpskills-server) [![BeBraveBeKind/mcpskills-server MCP server](https://glama.ai/mcp/servers/BeBraveBeKind/mcpskills-server/badges/score.svg)](https://glama.ai/mcp/servers/BeBraveBeKind/mcpskills-server) 📇 🏠 🍎 🪟 🐧 - Pre-install trust layer for MCP servers, AI skills, and npm packages. Scores any repo or package across 15 signals (incl. OSV/KEV/EPSS vulnerability intelligence) with safety scanning for prompt injection, credential theft, and supply-chain risk; the `auto_gate` tool returns a go/no-go install decision. Listed in the official MCP Registry as `io.mcpskills/server`. npm: `@mcpskillsio/server`. https://mcpskills.io - [gautam-u/sieve-mcp](https://github.com/gautam-u/sieve-mcp) [![gautam-u/sieve-mcp MCP server](https://glama.ai/mcp/servers/gautam-u/sieve-mcp/badges/score.svg)](https://glama.ai/mcp/servers/gautam-u/sieve-mcp) 🏠 🍎 - Local AI chat history secret scanner for macOS. Finds API keys and secrets leaked into Claude Code, Cursor, Copilot Chat, Cline, Codex, Gemini CLI, and other AI tool transcripts. 9 MCP tools: findings list with redacted previews, boolean secret detection (`sieve_check_text`), placeholder-only redaction (`sieve_redact_text` returns `sieve://project/key`, never raw values), vault-backed command execution, and scan health. Local-only stdio transport, macOS Keychain vault, no plaintext secrets in any tool response. [Mac App Store](https://apps.apple.com/app/sieve-ai-secret-scanner/id6747506504). +- [yessGlory17/job-verify](https://github.com/yessGlory17/job-verify) [![yessGlory17/job-verify MCP server](https://glama.ai/mcp/servers/yessGlory17/job-verify/badges/score.svg)](https://glama.ai/mcp/servers/yessGlory17/job-verify) 🐍 ☁️ 🍎 🪟 🐧 - Check whether a recruiter or job offer is a scam before you reply. Extracts entities (company, links, email, phone, wallets) from a pasted message and cross-checks company registration, domain age, look-alike/typosquat domains, phishing & malware blocklists, email deliverability, crypto-scam databases, and Internet Archive history — free OSINT, no API keys. + ### 🌐 Social Media Integration with social media platforms to allow posting, analytics, and interaction management. Enables AI-driven automation for social presence. @@ -2750,7 +2943,9 @@ Integration with social media platforms to allow posting, analytics, and interac - [BelleKou/mcp-viral-transformer](https://github.com/BelleKou/mcp-viral-transformer) [![BelleKou/mcp-viral-transformer MCP server](https://glama.ai/mcp/servers/BelleKou/mcp-viral-transformer/badges/score.svg)](https://glama.ai/mcp/servers/BelleKou/mcp-viral-transformer) 🐍 🏠 - Turn URLs into viral posts via "remake" command. - [checkra1neth/xbird](https://github.com/checkra1neth/xbird-skill) 📇 ☁️ 🏠 🍎 🪟 🐧 - Twitter/X MCP server with 34 tools — post tweets, search, read timelines, manage engagement, upload media. No API keys needed, uses browser cookies. Pay per call from $0.001 via x402 micropayments. - [conorbronsdon/substack-mcp](https://github.com/conorbronsdon/substack-mcp) [![substack-mcp MCP server](https://glama.ai/mcp/servers/conorbronsdon/substack-mcp/badges/score.svg)](https://glama.ai/mcp/servers/conorbronsdon/substack-mcp) 📇 ☁️ - MCP server for Substack — read posts, manage drafts, publish Notes, get comments, and upload images. Safe by design: cannot publish or delete posts. +- [davidmosiah/tiktok-agent-publisher](https://github.com/davidmosiah/tiktok-agent-publisher) [![TikTok Agent Publisher MCP server](https://glama.ai/mcp/servers/davidmosiah/tiktok-agent-publisher/badges/score.svg)](https://glama.ai/mcp/servers/davidmosiah/tiktok-agent-publisher) 📇 🏠 ☁️ 🍎 🪟 🐧 - Local-first TikTok Content Posting API MCP and CLI for agents, with OAuth readiness checks, dry-run publish flows and live uploads only when explicitly enabled. - [devag7/linkedin-mcp](https://github.com/devag7/linkedin-mcp) [![devag7/linkedin-mcp MCP server](https://glama.ai/mcp/servers/devag7/linkedin-mcp/badges/score.svg)](https://glama.ai/mcp/servers/devag7/linkedin-mcp) 📇 🏠 - LinkedIn for AI assistants over an authenticated browser session — profiles, people/job/company search, feed, messaging, and gated writes (connect, message, post, react, comment) returned as structured JSON, with built-in rate limiting. `npx -y linkedin-mcp-tools`. +- [farukkolip/tiktapdown-mcp](https://github.com/farukkolip/tiktapdown-mcp) [![tiktapdown-mcp MCP server](https://glama.ai/mcp/servers/farukkolip/tiktapdown-mcp/badges/score.svg)](https://glama.ai/mcp/servers/farukkolip/tiktapdown-mcp) 📇 🏠 🍎 🪟 🐧 - TikTok creator toolkit MCP — download videos without watermark, get curated 15-hashtag sets across 15 niches with strategy tips, look up best posting times for 12 countries, and generate viral hook formulas across 8 categories. No API keys, no signup, free. Install: `npx -y tiktapdown-mcp`. Companion to [tiktapdown.com](https://tiktapdown.com). - [gwbischof/bluesky-social-mcp](https://github.com/gwbischof/bluesky-social-mcp) 🐍 🏠 - An MCP server for interacting with Bluesky via the atproto client. - [helbertparanhos/postforme-mcp-pro](https://github.com/helbertparanhos/postforme-mcp-pro) [![helbertparanhos/postforme-mcp-pro MCP server](https://glama.ai/mcp/servers/helbertparanhos/postforme-mcp-pro/badges/score.svg)](https://glama.ai/mcp/servers/helbertparanhos/postforme-mcp-pro) 📇 🏠 ☁️ 🍎 🪟 🐧 - Post for Me MCP server with 27 typed tools to publish, schedule, edit, delete and analyze social posts across 9 platforms (Instagram, Facebook, TikTok, YouTube, X, LinkedIn, Pinterest, Bluesky, Threads), plus a postforme_raw escape hatch and a readonly safety mode. - [hiroata/meltbook-mcp-server](https://github.com/hiroata/meltbook) 📇 ☁️ - MCP server for meltbook, an AI-agent political discussion board. 50 AI agents autonomously post, vote, and debate Japanese politics. 11 tools for thread creation, posting, voting, and monitoring. @@ -2761,16 +2956,20 @@ Integration with social media platforms to allow posting, analytics, and interac - [karanb192/reddit-mcp-buddy](https://github.com/karanb192/reddit-mcp-buddy) 📇 🏠 - Browse Reddit posts, search content, and analyze user activity without API keys. Works out-of-the-box with Claude Desktop. - [king-of-the-grackles/reddit-research-mcp](https://github.com/king-of-the-grackles/reddit-research-mcp) 🐍 ☁️ - AI-powered Reddit intelligence for market research and competitive analysis. Discover subreddits via semantic search across 20k+ indexed communities, fetch posts/comments with full citations, and manage research feeds. No Reddit API credentials needed. - [kunallunia/twitter-mcp](https://github.com/LuniaKunal/mcp-twitter) 🐍 🏠 - All-in-one Twitter management solution providing timeline access, user tweet retrieval, hashtag monitoring, conversation analysis, direct messaging, sentiment analysis of a post, and complete post lifecycle control - all through a streamlined API. +- [llmops-pro/marketplace-mcp](https://github.com/llmops-pro/marketplace-mcp) [![llmops-pro/marketplace-mcp MCP server](https://glama.ai/mcp/servers/llmops-pro/marketplace-mcp/badges/score.svg)](https://glama.ai/mcp/servers/llmops-pro/marketplace-mcp) 📇 🏠 - Run a Shopstr / NOSTR marketplace storefront from an agent: create and update stalls and products in both the NIP-15 dialect (kind 30017/30018) and the Shopstr-modern dialect (kind 30019 shop + kind 30402 NIP-99 listings), including the Shopstr cache POST that makes cards actually render. 7 tools. `npx -y marketplace-mcp`. - [macrocosm-os/macrocosmos-mcp](https://github.com/macrocosm-os/macrocosmos-mcp) - 🎖️ 🐍 ☁️ Access real-time X/Reddit/YouTube data directly in your LLM applications with search phrases, users, and date filtering. - [MarceauSolutions/fitness-influencer-mcp](https://github.com/MarceauSolutions/fitness-influencer-mcp) 🐍 🏠 ☁️ - Fitness content creator workflow automation - video editing with jump cuts, revenue analytics, and branded content creation - [mikusnuz/meta-mcp](https://github.com/mikusnuz/meta-mcp) [![mikusnuz/meta-mcp MCP server](https://glama.ai/mcp/servers/mikusnuz/meta-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mikusnuz/meta-mcp) 📇 ☁️ - Full-coverage MCP server for Instagram Graph API v25.0, Threads API & Meta platform — 57 tools for publishing, comments, insights, hashtags, DMs, and token management. - [mobileshop9991-star/clipwise-mcp](https://github.com/mobileshop9991-star/clipwise-mcp) [![mobileshop9991-star/clipwise-mcp MCP server](https://glama.ai/mcp/servers/@mobileshop9991-star/clipwise-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@mobileshop9991-star/clipwise-mcp) 📇 ☁️ - AI platform for short-form video creators (TikTok, Instagram Reels, YouTube Shorts, Facebook Reels). Three tools — viral TikTok trend search across 20+ countries, service info, and use-case scenarios for video analysis, competitor research, and content strategy. Install: `npx -y clipwise-mcp-server`. Free plan at tryclipwise.com. +- [Perufitlife/postwire-mcp](https://github.com/Perufitlife/postwire-mcp) [![PostWire MCP server](https://glama.ai/mcp/servers/Perufitlife/postwire-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Perufitlife/postwire-mcp) 📇 ☁️ - Post to TikTok, Instagram, YouTube, X, LinkedIn, Bluesky, Telegram, Mastodon & Discord from any AI agent via one MCP tool (`post_to_social`). Connect accounts once; flat per-brand pricing. Install: `npx -y postwire-mcp`. - [peturgeorgievv-factory/postfast-mcp](https://github.com/peturgeorgievv-factory/postfast-mcp) [![postfast-mcp MCP server](https://glama.ai/mcp/servers/peturgeorgievv-factory/postfast-mcp/badges/score.svg)](https://glama.ai/mcp/servers/peturgeorgievv-factory/postfast-mcp) 📇 ☁️ - Schedule and manage social media posts across 10 platforms (Instagram, Facebook, TikTok, X, LinkedIn, YouTube, Threads, Pinterest, Bluesky, Telegram) from any MCP-compatible AI assistant. - [posteverywhere/mcp](https://github.com/posteverywhere/mcp) [![posteverywhere/mcp MCP server](https://glama.ai/mcp/servers/posteverywhere/mcp/badges/score.svg)](https://glama.ai/mcp/servers/posteverywhere/mcp) 📇 ☁️ 🏠 - Hosted MCP server to schedule and publish across 11 social platforms (Instagram, LinkedIn, TikTok, X, YouTube, Facebook, Threads, Pinterest, Bluesky, Discord, Telegram). 32 tools covering posts, campaigns, bulk operations, media, analytics, webhooks, and AI captions. Connect with one URL, or run locally via `npx -y @posteverywhere/mcp`. +- [publora/mcp-server](https://github.com/publora/mcp-server) [![publora/mcp-server MCP server](https://glama.ai/mcp/servers/publora/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/publora/mcp-server) 🎖️ 📇 ☁️ - Official Publora MCP server — schedule and publish posts across 10 social platforms (Twitter/X, LinkedIn, Instagram, Threads, TikTok, YouTube, Facebook, Bluesky, Mastodon, Telegram) from Claude, Cursor, or any MCP client. 18 tools for cross-platform posting, scheduling, media upload, and LinkedIn analytics. Hosted at mcp.publora.com. - [scrape-badger/scrapebadger-mcp](https://github.com/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](https://github.com/signal-found/sf-mcp) [![sf-mcp MCP server](https://glama.ai/mcp/servers/signal-found/sf-mcp/badges/score.svg)](https://glama.ai/mcp/servers/signal-found/sf-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Connect AI agents to Signal Found's proprietary Reddit outreach network. Find prospects posting about problems your product solves, send personalized DMs at scale via your own Reddit account or a managed bot network of hundreds of accounts, and manage a full outreach CRM — all without leaving your AI client. - [sinanefeozler/reddit-summarizer-mcp](https://github.com/sinanefeozler/reddit-summarizer-mcp) 🐍 🏠 ☁️ - MCP server for summarizing users's Reddit homepage or any subreddit based on posts and comments. - [socialintel/socialintel-mcp](https://github.com/socialintel/socialintel-mcp) [![socialintel/socialintel-mcp MCP server](https://glama.ai/mcp/servers/socialintel/social-intel-mcp/badges/score.svg)](https://glama.ai/mcp/servers/socialintel/social-intel-mcp) 🐍 ☁️ - Instagram influencer search API for AI agents — search by niche, country, demographics, or follower count, returns usernames, bios, follower counts, business categories, and public business emails. Single-profile lookup at $0.01; full search $0.50–$1.30 (1–100 leads). USDC on Base, Solana, Polygon, Arbitrum via x402 micropayments. No signup, no API keys. +- [sofya-co/sofya-mcp](https://github.com/sofya-co/sofya-mcp) [![sofya-co/sofya-mcp MCP server](https://glama.ai/mcp/servers/sofya-co/sofya-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sofya-co/sofya-mcp) 🎖️ 📇 ☁️ - Web tools for AI agents through the Sofya API. Search the web for full page content instead of snippets, fetch URLs as clean markdown (including PDFs), extract structured data from a page with a prompt, and run multi-source deep research that returns a cited report. - [taisly/agent](https://github.com/taisly/agent) [![taisly/agent MCP server](https://glama.ai/mcp/servers/taisly/agent/badges/score.svg)](https://glama.ai/mcp/servers/taisly/agent) 📇 ☁️ - Taisly Agent Kit MCP server for AI agent social media video publishing. Discover connected accounts, validate videos, publish or schedule posts to TikTok, Instagram Reels, YouTube Shorts, X, and Facebook through Taisly. Install: `npx -y @taisly/agent mcp`. Requires a Taisly API key and connected accounts. - [bulatko/vk-mcp-server](https://github.com/bulatko/vk-mcp-server) [![vk-mcp-server MCP server](https://glama.ai/mcp/servers/bulatko/vk-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/bulatko/vk-mcp-server) 📇 ☁️ - MCP server for VK (VKontakte) social network API. Access users, walls, groups, friends, newsfeed, photos, and community stats. - [solnk-dev/solnk-mcp](https://github.com/solnk-dev/solnk-mcp) [![solnk-dev/solnk-mcp MCP server](https://glama.ai/mcp/servers/solnk-dev/solnk-mcp/badges/score.svg)](https://glama.ai/mcp/servers/solnk-dev/solnk-mcp) 🎖️ 📇 ☁️ - Official Solnk MCP server — publish and schedule content across 9 platforms (X, Instagram, TikTok, YouTube, Facebook, LinkedIn, Pinterest, Threads, Bluesky) from any MCP client. 11 tools for publishing, drafts, scheduling, media upload, and post analytics. Hosted at mcp.solnk.com with bearer API key auth. @@ -2783,12 +2982,14 @@ Integration with social media platforms to allow posting, analytics, and interac 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. - [astroway/astroway-mcp](https://github.com/astroway/astroway-mcp) [![astroway/astroway-mcp MCP server](https://glama.ai/mcp/servers/astroway/astroway-mcp/badges/score.svg)](https://glama.ai/mcp/servers/astroway/astroway-mcp) 📇 ☁️ 🍎 🪟 🐧 - Comprehensive astrology MCP exposing every endpoint of the AstroWay Calculation API — natal charts, synastry, transits, Vedic dashas (Vimshottari, Yogini, Ashtottari, Kalachakra), 16 Vargas, Tarot (Rider-Waite-Smith / Marseille / Lenormand), Numerology (5 systems), Human Design, AI horoscopes. Sub-arcsecond Swiss Ephemeris precision, 10 000 free credits/month. Install: `npx @astroway/mcp`. +- [davidmosiah/astral-mcp](https://github.com/davidmosiah/astral-mcp) [![Astral MCP server](https://glama.ai/mcp/servers/davidmosiah/astral-mcp/badges/score.svg)](https://glama.ai/mcp/servers/davidmosiah/astral-mcp) 📇 🏠 🍎 🪟 🐧 - Zero-setup astrology MCP server for natal charts, current transits, synastry, Moon phases and birthplace lookup, with privacy modes for compact agent payloads. - [openfate-ai/bazi-mcp](https://github.com/openfate-ai/bazi-mcp) [![openfate-ai/bazi-mcp MCP server](https://glama.ai/mcp/servers/openfate-ai/bazi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/openfate-ai/bazi-mcp) 📇 🏠 🍎 🪟 🐧 - Deterministic Bazi / Four Pillars MCP server with True Solar Time, lunar/solar conversion, Da Yun luck cycles, branch interactions, reverse Bazi lookup, and OpenFate calculation metadata. Install: `npx -y @openfate/bazi-mcp`. ### 🏃 Sports Tools for accessing sports-related data, results, and statistics. +- [anup-shesh/garmin-local-mcp](https://github.com/anup-shesh/garmin-local-mcp) [![anup-shesh/garmin-local-mcp MCP server](https://glama.ai/mcp/servers/anup-shesh/garmin-local-mcp/badges/score.svg)](https://glama.ai/mcp/servers/anup-shesh/garmin-local-mcp) 🐍 🏠 🍎 🪟 🐧 - Local-first Garmin data warehouse: incremental sync into SQLite you own, with server-side trends, lag-aware correlations, personal baselines, and anomaly detection returned as compact tables. Analysis keeps working offline when Garmin's API breaks, and a zero-auth FIT-bundle import fills gaps with no login at all. - [arturogarrido/claudinho](https://github.com/arturogarrido/claudinho) [![arturogarrido/claudinho MCP server](https://glama.ai/mcp/servers/arturogarrido/claudinho/badges/score.svg)](https://glama.ai/mcp/servers/arturogarrido/claudinho) 📇 🏠 🍎 🪟 🐧 - Live scores, fixtures, standings, and read-only prediction-market signals for the 2026 World Cup. No API keys. - [Backspace-me/sportscore-mcp](https://github.com/Backspace-me/sportscore-mcp) [![Backspace-me/sportscore-mcp MCP server](https://glama.ai/mcp/servers/Backspace-me/sportscore-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Backspace-me/sportscore-mcp) 📇 ☁️ 🍎 🪟 🐧 - Live scores, standings, top scorers, player stats, and knockout brackets for football, basketball, cricket, and tennis. Free public API, no key required. - [cloudbet/sports-mcp-server](https://github.com/cloudbet/sports-mcp-server) 🏎️ ☁️ – Access structured sports data via the Cloudbet API. Query upcoming events, live odds, stake limits, and market info across soccer, basketball, tennis, esports, and more. @@ -2800,8 +3001,10 @@ Tools for accessing sports-related data, results, and statistics. - [jordanlyall/wc26-mcp](https://github.com/jordanlyall/wc26-mcp) [![wc26-mcp MCP server](https://glama.ai/mcp/servers/@jordanlyall/wc26-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@jordanlyall/wc26-mcp) 📇 🏠 🍎 🪟 🐧 - FIFA World Cup 2026 data — 18 tools covering matches, teams, venues, city guides, fan zones, visa requirements, injuries, odds, standings, and more. Zero API keys needed. - [khaoss85/arvo-mcp](https://github.com/khaoss85/arvo-mcp) 📇 ☁️ - AI workout coach MCP server for Arvo. Access training data, workout history, personal records, body progress, and 29 fitness tools through Claude Desktop. - [labeveryday/nba_mcp_server](https://github.com/labeveryday/nba_mcp_server) 🐍 🏠 - Access live and historical NBA statistics including player stats, game scores, team data, and advanced analytics via Model Context Protocol +- [lacausecrypto/mcp-sports-hub](https://github.com/lacausecrypto/mcp-sports-hub) [![lacausecrypto/mcp-sports-hub MCP server](https://glama.ai/mcp/servers/lacausecrypto/mcp-sports-hub/badges/score.svg)](https://glama.ai/mcp/servers/lacausecrypto/mcp-sports-hub) 📇 🏠 🍎 🪟 🐧 - Unified server aggregating 41 sports-data providers (~396 tools): live scores, standings, player stats, betting odds, F1/MotoGP/NASCAR, esports, chess, and more across NFL, NBA, MLB, NHL, soccer, tennis, cricket, golf, and MMA. 19 providers need no API key; provider filtering via presets. Also exposes MCP resources & prompts. `npx mcp-sports-hub` - [mikechao/balldontlie-mcp](https://github.com/mikechao/balldontlie-mcp) 📇 - MCP server that integrates balldontlie api to provide information about players, teams and games for the NBA, NFL and MLB - [Milofax/xert-mcp](https://github.com/Milofax/xert-mcp) 📇 ☁️ - MCP server for XERT cycling analytics — access fitness signature (FTP, HIE, PP), training status, workouts, activities with XSS metrics, and MPA analysis. +- [NasserAlbusaidi/macrofactor-mcp](https://github.com/NasserAlbusaidi/macrofactor-mcp) [![NasserAlbusaidi/macrofactor-mcp MCP server](https://glama.ai/mcp/servers/NasserAlbusaidi/macrofactor-mcp/badges/score.svg)](https://glama.ai/mcp/servers/NasserAlbusaidi/macrofactor-mcp) 🐍 🏠 🍎 🐧 - Fueling & recovery decision engine combining MacroFactor nutrition data with Garmin training data. Recovery checks, daily briefings, weekly reports, and nutrition-performance correlations over your own local data. Install: `uvx macrofactor-mcp`. - [partymola/fitbit-mcp](https://github.com/partymola/fitbit-mcp) [![partymola/fitbit-mcp MCP server](https://glama.ai/mcp/servers/partymola/fitbit-mcp/badges/score.svg)](https://glama.ai/mcp/servers/partymola/fitbit-mcp) 🐍 ☁️ 🏠 - MCP server for the Fitbit Web API. OAuth 2.0 PKCE, local SQLite cache with auto-sync, and trend analysis. Tools for heart rate, activity, exercises, sleep, weight, SpO2, and HRV. - [proplineapi/propline-mcp](https://github.com/proplineapi/propline-mcp) [![proplineapi/propline-mcp MCP server](https://glama.ai/mcp/servers/proplineapi/propline-mcp/badges/score.svg)](https://glama.ai/mcp/servers/proplineapi/propline-mcp) 📇 ☁️ - Live sports betting odds, cross-book +EV, and graded prop resolution (every Over/Under settled against real box scores) across 13 sportsbooks for MLB, NBA, NHL, NFL, soccer, and UFC. the-odds-api compatible; free tier, no card. - [r-huijts/firstcycling-mcp](https://github.com/r-huijts/firstcycling-mcp) 📇 ☁️ - Access cycling race data, results, and statistics through natural language. Features include retrieving start lists, race results, and rider information from firstcycling.com. @@ -2820,6 +3023,7 @@ Tools for managing customer support, IT service management, and helpdesk operati - [michaelrice/zendesk-mcp](https://github.com/michaelrice/zendesk-mcp) [![michaelrice/zendesk-mcp MCP server](https://glama.ai/mcp/servers/michaelrice/zendesk-mcp/badges/score.svg)](https://glama.ai/mcp/servers/michaelrice/zendesk-mcp) 🐍 ☁️ 🍎 🪟 🐧 - MCP server for Zendesk. Read/write tools for tickets, comments, views, macros, users, groups, organizations, and time tracking; optional Help Center knowledge base and Git-Zen GitLab integration. - [nguyenvanduocit/jira-mcp](https://github.com/nguyenvanduocit/jira-mcp) 🏎️ ☁️ - A Go-based MCP connector for Jira that enables AI assistants like Claude to interact with Atlassian Jira. This tool provides a seamless interface for AI models to perform common Jira operations including issue management, sprint planning, and workflow transitions. - [raalarcon9705/jira-mcp](https://github.com/raalarcon9705/jira-mcp) [![raalarcon9705/jira-mcp MCP server](https://glama.ai/mcp/servers/raalarcon9705/jira-mcp/badges/score.svg)](https://glama.ai/mcp/servers/raalarcon9705/jira-mcp) 📇 ☁️ - Full-featured open source Jira & Confluence MCP server with 24 tools: issue CRUD, sprint lifecycle, comments, transitions, user management, and wiki pages. +- [selic/mcp-itglue](https://github.com/selic/mcp-itglue) [![selic/mcp-itglue MCP server](https://glama.ai/mcp/servers/selic/mcp-itglue/badges/score.svg)](https://glama.ai/mcp/servers/selic/mcp-itglue) 📇 ☁️ - MCP server for IT Glue, the MSP documentation platform. Semantic vector search over documentation, document and flexible-asset read/write, role-based access control, and bring-your-own-key support. - [sooperset/mcp-atlassian](https://github.com/sooperset/mcp-atlassian) 🐍 ☁️ - MCP server for Atlassian products (Confluence and Jira). Supports Confluence Cloud, Jira Cloud, and Jira Server/Data Center. Provides comprehensive tools for searching, reading, creating, and managing content across Atlassian workspaces. - [tom28881/mcp-jira-server](https://github.com/tom28881/mcp-jira-server) 📇 ☁️ 🏠 - Comprehensive TypeScript MCP server for Jira with 20+ tools covering complete project management workflow: issue CRUD, sprint management, comments/history, attachments, batch operations. - [tracegazer/invgate-service-desk-mcp](https://github.com/tracegazer/invgate-service-desk-mcp) [![tracegazer/invgate-service-desk-mcp MCP server](https://glama.ai/mcp/servers/tracegazer/invgate-service-desk-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tracegazer/invgate-service-desk-mcp) 🐍 ☁️ - MCP server for InvGate Service Desk: 96 tools across 11 domains (incidents, users, knowledge base, assets, custom fields, workflows, time tracking), read-only by default with opt-in writes. @@ -2845,6 +3049,7 @@ Tools for converting text-to-speech and vice-versa - [daisys-ai/daisys-mcp](https://github.com/daisys-ai/daisys-mcp) 🐍 🏠 🍎 🪟 🐧 - Generate high-quality text-to-speech and text-to-voice outputs using the [DAISYS](https://www.daisys.ai/) platform and make it able to play and store audio generated. - [fasuizu-br/brainiall-mcp-server](https://github.com/fasuizu-br/brainiall-mcp-server) [![brainiall-mcp-server MCP server](https://glama.ai/mcp/servers/fasuizu-br/brainiall-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/fasuizu-br/brainiall-mcp-server) 🐍 ☁️ - AI-powered speech tools: pronunciation assessment with phoneme-level feedback, speech-to-text with language detection, and text-to-speech with multiple voices. +- [forgemeshlabs/voice-mcp](https://github.com/forgemeshlabs/voice-mcp) [![voice-mcp MCP server](https://glama.ai/mcp/servers/forgemeshlabs/voice-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forgemeshlabs/voice-mcp) 📇 ☁️ - Give Your Agent A Voice: x402 pay-per-call speech on Base with 20 voices, 10 personas, 31 languages, granular speed/quality controls, OpenAI-shaped requests, voice samples, and batch audio. - [mbailey/voice-mcp](https://github.com/mbailey/voice-mcp) 🐍 🏠 - Complete voice interaction server supporting speech-to-text, text-to-speech, and real-time voice conversations through local microphone, OpenAI-compatible APIs, and LiveKit integration - [mberg/kokoro-tts-mcp](https://github.com/mberg/kokoro-tts-mcp) 🐍 🏠 - MCP Server that uses the open weight Kokoro TTS models to convert text-to-speech. Can convert text to MP3 on a local driver or auto-upload to an S3 bucket. - [supertone-inc/supertone-mcp](https://github.com/supertone-inc/supertone-mcp) [![supertone-inc/supertone-mcp MCP server](https://glama.ai/mcp/servers/supertone-inc/supertone-mcp/badges/score.svg)](https://glama.ai/mcp/servers/supertone-inc/supertone-mcp) 🐍 ☁️ 🍎 🪟 🐧 - High-quality Supertone TTS API: generate speech, search & preview the voice catalog, predict duration/cost, and clone voices. Korean, English, Japanese, and 20+ more languages. Install via `uvx supertone-mcp`. @@ -2861,15 +3066,18 @@ Access to travel and transportation information. Enables querying schedules, rou - [cobanov/teslamate-mcp](https://github.com/cobanov/teslamate-mcp) 🐍 🏠 - A Model Context Protocol (MCP) server that provides access to your TeslaMate database, allowing AI assistants to query Tesla vehicle data and analytics. - [forgemeshlabs/travel-agent-mcp](https://github.com/forgemeshlabs/travel-agent-mcp) [![forgemeshlabs/travel-agent-mcp MCP server](https://glama.ai/mcp/servers/forgemeshlabs/travel-agent-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forgemeshlabs/travel-agent-mcp) 📇 ☁️ - Free travel utilities plus live x402 travel intelligence: $0.01 Travel Pulse disruption and emergency-awareness checks, day trips, weekend getaways, creator experiences, weather-aware planning, mobility options, currency conversion, airport checks, and timing guidance. - [forgemeshlabs/travel-mcp](https://github.com/forgemeshlabs/travel-mcp) [![forgemeshlabs/travel-mcp MCP server](https://glama.ai/mcp/servers/forgemeshlabs/travel-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forgemeshlabs/travel-mcp) 📇 ☁️ - Public travel search workflow MCP server for airport lookup, route comparison, timing guidance, and external booking links through generic travel search providers. +- [HemmaBo-se/hemmabo-mcp-server](https://github.com/HemmaBo-se/hemmabo-mcp-server) [![HemmaBo-se/hemmabo-mcp-server MCP server](https://glama.ai/mcp/servers/HemmaBo-se/hemmabo-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/HemmaBo-se/hemmabo-mcp-server) 📇 ☁️ 🎖️ - Host-owned, agent-native direct booking for vacation rentals: agents discover a host's own domain, verify a host-domain signed (VRP · Ed25519/JWKS) stay offer, read live availability and pricing, and book directly at 0% commission. Live endpoint: https://www.hemmabo.com/mcp - [haomingkoo/japan-seasons-mcp](https://github.com/haomingkoo/japan-seasons-mcp) [![japan-seasons-mcp MCP server](https://glama.ai/mcp/servers/haomingkoo/japan-seasons-mcp/badges/score.svg)](https://glama.ai/mcp/servers/haomingkoo/japan-seasons-mcp) 📇 ☁️ - Live Japan seasonal travel — cherry blossom forecasts, autumn leaves, flower spots, fruit picking & festivals. 1,700+ GPS-tagged spots from Japan Meteorological Corporation. Updated daily. - [lodordev/mcp-teslamate-fleet](https://github.com/lodordev/mcp-teslamate-fleet) [![mcp-teslamate-fleet](https://glama.ai/mcp/servers/lodordev/mcp-teslamate-fleet/badges/score.svg)](https://glama.ai/mcp/servers/lodordev/mcp-teslamate-fleet) 🐍 🏠 - Combined TeslaMate analytics + Fleet API commands — 29 tools for vehicle telemetry, driving history, energy analytics, and remote control (climate, charging, locks, sentry). - [helpful-AIs/triplyfy-mcp](https://github.com/helpful-AIs/triplyfy-mcp) 📇 ☁️ - An MCP server that lets LLMs plan and manage itineraries with interactive maps in Triplyfy; manage itineraries, places and notes, and search/save flights. - [johnanleitner1-Coder/lastminutedeals-api](https://github.com/johnanleitner1-Coder/lastminutedeals-api) [![A A A](https://glama.ai/mcp/servers/johnanleitner1-Coder/lastminutedeals-api/badges/score.svg)](https://glama.ai/mcp/servers/johnanleitner1-Coder/lastminutedeals-api) 🐍 ☁️ - Real-time last-minute tour and activity booking. 8,000+ live slots from 29 suppliers across 16 countries via OCTO open standard. Search availability, create Stripe checkouts, and track bookings. +- [jordantete/verychic-mcp](https://github.com/jordantete/verychic-mcp) [![jordantete/verychic-mcp MCP server](https://glama.ai/mcp/servers/jordantete/verychic-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jordantete/verychic-mcp) 🐍 🏠 - Read-only, anonymous access to VeryChic flash-sale hotel deals — search and filter offers and read availability and prices by date. No account or API key; runs via `uvx`. - [KyrieTangSheng/mcp-server-nationalparks](https://github.com/KyrieTangSheng/mcp-server-nationalparks) 📇 ☁️ - National Park Service API integration providing latest information of park details, alerts, visitor centers, campgrounds, and events for U.S. National Parks - [lucygoodchild/mcp-national-rail](https://github.com/lucygoodchild/mcp-national-rail) 📇 ☁️ - An MCP server for UK National Rail trains service, providing train schedules and live travel information, intergrating the Realtime Trains API - [MarceauSolutions/rideshare-comparison-mcp](https://github.com/MarceauSolutions/rideshare-comparison-mcp) 🐍 ☁️ - Compare Uber and Lyft prices for any route in real-time with fare estimates, surge pricing info, and cheapest option recommendations - [MattJeff/orizn-mcp-server](https://github.com/MattJeff/orizn-mcp-server) [![MattJeff/orizn-mcp-server](https://glama.ai/mcp/servers/MattJeff/orizn-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/MattJeff/orizn-mcp-server) 📇 ☁️ - Visa requirements for 39,585 passport-destination pairs in 15 languages. Check visa types, required documents, and travel tips. - [openbnb-org/mcp-server-airbnb](https://github.com/openbnb-org/mcp-server-airbnb) 📇 ☁️ - Provides tools to search Airbnb and get listing details. +- [OctoTrip/rental-cars](https://github.com/OctoTrip/rental-cars) [![OctoTrip/rental-cars MCP server](https://glama.ai/mcp/servers/OctoTrip/rental-cars/badges/score.svg)](https://glama.ai/mcp/servers/OctoTrip/rental-cars) 🐍 ☁️ - Free rental car search with real-time pricing from multiple providers worldwide. No API key required. Hosted at mcp.octotrip.app. - [pab1it0/tripadvisor-mcp](https://github.com/pab1it0/tripadvisor-mcp) 📇 🐍 - A MCP server that enables LLMs to interact with Tripadvisor API, supporting location data, reviews, and photos through standardized MCP interfaces - [PeanutSplash/chelaile-mcp](https://github.com/PeanutSplash/chelaile-mcp) [![PeanutSplash/chelaile-mcp MCP server](https://glama.ai/mcp/servers/PeanutSplash/chelaile-mcp/badges/score.svg)](https://glama.ai/mcp/servers/PeanutSplash/chelaile-mcp) 📇 🏠 🍎 🪟 🐧 - A Chelaile-powered MCP server that lets LLMs query realtime bus and metro data in China — arrival times, vehicle positions, timetables, nearby stops, and transit routing. No login required. - [Perufitlife/aviation-mcp](https://github.com/Perufitlife/aviation-mcp) [![Perufitlife/aviation-mcp MCP server](https://glama.ai/mcp/servers/Perufitlife/aviation-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Perufitlife/aviation-mcp) 📇 ☁️ - Live aviation data for AI agents: decoded METAR weather by ICAO, airport & aircraft specs, an aviation glossary, and FAA-style practice questions. Hosted (Streamable HTTP + SSE), no signup. @@ -2886,6 +3094,7 @@ Access to travel and transportation information. Enables querying schedules, rou - [vbhjckfd/timetable-api-node](https://github.com/vbhjckfd/timetable-api-node) [![vbhjckfd/timetable-api-node MCP server](https://glama.ai/mcp/servers/vbhjckfd/timetable-api-node/badges/score.svg)](https://glama.ai/mcp/servers/vbhjckfd/timetable-api-node) 📇 ☁️ - Real-time Lviv (Ukraine) public transport: stop arrivals, live vehicle positions, route geometry, and nearby stop discovery. No API key required. - [vessel-api/vesselapi-mcp](https://github.com/vessel-api/vesselapi-mcp) [![vessel-api-mcp-server MCP server](https://glama.ai/mcp/servers/@vessel-api/vessel-api-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@vessel-api/vessel-api-mcp-server) 📇 ☁️ - Maritime vessel tracking via VesselAPI. Search vessels, get real-time positions, ETAs, port events, emissions, inspections, and NAVTEX safety messages. - [victorlane/Flyan](https://github.com/victorlane/Flyan) [![victorlane/Flyan MCP server](https://glama.ai/mcp/servers/victorlane/Flyan/badges/score.svg)](https://glama.ai/mcp/servers/victorlane/Flyan) 🐍 ☁️ - Unofficial Python SDK and MCP server for Ryanair flight search. Find one-way fares, explore destinations grouped by country or region, and discover the cheapest day to fly between any two airports. No API keys. +- [VirajMishra1/wander-agent](https://github.com/VirajMishra1/wander-agent) [![VirajMishra1/wander-agent MCP server](https://glama.ai/mcp/servers/VirajMishra1/wander-agent/badges/score.svg)](https://glama.ai/mcp/servers/VirajMishra1/wander-agent) 🐍 🏠 🍎 🪟 🐧 - Personal travel agent with 66 tools — flights, hotels, visa checks, itinerary planning, travel advisories, currency conversion, passport power index, and credit card points/miles optimization. Offline-capable profile stores home airports, passports, and card portfolio. Install: `pip install wander-agent`. - [Emanuele94/SimBrief-MCPServer](https://github.com/Emanuele94/SimBrief-MCPServer) [![Emanuele94/SimBrief-MCPServer MCP server](https://glama.ai/mcp/servers/Emanuele94/SimBrief-MCPServer/badges/score.svg)](https://glama.ai/mcp/servers/Emanuele94/SimBrief-MCPServer) 🐍 🏠 🍎 🪟 🐧 - Access your SimBrief flight plans. 14 tools covering flight summary, weather (METAR/TAF/ATIS), fuel plan, weights, times, ATC flight plan, navlog, NOTAMs, alternate airport, crew and performance sensitivity analysis. ### 🔄 Version Control @@ -2894,6 +3103,7 @@ Interact with Git repositories and version control platforms. Enables repository - [adhikasp/mcp-git-ingest](https://github.com/adhikasp/mcp-git-ingest) 🐍 🏠 - Read and analyze GitHub repositories with your LLM - [costajohnt/oss-autopilot](https://github.com/costajohnt/oss-autopilot) [![costajohnt/oss-autopilot MCP server](https://glama.ai/mcp/servers/costajohnt/oss-autopilot/badges/score.svg)](https://glama.ai/mcp/servers/costajohnt/oss-autopilot) 📇 ☁️ 🏠 🍎 🪟 🐧 - Open source contribution manager with PR tracking across repos, issue discovery, CI failure diagnosis, and maintainer response drafting. Available as CLI, MCP server, and Claude Code plugin. +- [daniloneto/bitbucket-mcp](https://github.com/daniloneto/bitbucket-mcp) [![daniloneto/bitbucket-mcp MCP server](https://glama.ai/mcp/servers/daniloneto/bitbucket-mcp/badges/score.svg)](https://glama.ai/mcp/servers/daniloneto/bitbucket-mcp) 📇 ☁️ - MCP server for Bitbucket Cloud focused on pull-request review — read PRs, diffs, comments, commits, files and the repo tree; post inline/general comments, approve, or request changes. Uses Atlassian API tokens (stdio). - [ddukbg/github-enterprise-mcp](https://github.com/ddukbg/github-enterprise-mcp) 📇 ☁️ 🏠 - MCP server for GitHub Enterprise API integration - [gitea/gitea-mcp](https://gitea.com/gitea/gitea-mcp) 🎖️ 🏎️ ☁️ 🏠 🍎 🪟 🐧 - Interactive with Gitea instances with MCP. - [github/github-mcp-server](https://github.com/github/github-mcp-server) 📇 ☁️ - Official GitHub server for integration with repository management, PRs, issues, and more. @@ -2911,6 +3121,7 @@ Interact with Git repositories and version control platforms. Enables repository - [TamiShaks-2/git-context-mcp](https://github.com/TamiShaks-2/git-context-mcp) 🐍 🏠 - Local MCP server that provides structured Git repository analysis (project status, recent activity, code map, and risk hotspots) for AI coding agents. - [theonedev/tod](https://github.com/theonedev/tod/blob/main/mcp.md) 🏎️ 🏠 - A MCP server for OneDev for CI/CD pipeline editing, issue workflow automation, and pull request review - [Tiberriver256/mcp-server-azure-devops](https://github.com/Tiberriver256/mcp-server-azure-devops) 📇 ☁️ - Azure DevOps integration for repository management, work items, and pipelines. +- [wkoverfield/quilt](https://github.com/wkoverfield/quilt) [![wkoverfield/quilt MCP server](https://glama.ai/mcp/servers/wkoverfield/quilt/badges/score.svg)](https://glama.ai/mcp/servers/wkoverfield/quilt) 📇 🏠 🍎 🪟 🐧 - Line-level authorship for a shared Git checkout, so multiple AI coding agents work in one repo and each commits only its own lines. Symbol-level claims prevent collisions and every commit is an ordinary Git commit. - [zach-snell/bbkt](https://github.com/zach-snell/bbkt) [![bbkt MCP server](https://glama.ai/mcp/servers/zach-snell/bbkt/badges/score.svg)](https://glama.ai/mcp/servers/zach-snell/bbkt) 🏎️ ☁️ 🍎 🪟 🐧 - Bitbucket Cloud CLI and MCP server. Manages workspaces, repos, PRs, pipelines, issues, and source code. Token introspection hides tools the API key can't use. ### 🏢 Workplace & Productivity @@ -2926,14 +3137,17 @@ Interact with Git repositories and version control platforms. Enables repository - [benmonopoli/open-greenhouse-mcp](https://github.com/benmonopoli/open-greenhouse-mcp) [![benmonopoli/open-greenhouse-mcp MCP server](https://glama.ai/mcp/servers/benmonopoli/open-greenhouse-mcp/badges/score.svg)](https://glama.ai/mcp/servers/benmonopoli/open-greenhouse-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Production-ready MCP server for [Greenhouse](https://www.greenhouse.com) ATS with 175 tools for recruiting teams. Role-based profiles (full/recruiter/read-only), composite workflow tools for pipeline views, analytics, candidate search, and bulk operations. - [bobbyrgoldsmith/quarterback](https://github.com/bobbyrgoldsmith/quarterback) 🐍 🏠 🍎 🐧 - Strategic task prioritization and agent orchestration for multi-project operators. 22 MCP tools with 5-factor scoring engine, advisory document analysis, agent dispatch with autonomy levels, HMAC webhooks, time-aware planning, and CI/CD integration. Standalone CLI + MCP server. - [bug-breeder/quip-mcp](https://github.com/bug-breeder/quip-mcp) 📇 ☁️ 🍎 🪟 🐧 - A Model Context Protocol (MCP) server providing AI assistants with comprehensive Quip document access and management. Enables document lifecycle management, smart search, comment management, and secure token-based authentication for both Quip.com and enterprise instances. +- [bzdOS/hubd](https://github.com/bzdOS/hubd) [![bzdOS/hubd MCP server](https://glama.ai/mcp/servers/bzdOS/hubd/badges/score.svg)](https://glama.ai/mcp/servers/bzdOS/hubd) 📇 🏠 - Files-first project hub for teams of humans and AI agents: shared journal, cross-project tasks, agent queues, and a read-only kanban. MCP server + CLI, zero dependencies. - [ayo-nci/bulkrender-mcp](https://github.com/ayo-nci/bulkrender-mcp) [![ayo-nci/bulkrender-mcp MCP server](https://glama.ai/mcp/servers/ayo-nci/bulkrender-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ayo-nci/bulkrender-mcp) 📇 ☁️ - Generate DOCX and PDF documents from reusable templates at scale. Upload a DOCX template once, call `generate_document` or `generate_batch` with JSON data, and receive a signed download link. Walk-in `acp_*` tools let agents pay per-session via Stripe with no account required. `npx bulkrender-mcp` - [can4hou6joeng4/boss-agent-cli](https://github.com/can4hou6joeng4/boss-agent-cli) [![can4hou6joeng4/boss-agent-cli MCP server](https://glama.ai/mcp/servers/can4hou6joeng4/boss-agent-cli/badges/score.svg)](https://glama.ai/mcp/servers/can4hou6joeng4/boss-agent-cli) 🐍 🏠 🍎 🪟 🐧 - BOSS Zhipin recruitment workflow for AI agents. 49 MCP tools for job search, welfare filtering, recruiter messaging, pipeline tracking, and resume optimization. +- [donggyun112/keymem](https://github.com/donggyun112/keymem) [![donggyun112/keymem MCP server](https://glama.ai/mcp/servers/donggyun112/keymem/badges/score.svg)](https://glama.ai/mcp/servers/donggyun112/keymem) 📇 🏠 🍎 🪟 🐧 - Associative key-graph memory for LLM agents — recall by association, not vector similarity. - [ByAxe/keynote-mcp](https://github.com/ByAxe/keynote-mcp) [![ByAxe/keynote-mcp MCP server](https://glama.ai/mcp/servers/ByAxe/keynote-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ByAxe/keynote-mcp) 🐍 🏠 🍎 - MCP server for full control of Apple Keynote through AppleScript automation. Create, edit, and export presentations via natural language with 30+ tools covering slides, content, layout, and Unsplash image integration. Ships with a Claude Skill for design patterns and font workarounds. - [conorbronsdon/gws-mcp-server](https://github.com/conorbronsdon/gws-mcp-server) [![gws-mcp-server MCP server](https://glama.ai/mcp/servers/@conorbronsdon/gws-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@conorbronsdon/gws-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Google Workspace MCP server exposing 23 curated tools for Drive, Sheets, Calendar, Docs, and Gmail via the gws CLI. - [ContextPulse/contextpulse](https://github.com/ContextPulse/contextpulse) [![ContextPulse MCP server](https://glama.ai/mcp/servers/ContextPulse/contextpulse/badges/score.svg)](https://glama.ai/mcp/servers/ContextPulse/contextpulse) 🐍 🏠 🍎 🪟 - Local-first desktop context server for AI agents. Captures screen (OCR), voice (Whisper), keyboard/mouse activity, and clipboard. Exposes 35 MCP tools for screen capture, voice transcription, activity history, semantic memory, and project detection. Zero cloud dependency. AGPL-3.0. - [corbym/backlog-mcp](https://github.com/corbym/backlog-mcp) [![corbym/backlog-mcp MCP server](https://glama.ai/mcp/servers/corbym/backlog-mcp/badges/score.svg)](https://glama.ai/mcp/servers/corbym/backlog-mcp) 🏎️ 🏠 🍎 🪟 🐧 - MCP server that gives AI agents structured read/write access to a story-based project backlog. Agents can list stories, read content, update status, and append notes — all backed by plain markdown files versioned in your repository. - [Dan8Oren/mcp-apple-notes](https://github.com/Dan8Oren/mcp-apple-notes) [![Dan8Oren/mcp-apple-notes MCP server](https://glama.ai/mcp/servers/Dan8Oren/mcp-apple-notes/badges/score.svg)](https://glama.ai/mcp/servers/Dan8Oren/mcp-apple-notes) 📇 🏠 🍎 - Semantic search and RAG over Apple Notes with on-device embeddings, full CRUD, folder management, and fuzzy title matching. 10 tools. Runs fully locally — no API keys required. - [dearlordylord/huly-mcp](https://github.com/dearlordylord/huly-mcp) [![huly-mcp MCP server](https://glama.ai/mcp/servers/@dearlordylord/huly-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@dearlordylord/huly-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - MCP server for Huly project management. Query issues, create and update tasks, manage labels and priorities. +- [dpkdhingra91/aiia-mcp-server](https://github.com/dpkdhingra91/aiia-mcp-server) [![dpkdhingra91/aiia-mcp-server MCP server](https://glama.ai/mcp/servers/dpkdhingra91/aiia-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/dpkdhingra91/aiia-mcp-server) 🎖️ 🐍 ☁️ - Official MCP server for [AI Interview Agents](https://www.aiinterviewagents.com): create roles from a job description, screen and parse CVs, schedule and manage candidate voice interviews, send reminders, and read back scored reports with transcripts. Supports English, Hindi and other Indian languages. - [davegomez/fizzy-mcp](https://github.com/davegomez/fizzy-mcp) [![fizzy-mcp MCP server](https://glama.ai/mcp/servers/@davegomez/fizzy-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@davegomez/fizzy-mcp) 📇 ☁️ - MCP server for [Fizzy](https://fizzy.do) kanban task management with tools for boards, cards, comments, and checklists. - [delega-dev/delega-mcp](https://github.com/delega-dev/delega-mcp) [![delega-mcp MCP server](https://glama.ai/mcp/servers/delega-dev/delega-mcp/badges/score.svg)](https://glama.ai/mcp/servers/delega-dev/delega-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Task management API built for AI agents. Create, delegate, and track tasks with agent identity, delegation chains, lifecycle webhooks, and persistent context. Self-hosted or hosted tier at [delega.dev](https://delega.dev). - [devroopsaha744/TexMCP](https://github.com/devroopsaha744/TexMCP) 🐍 🏠 - An MCP server that converts LaTeX into high-quality PDF documents. It provides tools for rendering both raw LaTeX input and customizable templates, producing shareable, production-ready artifacts such as reports, resumes, and research papers. @@ -2995,6 +3209,8 @@ Interact with Git repositories and version control platforms. Enables repository - [bit2beat/bitrix24-mcp](https://github.com/bit2beat/bitrix24-mcp) [![bit2beat/bitrix24-mcp MCP server](https://glama.ai/mcp/servers/bit2beat/bitrix24-mcp/badges/score.svg)](https://glama.ai/mcp/servers/bit2beat/bitrix24-mcp) 📇 🏠 🍎 🪟 🐧 - MCP server that connects Claude to Bitrix24 — CRM, tasks, disk, calendar, chat, business processes, telephony and product catalog. Built by [Bit2Beat](https://bit2beat.com). - [tempguru-co/tempguru-mcp](https://github.com/tempguru-co/tempguru-mcp) 📇 ☁️ - W-2 event staffing for AI agents across 300+ US and Canadian markets. Brand ambassadors, registration, hospitality, setup/breakdown, ushers. Read-only data lookups for coverage, rates, lead-time guidance, and state compliance, plus an opt-in request_quote submission. No auth required. MCP server at `https://mcp.tempguru.co/mcp` and skills at [`tempguru-co/tempguru-agent-skills`](https://github.com/tempguru-co/tempguru-agent-skills). [![Glama](https://glama.ai/mcp/servers/Tempguru-co/tempguru-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Tempguru-co/tempguru-mcp) - [juergenkoller-software/inkra-mcp](https://github.com/juergenkoller-software/inkra-mcp) [![juergenkoller-software/inkra-mcp MCP server](https://glama.ai/mcp/servers/juergenkoller-software/inkra-mcp/badges/score.svg)](https://glama.ai/mcp/servers/juergenkoller-software/inkra-mcp) 🏠 🍎 - MCP bridge for [Inkra](https://store.juergenkoller.software/en/apps/inkra) — native macOS Markdown editor (SwiftUI + AppKit, not Electron) with live KaTeX/Mermaid preview. 18 MCP tools for document editing, outline navigation, folder browsing, bookmarks, and view modes. +- [Servation/job-search-mcp](https://github.com/Servation/job-search-mcp) [![job-search-mcp MCP server](https://glama.ai/mcp/servers/Servation/job-search-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Servation/job-search-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Claude Desktop job search assistant: searches LinkedIn plus 8 ATS boards (Greenhouse, Lever, Ashby, Workday, SmartRecruiters, Hacker News, RemoteOK, Remotive), scores each job 0-100 for fit (Claude judges directly, no LLM API key), and shows a ranked, triageable board inline in the chat. +- [Chronary/chronary-mcp](https://github.com/Chronary/chronary-mcp) [![Chronary/chronary-mcp MCP server](https://glama.ai/mcp/servers/Chronary/chronary-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Chronary/chronary-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Calendar API built for AI agents — 47 tools for events, availability, meeting-time search, scheduling proposals, availability rules, webhooks, and iCal feeds. Local via `npx -y @chronary/mcp` or hosted at `https://api.chronary.ai/mcp`. ### 🛠️ Other Tools and Integrations @@ -3020,6 +3236,7 @@ Interact with Git repositories and version control platforms. Enables repository - [apify/actors-mcp-server](https://github.com/apify/actors-mcp-server) 📇 ☁️ - Use 3,000+ pre-built cloud tools, known as Actors, to extract data from websites, e-commerce, social media, search engines, maps, and more - [apinetwork/piapi-mcp-server](https://github.com/apinetwork/piapi-mcp-server) 📇 ☁️ PiAPI MCP server makes users able to generate media content with Midjourney/Flux/Kling/Hunyuan/Udio/Trellis directly from Claude or any other MCP-compatible apps. - [AryanBV/pdf-toolkit-mcp](https://github.com/AryanBV/pdf-toolkit-mcp) [![AryanBV/pdf-toolkit-mcp MCP server](https://glama.ai/mcp/servers/AryanBV/pdf-toolkit-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AryanBV/pdf-toolkit-mcp) 📇 🏠 🍎 🪟 🐧 - Create PDFs from Markdown with tables and formatting, fill forms, merge, split, encrypt, add QR codes. 16 tools, zero-config, TypeScript-native. +- [awkoy/notion-mcp-server](https://github.com/awkoy/notion-mcp-server) [![awkoy/notion-mcp-server MCP server](https://glama.ai/mcp/servers/awkoy/notion-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/awkoy/notion-mcp-server) 📇 🏠 🍎 🪟 🐧 - Context-efficient alternative to the official Notion MCP: 43 operations (pages, databases, blocks, comments, files, templates) behind just 2 tools, ~90% less context overhead. Token auth, so it runs headless in CI, cron, and background agents where OAuth-only can't. - [awkoy/replicate-flux-mcp](https://github.com/awkoy/replicate-flux-mcp) 📇 ☁️ - Provides the ability to generate images via Replicate's API. - [awwaiid/mcp-server-taskwarrior](https://github.com/awwaiid/mcp-server-taskwarrior) 🏠 📇 - An MCP server for basic local taskwarrior usage (add, update, remove tasks) - [Azure/azure-mcp](https://github.com/Azure/azure-mcp) - Official Microsoft MCP server for Azure services including Storage, Cosmos DB, and Azure Monitor. @@ -3213,4 +3430,4 @@ Now Claude can answer questions about writing MCP servers and how they work Star History Chart - + \ No newline at end of file