diff --git a/README-ja.md b/README-ja.md
index 229fe5c2f..b759cfcb7 100644
--- a/README-ja.md
+++ b/README-ja.md
@@ -523,6 +523,7 @@ aliyun/alibabacloud-tablestore-mcp-server โ ๐ โ๏ธ - ้ฟ้ไบ่กจๆ ผๅญ
- [yamanoku/baseline-mcp-server](https://github.com/yamanoku/baseline-mcp-server) ๐ ๐ - Web Platform APIใไฝฟใฃใฆBaselineใฎ็ถๆ ใๆค็ดขใใฆใใใMCPใตใผใใผ
- [Wuye-AI/mcp-server-wuye-ai](https://github.com/wuye-ai/mcp-server-wuye-ai) ๐๏ธ ๐ โ๏ธ - CRICใใญใใใฃAIใใฉใใใใฉใผใ ใซๆฅ็ถใใMCPใตใผใใผใงใใCRICใใญใใใฃAIใฏใๅ ่็ใใใญใใใฃๆฅญ็ๅใใซ้็บใใใคใณใใชใธใงใณใAIใขใทในใฟใณใใงใใ
- [Pearch-ai/mcp_pearch](https://github.com/Pearch-ai/mcp_pearch) ๐๏ธ ๐ โ๏ธ - ไบบๆ็บๆใซใใใๆ้ใ็ญ็ธฎใใใๆ้ซใฎไบบ็ฉๆค็ดขใจใณใธใณ
+- [Rererr/amenbo](https://github.com/Rererr/amenbo) [](https://glama.ai/mcp/servers/Rererr/amenbo) ๐ ๐ - ๆฅๆฌ่ชWeb็นๅใฎไฝ่ฒ ่ทใปใใผใฏใณๅน็้่ฆใฎWebๅ้ใตใผใใผใ่ฆๅบใใใชใผใซใใๆฎต้้็คบใShift_JIS/EUC-JPใฎๆๅญๅใๅฏพ็ญใPDF/CSVๆฝๅบใrobots.txt้ตๅฎใฎ็คผๅๆญฃใใใฏใญใผใซใๅใใใ`npx -y amenbo`ใงๅฐๅ ฅๅฏ่ฝใ
### ๐ ใปใญใฅใชใใฃ
diff --git a/README.md b/README.md
index 45b7564c2..4c3864377 100644
--- a/README.md
+++ b/README.md
@@ -18,7 +18,7 @@ A curated list of awesome Model Context Protocol (MCP) servers.
* [Tutorials](#tutorials)
* [Community](#community)
* [Legend](#legend)
-* [Server Implementations](#server-implementations)
+* [Server Implementations](#server-implementations)
* [Frameworks](#frameworks)
* [Tips & Tricks](#tips-and-tricks)
@@ -131,12 +131,14 @@ Checkout [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/)
Servers for accessing many apps and tools through a single MCP server.
+- [daedalusdevelopmentgroup/ddg-agent-payable-services](https://github.com/daedalusdevelopmentgroup/ddg-agent-payable-services) [](https://glama.ai/mcp/servers/daedalusdevelopmentgroup/ddg-agent-payable-services) ๐ โ๏ธ - Pay-per-call x402 gateway: one MCP server for 90+ agent tools (utilities, DNS/WHOIS, blockchain RPC, market data, prediction markets, DEX data, security audits) plus an OpenAI-compatible LLM gateway. USDC on Base, free-trial calls per agent. `pip install ddg-agent-services-mcp` or remote `https://mcp.daedalusdevelopmentgroup.com/mcp`.
- [forgemeshlabs/coinopai-mcp](https://github.com/forgemeshlabs/coinopai-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/coinopai-mcp) ๐ - 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) [](https://glama.ai/mcp/servers/forgemeshlabs/anomaly-mcp) ๐ โ๏ธ - 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) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - A unified Model Context Protocol server implementation that aggregates multiple MCP servers into one.
- [2s-io/sdk](https://github.com/2s-io/sdk) [](https://glama.ai/mcp/servers/2s-io/sdk) ๐ โ๏ธ ๐ ๐ช ๐ง - Unified API for AI agents โ 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 โ no API keys, no signup. `npx -y @2sio/mcp`
- [8randonpickart5/alderpost-mcp](https://github.com/8randonpickart5/alderpost-mcp) [](https://glama.ai/mcp/servers/8randonpickart5/alderpost-mcp) ๐ โ๏ธ - 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) [](https://glama.ai/mcp/servers/GTCC777/pulsenetwork-mcp) ๐ - One MCP server exposing 66 specialized intelligence APIs (660+ endpoints) โ finance, crypto, legal, immigration, healthcare cost, real estate, tax, climate, sports, science, and more โ 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`
+- [szp2005/llm-prices-cn](https://github.com/szp2005/llm-prices-cn) [](https://glama.ai/mcp/servers/szp2005/llm-prices-cn) ๐ โ๏ธ - Daily-verified LLM API pricing dataset (44+ models, CN & global) with a hosted MCP server for live price queries and token cost estimation.
- [tadas-github/a2asearch-mcp](https://github.com/tadas-github/a2asearch-mcp) [](https://glama.ai/mcp/servers/tadas-github/a2asearch-mcp) ๐ โ๏ธ - 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) ๐ โ๏ธ ๐ ๐ช ๐ง - Bridge any MCP server to the agent:// network โ 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.
- [agentbodegastore/agentbodega](https://github.com/agentbodegastore/agentbodega) [](https://glama.ai/mcp/servers/agentbodegastore/agentbodega) ๐ โ๏ธ - AgentBodega MCP gives agents a live catalog of 65 x402-payable HTTP tools across search, public data, social media, status checks, media conversion, and agent-readiness checks. No API keys; install with `npx -y @agentbodega/mcp`.
@@ -155,6 +157,7 @@ Servers for accessing many apps and tools through a single MCP server.
- [ariekogan/ateam-mcp](https://github.com/ariekogan/ateam-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - 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) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - 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) [](https://glama.ai/mcp/servers/adw0rd/awesome-mcp-tools-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - 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.
+- [avotsai/avots-mcp](https://github.com/avotsai/avots-mcp) [](https://glama.ai/mcp/servers/avotsai/avots-mcp) ๐ โ๏ธ - Hosted multi-model AI media + chat: image, video, audio, face-swap and talking-avatar generation plus chat across 300+ models (Claude, GPT, Gemini, DeepSeekโฆ) from one balance and one key.
- [blockrunai/blockrun-mcp](https://github.com/blockrunai/blockrun-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - 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) [](https://glama.ai/mcp/servers/cinderwright-ai/cinderwright-api) ๐ โ๏ธ - 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) [](https://glama.ai/mcp/servers/Continuum-AI-Corp/orcarouter-mcp-server) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Browse 160+ LLM models (OpenAI, Anthropic, Google, Qwen, DeepSeek, โฆ) with live pricing โ no API key required for catalog tools. Routes chat completions through the OrcaRouter gateway with automatic fallback. `npx -y @orcarouter/mcp`.
@@ -162,6 +165,7 @@ Servers for accessing many apps and tools through a single MCP server.
- [depwire/depwire](https://github.com/depwire/depwire) [](https://glama.ai/mcp/servers/depwire/depwire) ๐ ๐ ๐๏ธ ๐ฆ ๐ ๐ - Dependency graph + 15 MCP tools for AI coding assistants. Parses TypeScript, JavaScript, Python, Go, Rust, and C. Arc diagram visualization, health scoring, dead code detection, and temporal graph.
- [duaraghav8/MCPJungle](https://github.com/duaraghav8/MCPJungle) ๐๏ธ ๐ - Self-hosted MCP Server registry for enterprise AI Agents
- [edgarriba/prolink](https://github.com/edgarriba/prolink) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Agent-to-agent marketplace middleware โ MCP-native discovery, negotiation, and transaction between AI agents
+- [Proofpane/releases](https://github.com/Proofpane/releases) [](https://glama.ai/mcp/servers/Proofpane/releases) ๐๏ธ ๐ ๐ ๐ช ๐ง - Governance proxy for MCP: pair once and route your MCP servers through policy gates (allow / deny / human-in-the-loop approval), DLP redaction before the model, and cost caps, with every tool call recorded to a hash-chained audit log exportable as an Ed25519-signed, offline-verifiable evidence pack. Single-file binary daemon (macOS / Linux / Windows); downloads and install docs in the linked repo.
- [entire-vc/evc-spark-mcp](https://github.com/entire-vc/evc-spark-mcp) [](https://glama.ai/mcp/servers/entire-vc/evc-spark-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Search and discover AI agents, skills, prompts, bundles and MCP connectors from a curated catalog of 4500+ assets.
- [glenngillen/mcpmcp-server](https://github.com/glenngillen/mcpmcp-server) โ๏ธ ๐ ๐ ๐ช ๐ง - A list of MCP servers so you can ask your client which servers you can use to improve your daily workflow.
- [gpu-bridge/mcp-server](https://github.com/gpu-bridge/mcp-server) [](https://glama.ai/mcp/servers/gpu-bridge/mcp-server) ๐ โ๏ธ ๐ ๐ช ๐ง - Unified GPU inference API with 30 AI services (LLM, image gen, video, TTS, whisper, embeddings, reranking, OCR) as MCP tools. Pay-per-use via x402 USDC or API key credits.
@@ -187,6 +191,7 @@ Servers for accessing many apps and tools through a single MCP server.
- [mambalabsdev/mcp-gtm-suite](https://github.com/mambalabsdev/mcp-gtm-suite) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-gtm-suite) ๐ โ๏ธ - 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.
- [Markgatcha/universal-mcp-toolkit](https://github.com/Markgatcha/universal-mcp-toolkit) [](https://glama.ai/mcp/servers/Markgatcha/universal-mcp-toolkit) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - A universal MCP aggregator toolkit that connects AI agents to multiple MCP servers through a single unified configuration. Features ready-made templates, cross-repo prompt workflows, and an npm package for zero-config installation.universal MCP aggregator toolkit that connects AI agents to multiple MCP servers through a single unified configuration. Features ready-made templates, cross-repo prompt workflows, and an npm package for zero-config installation.
- [MastadoonPrime/sylex-search](https://github.com/MastadoonPrime/sylex-search) [](https://glama.ai/mcp/servers/MastadoonPrime/sylex-search) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Universal search engine for AI agents. Discover products, services, and businesses across every category. 10 MCP tools, zero LLM calls, millisecond responses. `npx sylex-search`
+- [mediiiiium/mcp-jp](https://github.com/mediiiiium/mcp-jp) [](https://glama.ai/mcp/servers/mediiiiium/mcp-jp) ๐ โ๏ธ - Collection of MCP servers for Japanese SMB SaaS that have no official MCP (KING OF TIME, SmartHR, kaonavi, Smaregi, LINE Lstep, CloudSign, and 30+ more). Each connector is an independent pip-installable package.
- [merterbak/Grok-MCP](https://github.com/merterbak/Grok-MCP) ๐ โ๏ธ ๐ ๐ช ๐ง - MCP server for xAI's [Grok API](https://docs.x.ai/docs/overview) with agentic tool calling, image generation, vision, and file support.
- [metatool-ai/metatool-app](https://github.com/metatool-ai/metatool-app) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - MetaMCP is the one unified middleware MCP server that manages your MCP connections with GUI.
- [MikkoParkkola/mcp-gateway](https://github.com/MikkoParkkola/mcp-gateway) [](https://glama.ai/mcp/servers/MikkoParkkola/mcp-gateway) ๐๏ธ ๐ ๐ ๐ช ๐ง - Universal MCP gateway with single-port multiplexing and Meta-MCP. 4 meta-tools replace 100+ registrations, saving 95% context window. Hot-reloadable capabilities, OpenAPI auto-import, 42 starter capabilities (25 zero-config).
@@ -211,6 +216,7 @@ Servers for accessing many apps and tools through a single MCP server.
- [sonnyflylock/voxie-ai-directory-mcp](https://github.com/sonnyflylock/voxie-ai-directory-mcp) ๐ โ๏ธ - AI Phone Number Directory providing access to AI services via webchat. Query Voxie AI personas and third-party services like ChatGPT, with instant webchat URLs for free interactions.
- [SureScaleAI/openai-gpt-image-mcp](https://github.com/SureScaleAI/openai-gpt-image-mcp) ๐ โ๏ธ - OpenAI GPT image generation/editing MCP server.
- [sxhxliang/mcp-access-point](https://github.com/sxhxliang/mcp-access-point) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Turn a web service into an MCP server in one click without making any code changes.
+- [thebrierfox/the-stall](https://github.com/thebrierfox/the-stall) [](https://glama.ai/mcp/servers/thebrierfox/the-stall) ๐ โ๏ธ - 209 pay-per-call AI capabilities via x402 USDC micropayments on Base mainnet. Covers US/global equities, crypto/DeFi analytics, options chains, dealer GEX, macro indicators, congressional trades, prediction markets, on-chain intelligence, EVM & Solana analysis, SEC filings, weather, aviation, and more. No API key โ pay per call from $0.001 USDC.
- [TheLunarCompany/lunar#mcpx](https://github.com/TheLunarCompany/lunar/tree/main/mcpx) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - MCPX is a production-ready, open-source gateway to manage MCP servers at scaleโcentralize tool discovery, access controls, call prioritization, and usage tracking to simplify agent workflows.
- [thinkchainai/mcpbundles](https://github.com/thinkchainai/mcpbundles) - MCP Bundles: Create custom bundles of tools and connect providers with OAuth or API keys. Use one MCP server across thousands of integrations, with programmatic tool calling and MCP UI for managing bundles and credentials.
- [tigranbs/mcgravity](https://github.com/tigranbs/mcgravity) ๐ ๐ - A proxy tool for composing multiple MCP servers into one unified endpoint. Scale your AI tools by load balancing requests across multiple MCP servers, similar to how Nginx works for web servers.
@@ -228,17 +234,20 @@ Servers for accessing many apps and tools through a single MCP server.
- [Swarmwage/swarmwage](https://github.com/Swarmwage/swarmwage) [](https://glama.ai/mcp/servers/Swarmwage/swarmwage) ๐๏ธ ๐ โ๏ธ - Open MCP-native agent hire protocol โ discovery + hiring + reputation layer above x402 payment rails. Find specialized agents, hire them with one function call, settle in USDC on Base. Sub-second sync, on-chain receipts via EIP-3009, zero protocol fee. Live mainnet 2026-05-10.
- [ertad-family/liquid](https://github.com/ertad-family/liquid) [](https://glama.ai/mcp/servers/ertad-family/liquid) ๐ โ๏ธ ๐ - Connect your agent to any HTTP API on the fly โ discovers + maps any REST API once, then fetches typed data deterministically (no per-call LLM). Self-hosted MCP server (`uvx --from 'liquid-api[mcp]' liquid-mcp`); works with OpenAI/Gemini/Anthropic/local or any provider via LiteLLM. Open source (AGPL).
- [tsouth89/toolport](https://github.com/tsouth89/toolport) [](https://glama.ai/mcp/servers/tsouth89/toolport) ๐ฆ ๐ ๐ ๐ช ๐ง - One local gateway and manager for all your MCP servers, shared across every AI coding tool (Claude, Cursor, VS Code, Codex, and more). Set up and authenticate each server once; lazy discovery keeps each agent's context small, and keys stay in your OS keychain. No Docker, no cloud.
+- [skillselion/skillselion-mcp](https://github.com/skillselion/skillselion-mcp) [](https://glama.ai/mcp/servers/skillselion/skillselion-mcp) ๐ โ๏ธ - Search thousands of community-vetted Claude Code skills, MCP servers and marketplaces from the [Skillselion](https://skillselion.com) catalog, ranked by real install counts + GitHub stars. `load_skill` fetches a real SKILL.md mid-task. Install: `npx -y skillselion-mcp`.
### ๐ Aerospace & Astrodynamics
- [gregario/astronomy-oracle](https://github.com/gregario/astronomy-oracle) [](https://glama.ai/mcp/servers/gregario/astronomy-oracle) ๐ ๐ ๐ ๐ช ๐ง - 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) #๏ธโฃ โ๏ธ/๐ ๐ง - IO Aerospace MCP Server: a .NET-based MCP server for aerospace & astrodynamics โ ephemeris, orbital conversions, DSS tools, time conversions, and unit/math utilities. Supports STDIO and SSE transports; Docker and native .NET deployment documented.
+- [viventine-space/orbit-sentinel-mcp](https://github.com/viventine-space/orbit-sentinel-mcp) [](https://glama.ai/mcp/servers/Viventine-Space/orbit-sentinel-mcp) ๐๏ธ ๐๏ธ โ๏ธ ๐ ๐ช ๐ง - Search 419,000+ space regulatory filings from FCC, ITU, UNOOSA, and FAA โ semantic search, entity dossiers, spectrum holdings, launch licenses, and filing alerts, powered by [Orbit Sentinel](https://viventine.com/orbit-sentinel/). `brew install --cask viventine-space/tap/orbit-sentinel-mcp`
### ๐ค 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) [](https://glama.ai/mcp/servers/CNSLabs/agreements-api-sdk) ๐ โ๏ธ ๐ - 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.
+- [humanforai/humanforai-mcp](https://github.com/humanforai/humanforai-mcp) [](https://glama.ai/mcp/servers/humanforai/humanforai-mcp) ๐๏ธ ๐ โ๏ธ - Hire a real human operator for tasks that need physical presence, perception, or judgment: real-world verification, product testing, AI output review, data collection, and local errands. Remote streamable HTTP at https://humanforai.dev/mcp or local stdio via `npx -y humanforai`.
### ๐จ Art & Culture
@@ -275,9 +284,11 @@ Access and explore art collections, cultural heritage, and museum databases. Ena
- [gavxm/ani-mcp](https://github.com/gavxm/ani-mcp) [](https://glama.ai/mcp/servers/gavxm/ani-mcp) ๐ ๐ - MCP server for AniList with taste-aware recommendations, watch analytics, social tools, and full list management.
- [GenWaveLLC/svgmaker-mcp](https://github.com/GenWaveLLC/svgmaker-mcp) ๐ โ๏ธ - Provides AI-driven SVG generation and editing via natural language, with real-time updates and secure file handling.
- [gupta-kush/spotify-mcp](https://github.com/gupta-kush/spotify-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - 93-tool Spotify server with smart shuffle, natural language song search, vibe analysis, artist network mapping, taste evolution, and playlist power tools. Works after Spotify's Feb 2026 API changes.
+- [hanshs474/kavel-mcp](https://github.com/hanshs474/kavel-mcp) [](https://glama.ai/mcp/servers/@hanshs474/kavel-mcp) ๐ ๐ ๐ ๐ช ๐ง - Discover Kavelโs AI photo/video generators (hairstyle, figurine, pet portrait, wedding, 90s yearbook, dance video, HD restore), get model-tuned prompts, and open the right tool to generate on www.kavel.ai. `npx kavel-mcp`
- [jau123/MeiGen-AI-Design-MCP](https://github.com/jau123/MeiGen-AI-Design-MCP) [](https://glama.ai/mcp/servers/@jau123/mei-gen-ai-design-mcp) ๐ โ๏ธ ๐ - AI image generation & editing MCP server with 1,500+ curated prompt library, smart prompt enhancement, and multi-provider routing (local ComfyUI, MeiGen Cloud, OpenAI-compatible APIs).
- [j-east/pixel-surgeon-mcp](https://github.com/j-east/pixel-surgeon-mcp) [](https://glama.ai/mcp/servers/j-east/pixel-surgeon-mcp) ๐ ๐ ๐ ๐ช ๐ง - AI image and video generation, editing, and transplant-grade region repair. Multi-provider (Gemini 3.1 Flash Image, GPT Image 2, Grok Imagine, Veo 3), 9 tools, 4 style presets, grid-based and interactive crop repair. `npx pixel-surgeon-mcp`
- [khglynn/spotify-bulk-actions-mcp](https://github.com/khglynn/spotify-bulk-actions-mcp) ๐ โ๏ธ - Bulk Spotify operations with confidence-scored song matching, batch playlist creation from CSV/podcast lists, and library exports for discovering your most-saved artists and albums.
+- [labelgrid/labelgrid-mcp](https://github.com/labelgrid/labelgrid-mcp) [](https://glama.ai/mcp/servers/@labelgrid/labelgrid-mcp) ๐๏ธ ๐ โ๏ธ - Official LabelGrid server โ manage your music distribution catalog, releases, analytics and royalties from any MCP client.
- [leonardoca1/aesthetics-wiki-mcp](https://github.com/leonardoca1/aesthetics-wiki-mcp) [](https://glama.ai/mcp/servers/leonardoca1/aesthetics-wiki-mcp) ๐ ๐ ๐ ๐ช ๐ง - Search, read, and discover thousands of visual aesthetics (cottagecore, dark academia, y2k, goblincore, and many more) from the [Aesthetics Wiki](https://aesthetics.fandom.com). Great for moodboards, brand direction, and creative inspiration. `uvx aesthetics-wiki-mcp`
- [memebo-at/memeboat-mcp](https://github.com/memebo-at/memeboat-mcp) [](https://glama.ai/mcp/servers/memebo-at/memeboat-mcp) ๐๏ธ ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Create real, shareable memes from 25,000+ templates on [memebo.at](https://memebo.at). Search the catalog, caption a template, get a live meme URL back. Free, anonymous, no API key. Remote server at `https://memebo.at/mcp` or `npx -y memeboat-mcp`.
- [mikechao/metmuseum-mcp](https://github.com/mikechao/metmuseum-mcp) ๐ โ๏ธ - Metropolitan Museum of Art Collection API integration to search and display artworks in the collection.
@@ -309,6 +320,7 @@ 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.
+- [aidc2026ai-melon/aidc-ai-mcp](https://github.com/aidc2026ai-melon/aidc-ai-mcp) [](https://glama.ai/mcp/servers/aidc2026ai-melon/aidc-ai-mcp) ๐๏ธ ๐ โ๏ธ - Deterministic AI data-center design engine exposed as MCP tools (design, validate, layout): rack count, design PUE, total MVA, liquid/air cooling split, CDU planning, cost & timeline. NVIDIA Rubin-era, 22.9 kV intake, Korea. Remote Streamable HTTP at https://aidc-ai.io/api/mcp; no key for the anonymous tier.
- [awdr74100/figwright](https://github.com/awdr74100/figwright) [](https://glama.ai/mcp/servers/awdr74100/figwright) ๐ ๐ ๐ ๐ช ๐ง - 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) ๐ ๐ ๐ ๐ช ๐ง - 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) [](https://glama.ai/mcp/servers/@BV-Venky/excalidraw-architect-mcp) ๐ ๐ ๐ ๐ช ๐ง - 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.
@@ -318,9 +330,11 @@ Design and visualize software architecture, system diagrams, and technical docum
- [flowzap-xyz/flowzap-mcp](https://github.com/flowzap-xyz/flowzap-mcp) [](https://glama.ai/mcp/servers/flowzap-xyz/flowzap-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - 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`
- [GittyBurstein/mermaid-mcp-server](https://github.com/GittyBurstein/mermaid-mcp-server) ๐ โ๏ธ - MCP server that turns local projects or GitHub repositories into Mermaid diagrams and renders them via Kroki.
- [karyaboyraz/mockit-mcp](https://github.com/karyaboyraz/mockit-mcp) [](https://glama.ai/mcp/servers/karyaboyraz/mockit-mcp) ๐ ๐ ๐ ๐ช ๐ง - 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 โ `claude` CLI (uses your Claude Code subscription) or Anthropic API. Stdio + HTTP transports, MIT.
+- [Kentucky-ai/opentakeoff](https://github.com/Kentucky-ai/opentakeoff) [](https://glama.ai/mcp/servers/Kentucky-ai/opentakeoff) ๐ ๐ ๐ ๐ช ๐ง - Construction plan takeoff on stdio โ load a plan PDF, read the title block, adopt the drawing scale (never applied silently), one-click trace rooms, and export real-world quantities (square footage, linear feet, counts) with provenance receipts. Install via NPM: `npx -y opentakeoff-mcp`
- [Narasimhaponnada/mermaid-mcp](https://github.com/Narasimhaponnada/mermaid-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - 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) [](https://glama.ai/mcp/servers/rdanieli/tentra-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - AI-native architecture platform for engineering teams. Describe a system in natural language (e.g. "payment service with Stripe, Kafka, PostgreSQL") โ get an interactive typed diagram with 167 cloud components โ 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 0โ100 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 โ 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) [](https://glama.ai/mcp/servers/RNVizion/rnv-color-mcp) ๐ โ๏ธ - 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`.
+- [uxloom-dev/uxloom](https://github.com/uxloom-dev/uxloom) [](https://glama.ai/mcp/servers/uxloom-dev/uxloom) ๐ ๐ ๐ ๐ช ๐ง - Agent-native UI/UX design validation: model user journeys as state machines and prove what AI-generated screens are missing (unreachable states, missing empty/loading/error states, WCAG contrast, touch targets, localization overflow) before code exists โ then verify the code implements the contract. Deterministic CI gates (`uxloom check`, `uxloom audit`), one-command setup (`npx uxloom init`).
- [yenchieh/diagramzu-mcp](https://github.com/yenchieh/diagramzu-mcp) ๐ โ๏ธ - 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 โ 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
@@ -335,6 +349,7 @@ Design and visualize software architecture, system diagrams, and technical docum
- [JamesANZ/medical-mcp](https://github.com/JamesANZ/medical-mcp) ๐ ๐ - An MCP server that provides access to medical information, drug databases, and healthcare resources. Enables AI assistants to query medical data, drug interactions, and clinical guidelines.
- [mgnirck/lecka-mcp](https://github.com/mgnirck/lecka-mcp) ๐ โ๏ธ - Race nutrition planning for endurance athletes. Calculates carb, sodium and fluid targets for marathons, ultras, cycling and triathlons. Returns personalised Lecka product recommendations by race type, conditions and athlete weight. [](https://glama.ai/mcp/servers/mgnirck/lecka-mcp)
- [MyMedi-AI/mymedi-ai-mcp-server](https://github.com/MyMedi-AI/mymedi-ai-mcp-server) [](https://glama.ai/mcp/servers/OFODevelopment/mymedi-ai-mcp-server) ๐ โ๏ธ - Healthcare billing AI for agents: ICD-10/CPT/HCPCS code lookup (81,769 codes with RVU + OPPS pricing), prior auth prediction, medical NER, claims validation, denial-risk scoring, HIPAA compliance auditing, and NPI/drug enrichment. 20 tools, 10 free credits then pay-per-call via credits or anonymous USDC (x402). `npx @mymedi-ai/mcp-server`
+- [SEOSiri-Official/biorobotics](https://github.com/SEOSiri-Official/biorobotics) [](https://glama.ai/mcp/servers/SEOSiri-Official/biorobotics) ๐ ๐ ๐ ๐ช ๐ง - A stateless, deterministic Bio-Robotics Core Engine converting biological data (UniProt API) to Cartesian G-code coordinates using the Model Context Protocol. ๐ ๐ ๐ ๐ช ๐ง
- [salwks/mcp-techTrend](https://github.com/salwks/mcp-techTrend) [](https://glama.ai/mcp/servers/salwks/mcp-techTrend) ๐ ๐ - Multi-source academic + code + medical-regulatory trend monitoring (arXiv, PubMed, GitHub, Hugging Face, openFDA 510(k)/Recalls). Newspaper-style briefings, per-domain tuning, sandbox-safe Python launcher.
- [NyxToolsDev/dicom-hl7-mcp-server](https://github.com/NyxToolsDev/dicom-hl7-mcp-server) [](https://glama.ai/mcp/servers/NyxToolsDev/dicom-hl7-mcp-server) ๐ ๐ - The only MCP server bridging DICOM, HL7v2, and FHIR in one package. Cross-standard mapping, Mirth Connect channel generation, vendor private tag decoding (GE, Siemens, Philips), and integration pattern knowledge. Built by a 19-year healthcare IT veteran. `pip install dicom-hl7-mcp`
- [longevity-genie/biothings-mcp](https://github.com/longevity-genie/biothings-mcp) ๐ ๐ โ๏ธ - MCP server to interact with the BioThings API, including genes, genetic variants, drugs, and taxonomic information.
@@ -348,7 +363,9 @@ Design and visualize software architecture, system diagrams, and technical docum
- [tatsuju/opdstar-nhi-mcp](https://github.com/tatsuju/opdstar-nhi-mcp) [](https://glama.ai/mcp/servers/tatsuju/opdstar-nhi-mcp) ๐ โ๏ธ - Taiwan's first public MCP server for National Health Insurance (NHI) data โ 234 rejection codes, 1,497 ICD-10โprocedure mappings across 20 specialties, audit indicators (008/014/027/P043), and semantic wiki search over 8,232 chunks of official NHI documentation. Powered by [OPDSTAR](https://opdstar.com). Install: `npx @opdstar/nhi-mcp`.
- [pkotecha-eng/aria-mcp-server](https://github.com/pkotecha-eng/aria-mcp-server) [](https://glama.ai/mcp/servers/pkotecha-eng/aria-mcp-server) ๐ - Clinical research MCP server for trial coordinators and life sciences teams. Real-time access to PubMed (35M+ papers) and ClinicalTrials.gov (400K+ trials). No API key required.
- [pubspro/pubmed-search](https://github.com/pubspro/pubmed-search) [](https://glama.ai/mcp/servers/pubspro/pubmed-search) ๐ โ๏ธ - Search PubMed and summarize biomedical literature, designed for AI health agents.
+- [Rajskij/oura-mcp](https://github.com/Rajskij/oura-mcp) [](https://glama.ai/mcp/servers/Rajskij/oura-mcp) ๐ โ๏ธ ๐ - Ask your Oura Ring about sleep, readiness, activity, stress and heart rate in ChatGPT or Claude, in any language. Read-only, token-efficient, self-hosted; 10 task-oriented tools grouped by how people actually ask.
- [SidneyBissoli/medical-terminologies-mcp](https://github.com/SidneyBissoli/medical-terminologies-mcp) [](https://glama.ai/mcp/servers/SidneyBissoli/medical-terminologies-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Unified MCP server for ICD-11 (WHO), LOINC, RxNorm, MeSH (NLM), ATC, CID-10 (Brazilian DataSUS), and optional SNOMED CT. 28 tools (34 with SNOMED) with `structuredContent` + `outputSchema` on every default tool. Hosted on Cloudflare Workers, listed on Smithery, and on npm.
+- [smaniches/uniprot-mcp](https://github.com/smaniches/uniprot-mcp) [](https://glama.ai/mcp/servers/smaniches/uniprot-mcp) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Auditable UniProt MCP server: 41 tools over the UniProt knowledgebase (entries, features, variants, PTMs, GO terms, cross-references) with per-query SHA-256 provenance and offline replay. `uvx uniprot-mcp-server`
- [the-momentum/apple-health-mcp-server](https://github.com/the-momentum/apple-health-mcp-server) ๐ ๐ ๐ ๐ช ๐ง - An MCP server that provides access to exported data from Apple Health. Data analytics included.
- [the-momentum/fhir-mcp-server](https://github.com/the-momentum/fhir-mcp-server) ๐ ๐ โ๏ธ - MCP Server that connects AI agents to FHIR servers. One example use case is querying patient history in natural language.
- [thelongevityvault/decoder-3am-mcp](https://github.com/thelongevityvault/decoder-3am-mcp) [](https://glama.ai/mcp/servers/thelongevityvault/decoder-3am-mcp) ๐ โ๏ธ - Sleep disruption cause classifier using The Longevity Vault's 5-cause framework. Identifies the biological mechanism behind 3am wakeups from symptom descriptions, with tracked links to the full interactive 3AM Decoder.
@@ -365,6 +382,7 @@ Web content access and automation capabilities. Enables searching, scraping, and
- [alex-on-ai/WebReaper](https://github.com/alex-on-ai/WebReaper) [](https://glama.ai/mcp/servers/alex-on-ai/WebReaper) #๏ธโฃ ๐ ๐ ๐ช ๐ง - 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) [](https://glama.ai/mcp/servers/@aparajithn/agent-scraper-mcp) ๐ โ๏ธ - 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) [](https://glama.ai/mcp/servers/@apireno/domshell) ๐ ๐ - 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.
+- [auspy/supasidebar-mcp](https://github.com/auspy/supasidebar-mcp) [](https://glama.ai/mcp/servers/auspy/supasidebar-mcp) ๐ ๐ ๐ - Access and organize your open browser tabs, bookmarks, and recently opened links across every macOS browser from your AI client. Powered by the free SupaSidebar app.
- [automatalabs/mcp-server-playwright](https://github.com/Automata-Labs-team/MCP-Server-Playwright) ๐ - An MCP server for browser automation using Playwright
- [BB-fat/browser-use-rs](https://github.com/BB-fat/browser-use-rs) ๐ฆ Lightweight browser automation MCP server in Rust with zero dependencies.
- [bch1212/agentfetch-mcp](https://github.com/bch1212/agentfetch-mcp) [](https://glama.ai/mcp/servers/bch1212/agentfetch-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Token-budgeted web fetch for AI agents. Auto-routes between Trafilatura, Jina Reader, FireCrawl, and pypdf based on URL pattern. `estimate_tokens` before `fetch_url`, 6h Redis cache, server-side `max_tokens` truncation. Open source MCP server (MIT) plus hosted REST API at [agentfetch.dev](https://www.agentfetch.dev) โ 500 free fetches/mo, no card.
@@ -386,6 +404,7 @@ Web content access and automation capabilities. Enables searching, scraping, and
- [firecrawl/firecrawl-mcp-server](https://github.com/firecrawl/firecrawl-mcp-server) [](https://glama.ai/mcp/servers/firecrawl/firecrawl-mcp-server) ๐๏ธ ๐ โ๏ธ ๐ - Official Firecrawl server with live browser interaction (`firecrawl_interact`) โ 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) ๐ ๐ ๐ - An MCP server for interacting with Apple Reminders on macOS
- [freema/firefox-devtools-mcp](https://github.com/freema/firefox-devtools-mcp) ๐ ๐ - Firefox browser automation via WebDriver BiDi for testing, scraping, and browser control. Supports snapshot/UID-based interactions, network monitoring, console capture, and screenshots.
+- [mi60dev/visionaire-engine](https://github.com/mi60dev/visionaire-engine) [](https://glama.ai/mcp/servers/mi60dev/visionaire-engine) ๐ ๐ ๐ ๐ช ๐ง - Design-debugging context for AI agents from a real Chrome: which CSS rule WINS with file:line, blast radius (how many other elements that rule styles) + a scoped-fix selector, WordPress/Elementor origin attribution, interaction timelines, live CSS fix trials, and pixel/alignment/WCAG-contrast audits. No AI inside โ deterministic CDP.
- [segentic-lab/periscope-mcp](https://github.com/segentic-lab/periscope-mcp) [](https://glama.ai/mcp/servers/segentic-lab/periscope-mcp) ๐ ๐ - 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) [](https://glama.ai/mcp/servers/sh6drack/zen-mcp) ๐ ๐ - 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) ๐ ๐ - Extract structured data from any website. Just prompt and get JSON.
@@ -422,6 +441,7 @@ Web content access and automation capabilities. Enables searching, scraping, and
- [realwigu/mcp-doctor](https://github.com/realwigu/mcp-doctor) [](https://glama.ai/mcp/servers/realwigu/mcp-doctor) ๐ ๐ ๐ ๐ช ๐ง - 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) ๐ ๐ ๐ - An MCP Server Integration with Apple Shortcuts
- [Retio-ai/pagemap](https://github.com/Retio-ai/Retio-pagemap) ๐ ๐ - 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.
+- [ScrapeUnblocker/scrapeunblocker-mcp](https://github.com/ScrapeUnblocker/scrapeunblocker-mcp) [](https://glama.ai/mcp/servers/ScrapeUnblocker/scrapeunblocker-mcp) ๐ ๐ ๐ ๐ช ๐ง - Fetch any web page's HTML (or AI-parsed JSON, or Google results) through the ScrapeUnblocker anti-bot API (Cloudflare, DataDome, PerimeterX, Akamai, Shape), using your own API key. Three tools: `fetch_html`, `fetch_parsed`, `google_search`. Install: `npx -y scrapeunblocker-mcp`.
- [seleniumboot/selenium-mcp](https://github.com/seleniumboot/selenium-mcp) [](https://glama.ai/mcp/servers/seleniumboot/selenium-mcp) ๐ ๐ ๐ ๐ช ๐ง - Python MCP server for Selenium WebDriver โ 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) ๐ - 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) [](https://glama.ai/mcp/servers/site-shot/site-shot-mcp) ๐ โ๏ธ - 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`.
@@ -466,7 +486,6 @@ Cloud platform service integration. Enables management and interaction with clou
- [espressif/esp-rainmaker-mcp](https://github.com/espressif/esp-rainmaker-mcp) ๐๏ธ ๐ ๐ โ๏ธ ๐ - Official Espressif MCP Server to manage and control ESP RainMaker Devices.
- [flux159/mcp-server-kubernetes](https://github.com/Flux159/mcp-server-kubernetes) ๐ โ๏ธ/๐ - Typescript implementation of Kubernetes cluster operations for pods, deployments, services.
- [friendlygeorge/docker-mcp-server](https://github.com/friendlygeorge/docker-mcp-server) [](https://glama.ai/mcp/servers/friendlygeorge/docker-mcp-server) ๐ ๐ - Docker container management for AI agents โ 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) [](https://glama.ai/mcp/servers/GavinLucas/docker-mcp) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - 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) [](https://glama.ai/mcp/servers/GeiserX/spinnaker-mcp) ๐๏ธ โ๏ธ - 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) ๐ โ๏ธ/๐ - 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) - ๐๏ธ๐๏ธโ๏ธ - 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.
@@ -482,6 +501,7 @@ Cloud platform service integration. Enables management and interaction with clou
- [johnneerdael/netskope-mcp](https://github.com/johnneerdael/netskope-mcp) ๐ โ๏ธ - 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.
- [kaka-milan-22/kops](https://github.com/kaka-milan-22/kops) [](https://glama.ai/mcp/servers/kaka-milan-22/kops) ๐ ๐ - Read-only `kubectl` for Claude Code: returns structured JSON, hardcoded safe verbs (no mutation path even with malicious input), Secret/ConfigMap values never returned, plus one-shot cluster triage & inventory.
- [kestra-io/mcp-server-python](https://github.com/kestra-io/mcp-server-python) ๐ โ๏ธ - Implementation of MCP server for [Kestra](https://kestra.io) workflow orchestration platform.
+- [L337-org/docker-mcp](https://github.com/L337-org/docker-mcp) [](https://glama.ai/mcp/servers/L337-org/docker-mcp) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Manages one or more Docker daemons (local socket or remote over TCP/TLS/SSH) with 156 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.
- [Labs64/NetLicensing-MCP](https://github.com/Labs64/NetLicensing-MCP) [](https://glama.ai/mcp/servers/Labs64/NetLicensing-MCP) ๐๏ธ ๐ โ๏ธ - 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.
- [liquidmetal-ai/raindrop-mcp](https://docs.liquidmetal.ai/tutorials/claude-code-mcp-setup/) ๐ โ๏ธ - The best way to deploy cloud infrastructure using Claude Code and MCP.
- [liveblocks/liveblocks-mcp-server](https://github.com/liveblocks/liveblocks-mcp-server) ๐๏ธ ๐ โ๏ธ - Create, modify, and delete different aspects of [Liveblocks](https://liveblocks.io) such as rooms, threads, comments, notifications, and more. Additionally, it has read access to Storage and Yjs.
@@ -504,6 +524,7 @@ Cloud platform service integration. Enables management and interaction with clou
- [s-b-e-n-s-o-n/portkey-admin-mcp](https://github.com/s-b-e-n-s-o-n/portkey-admin-mcp) [](https://glama.ai/mcp/servers/s-b-e-n-s-o-n/portkey-admin-mcp) ๐ โ๏ธ - MCP server for the Portkey AI Gateway Admin API โ 150 tools for prompts, configs, analytics, keys, guardrails, integrations, and more.
- [pulumi/mcp-server](https://github.com/pulumi/mcp-server) ๐๏ธ ๐ ๐ - MCP server for interacting with Pulumi using the Pulumi Automation API and Pulumi Cloud API. Enables MCP clients to perform Pulumi operations like retrieving package information, previewing changes, deploying updates, and retrieving stack outputs programmatically.
- [pythonanywhere/pythonanywhere-mcp-server](https://github.com/pythonanywhere/pythonanywhere-mcp-server) ๐ ๐ - MCP server implementation for PythonAnywhere cloud platform.
+- [RajeevSirohi/mcp-server-terraform](https://github.com/RajeevSirohi/mcp-server-terraform) [](https://glama.ai/mcp/servers/RajeevSirohi/mcp-server-terraform) ๐ ๐ ๐ ๐ช ๐ง - Safety-first Terraform operations: plan/apply/destroy with two-step confirmation gates, plan risk & cost analysis that flags expensive always-on resources (NAT gateways, EKS, Azure Firewall), drift detection, import/taint/refresh, provider auth pre-flight checks, and audit logging.
- [qiniu/qiniu-mcp-server](https://github.com/qiniu/qiniu-mcp-server) ๐ โ๏ธ - A MCP built on Qiniu Cloud products, supporting access to Qiniu Cloud Storage, media processing services, etc.
- [redis/mcp-redis-cloud](https://github.com/redis/mcp-redis-cloud) ๐ โ๏ธ - Manage your Redis Cloud resources effortlessly using natural language. Create databases, monitor subscriptions, and configure cloud deployments with simple commands.
- [reza-gholizade/k8s-mcp-server](https://github.com/reza-gholizade/k8s-mcp-server) ๐๏ธ โ๏ธ/๐ - A Kubernetes Model Context Protocol (MCP) server that provides tools for interacting with Kubernetes clusters through a standardized interface, including API resource discovery, resource management, pod logs, metrics, and events.
@@ -520,6 +541,7 @@ Cloud platform service integration. Enables management and interaction with clou
- [spre-sre/lumino-mcp-server](https://github.com/spre-sre/lumino-mcp-server) ๐ โ๏ธ - AI-powered SRE observability for Kubernetes and OpenShift with 40+ tools for Tekton pipeline debugging, log analysis, root cause analysis, and predictive monitoring.
- [StacklokLabs/mkp](https://github.com/StacklokLabs/mkp) ๐๏ธ โ๏ธ - MKP is a Model Context Protocol (MCP) server for Kubernetes that allows LLM-powered applications to interact with Kubernetes clusters. It provides tools for listing and applying Kubernetes resources through the MCP protocol.
- [StacklokLabs/ocireg-mcp](https://github.com/StacklokLabs/ocireg-mcp) ๐๏ธ โ๏ธ - An SSE-based MCP server that allows LLM-powered applications to interact with OCI registries. It provides tools for retrieving information about container images, listing tags, and more.
+- [stevejford/shiply-mcp](https://github.com/stevejford/shiply-mcp) [](https://glama.ai/mcp/servers/stevejford/shiply-mcp) ๐ โ๏ธ - Agent-first web host: publish a static site or edge function to the web in one call (no account), then manage updates, custom domains, SSL, env vars, databases, and email. Hosted remote MCP at https://shiply.now/mcp.
- [strowk/mcp-k8s-go](https://github.com/strowk/mcp-k8s-go) ๐๏ธ โ๏ธ/๐ - Kubernetes cluster operations through MCP
- [TencentCloudBase/CloudBase-AI-ToolKit](https://github.com/TencentCloudBase/CloudBase-AI-ToolKit) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - One-stop backend services for WeChat Mini-Programs and full-stack apps. Provides specialized MCP tools for serverless cloud functions, databases, and one-click deployment to production with China market access through WeChat ecosystem.
- [thunderboltsid/mcp-nutanix](https://github.com/thunderboltsid/mcp-nutanix) ๐๏ธ ๐ /โ๏ธ - Go-based MCP Server for interfacing with Nutanix Prism Central resources.
@@ -568,6 +590,7 @@ Code execution servers. Allow LLMs to execute code in a secure environment, e.g.
Full coding agents that enable LLMs to read, edit, and execute code and solve general programming tasks completely autonomously.
+- [5dive-ai/5dive-mcp](https://github.com/5dive-ai/5dive-mcp) [](https://glama.ai/mcp/servers/5dive-ai/5dive-mcp) ๐ ๐ ๐ ๐ช ๐ง - Manage a 5dive agent fleet from any MCP client: file tasks, message and inspect agents, and read the fleet digest. Thin adapter over the 5dive CLI.
- [agent-blueprint/mcp-server](https://github.com/agent-blueprint/mcp-server) [](https://glama.ai/mcp/servers/agent-blueprint/mcp-server) ๐ โ๏ธ - 8 MCP tools for exploring and downloading AI agent blueprints. List blueprints, get summaries, download full Agent Skills directories for implementation by coding agents. Vendor-agnostic output works with any enterprise platform. Install: `npx agentblueprint`.
- [dugubuyan/agent-nexus](https://github.com/dugubuyan/agent-nexus) [](https://glama.ai/mcp/servers/dugubuyan/agent-nexus) ๐ ๐ โ๏ธ โ Service-boundary-aware document exchange center for coordinating heterogeneous LLM code agents. Versioned Markdown store, pub-sub notifications, diff-aware updates, and lifecycle stage tracking. Each service registers as a sub-project; agents subscribe to cross-service document changes and receive structured diffs via MCP.
- [agentic-mcp-tools/owlex](https://github.com/agentic-mcp-tools/owlex) ๐ ๐ ๐ ๐ช ๐ง - AI council server: query CLI agents (Claude Code, Codex, Gemini, and OpenCode) in parallel with deliberation rounds
@@ -614,8 +637,10 @@ Full coding agents that enable LLMs to read, edit, and execute code and solve ge
- [plori-ai/plori](https://github.com/plori-ai/plori) [](https://glama.ai/mcp/servers/plori-ai/plori) ๐๏ธ ๐๏ธ โ๏ธ - 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) ๐ ๐ ๐ ๐ช ๐ง - 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) [](https://glama.ai/mcp/servers/PsChina/deepseek-as-subagent) ๐ ๐ ๐ ๐ช ๐ง - 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.
+- [djerok/glm-mcp](https://github.com/djerok/glm-mcp) [](https://glama.ai/mcp/servers/djerok/glm-mcp) ๐ ๐ ๐ ๐ช ๐ง - Run GLM (Zhipu/Z.ai) as a real sub-agent inside Claude Code or GitHub Copilot. GLM gets its own agent loop (read/write/edit/run) on your repo โ not a single LLM call โ with peak-aware Opus-vs-GLM routing, diff/dry-run/git-revert oversight, and a usage ledger. ~10x cheaper than Opus. Requires a Z.ai GLM Coding Plan key.
- [religa/multi-mcp](https://github.com/religa/multi_mcp) ๐ ๐ ๐ช ๐ง - 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.
- [rinadelph/Agent-MCP](https://github.com/rinadelph/Agent-MCP) ๐ ๐ - A framework for creating multi-agent systems using MCP for coordinated AI collaboration, featuring task management, shared context, and RAG capabilities.
+- [sena-labs/oz-mcp-server](https://github.com/sena-labs/OzBridge) [](https://glama.ai/mcp/servers/sena-labs/OzBridge) ๐ ๐ ๐ ๐ช ๐ง - Bridges Warp's Oz coding agent to any IDE or MCP client (Claude Code, Cursor, Codex), plus native `@oz` in VS Code Copilot Chat. Independent project; uses only Warp's documented public interfaces. MIT.
- [shashankss1205/codegraphcontext](https://github.com/Shashankss1205/CodeGraphContext) ๐ ๐ ๐ ๐ช ๐ง An MCP server that indexes local code into a graph database to provide context to AI assistants with a graphical code visualizations for humans.
- [sim-xia/blind-auditor](https://github.com/Sim-xia/Blind-Auditor) ๐ ๐ ๐ ๐ช ๐ง - A zero-cost MCP server that forces AI to self-correct generation messages using prompt injection, independent self-audition and context isolation.
- [sim-xia/skill-cortex-server](https://github.com/Sim-xia/skill-cortex-server) ๐ ๐ ๐ ๐ช ๐ง - An MCP server that enable all IDEs/CLIs to access Claude Code Skills capabilities.
@@ -628,6 +653,7 @@ Full coding agents that enable LLMs to read, edit, and execute code and solve ge
- [Touchpoint-Labs/touchpoint](https://github.com/Touchpoint-Labs/touchpoint) [](https://glama.ai/mcp/servers/Touchpoint-Labs/Touchpoint) ๐ ๐ ๐ ๐ช ๐ง - Playwright for the entire OS. Gives AI agents the ability to see, find, and interact with UI elements in any desktop application.
- [tumf/mcp-shell-server](https://github.com/tumf/mcp-shell-server) - A secure shell command execution server implementing the Model Context Protocol (MCP)
- [VertexStudio/developer](https://github.com/VertexStudio/developer) ๐ฆ ๐ ๐ ๐ช ๐ง - Comprehensive developer tools for file editing, shell command execution, and screen capture capabilities
+- [VibeKit-Bot/vibekit-mcp](https://github.com/VibeKit-Bot/vibekit-mcp) [](https://glama.ai/mcp/servers/VibeKit-Bot/vibekit-mcp) ๐ โ๏ธ - MCP server for VibeKit. Lets an LLM in Claude Desktop, Cursor, or any MCP client build, deploy, and manage hosted apps and chat with each app's persistent server-side agent (every app gets its own agent and a live URL). Not to be confused with the unrelated `superagent-ai/vibekit` SDK.
- [wende/cicada](https://github.com/wende/cicada) ๐ ๐ ๐ ๐ช ๐ง - Code Intelligence for Elixir: module search, function tracking, and PR attribution through tree-sitter AST parsing
- [wonderwhy-er/DesktopCommanderMCP](https://github.com/wonderwhy-er/DesktopCommanderMCP) ๐ ๐ ๐ ๐ช ๐ง - A swiss-army-knife that can manage/execute programs and read/write/search/edit code and text files.
- [x51xxx/codex-mcp-tool](https://github.com/x51xxx/codex-mcp-tool) ๐ โ๏ธ - 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)
@@ -640,10 +666,12 @@ Run commands, capture output and otherwise interact with shells and command line
- [bvisible/mcp-ssh-manager](https://github.com/bvisible/mcp-ssh-manager) [](https://glama.ai/mcp/servers/@bvisible/mcp-ssh-manager) ๐ ๐ ๐ ๐ช ๐ง - Manage multiple SSH servers from one MCP: command execution, file transfer/rsync, database dump/import/query (MySQL/PostgreSQL/MongoDB), backups & restore, health monitoring, persistent sessions, tunnels, ProxyJump/bastion, and opt-in per-server security modes (readonly/restricted) with audit log. Linux, macOS & Windows OpenSSH.
- [capsulerun/bash](https://github.com/capsulerun/bash/tree/main/packages/bash-mcp) [](https://glama.ai/mcp/servers/capsulerun/bash) ๐ ๐ ๐ ๐ช ๐ง - Sandboxed bash for agents. Run untrusted commands in WebAssembly sandboxes with no setup required.
+- [cygnussystems/cygnus-ssh-mcp](https://github.com/cygnussystems/cygnus-ssh-mcp) [](https://glama.ai/mcp/servers/cygnussystems/cygnus-ssh-mcp) ๐ ๐ ๐ ๐ช ๐ง - MCP server for SSH-based control of remote Linux, macOS, and Windows servers with 46 purpose-built tools instead of one generic command-runner: line-level file editing (no download/edit/upload round-trip), background task launch/monitor/kill, real sudo support, host aliases, recursive directory ops, archive create/extract, and full Unicode via SFTP (avoids PowerShell OEM code page corruption on Windows targets). `pip install cygnus-ssh-mcp` or `uvx cygnus-ssh-mcp`.
- [danmartuszewski/hop](https://github.com/danmartuszewski/hop) ๐๏ธ ๐ฅ๏ธ - 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) [](https://glama.ai/mcp/servers/faizbawa/mcp-remote-ssh) ๐ ๐ ๐ ๐ช ๐ง - Full SSH access for AI agents with secret-safe environment injection and automatic output redaction. Persistent sessions, structured execution, SFTP, port forwarding โ 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) [](https://glama.ai/mcp/servers/luisgf/infrabroker) ๐๏ธ ๐ โ๏ธ ๐ ๐ง - 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) [](https://glama.ai/mcp/servers/nvms/tui-mcp) ๐ ๐ ๐ ๐ช ๐ง - What Chrome DevTools MCP is for the browser, tui-mcp is for the terminal. Launch, screenshot, and interact with any TUI app.
+- [PsYcGoD/sage](https://github.com/PsYcGoD/sage) [](https://glama.ai/mcp/servers/PsYcGoD/sage) ๐ ๐ ๐ ๐ช ๐ง - Local-first CLI and MCP wrapper for AI coding agents. Routes shell commands through `sage run --`, stores command history locally, and returns compressed terminal output to reduce context noise.
- [raychao-oao/pty-mcp](https://github.com/raychao-oao/pty-mcp) [](https://glama.ai/mcp/servers/raychao-oao/pty-mcp) ๐๏ธ ๐ ๐ ๐ง - Interactive PTY sessions for AI agents โ 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) [](https://glama.ai/mcp/servers/ferodrigop/forge) ๐ ๐ - 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.
- [WhenLabs-org/when](https://github.com/WhenLabs-org/when) [](https://glama.ai/mcp/servers/WhenLabs-org/when) ๐ ๐ ๐ ๐ช ๐ง - Developer toolkit: auto-detect stack for AI context files, catch port conflicts, validate .env schemas, spot docs drift, audit dependency licenses, and time coding tasks โ 7 MCP tools, one install.
@@ -676,6 +704,7 @@ Integration with communication platforms for message management and channel oper
- [chigwell/telegram-mcp](https://github.com/chigwell/telegram-mcp) ๐ ๐ - Telegram API integration for accessing user data, managing dialogs (chats, channels, groups), retrieving messages, sending messages and handling read status.
- [clawaimail/mcp](https://github.com/joansongjr/clawaimail) [](https://glama.ai/mcp/servers/joansongjr/clawaimail) ๐ โ๏ธ ๐ ๐ช ๐ง - Email infrastructure for AI agents. Create inboxes on the fly, send and receive real emails, search messages, and manage threads via API. Install with `npx clawaimail-mcp`.
- [codefuturist/email-mcp](https://github.com/codefuturist/email-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - IMAP/SMTP email MCP server with 42 tools for reading, searching, sending, scheduling, and managing emails across multiple accounts. Supports IMAP IDLE push, AI triage, desktop notifications, and auto-detects providers like Gmail, Outlook, and iCloud.
+- [cometchat/docs-mcp](https://github.com/cometchat/docs-mcp) [](https://glama.ai/mcp/servers/cometchat/docs-mcp) ๐๏ธ ๐ โ๏ธ - CometChat's official MCP server โ searches CometChat documentation and returns curated implementation bundles for adding real-time chat, voice, video, and moderation to your app (React, React Native, Flutter, iOS, Android, JS SDK).
- [conarti/mattermost-mcp](https://github.com/conarti/mattermost-mcp) ๐ โ๏ธ - MCP server for Mattermost API. List channels, read/post messages, manage threads and reactions, monitor topics. Supports flexible configuration via CLI args, environment variables, or config files.
- [Danielpeter-99/calcom-mcp](https://github.com/Danielpeter-99/calcom-mcp) ๐ ๐ - MCP server for Calcom. Manage event types, create bookings, and access Cal.com scheduling data through LLMs.
- [discourse/discourse-mcp](https://github.com/discourse/discourse-mcp) ๐๏ธ ๐ โ๏ธ ๐ ๐ฌ ๐ ๐ช ๐ง - Official Discourse MCP server for forum integration. Search topics, read posts, manage categories and tags, discover users, and interact with Discourse communities.
@@ -685,6 +714,7 @@ Integration with communication platforms for message management and channel oper
- [ExpertVagabond/solmail-mcp](https://github.com/ExpertVagabond/solmail-mcp) [](https://glama.ai/mcp/servers/ExpertVagabond/solmail-mcp) ๐ โ๏ธ - Send physical mail with Solana payments โ AI agents can compose, price, and send letters and postcards via cryptocurrency.
- [FastAlertNow/mcp-server](https://github.com/FastAlertNow/mcp-server) ๐๏ธ ๐ โ๏ธ - 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) [](https://glama.ai/mcp/servers/@FantomaSkaRus1/telegram-bot-mcp) ๐ โ๏ธ ๐ - Full-featured Telegram Bot API MCP server with 174 tools covering the entire Bot API.
+- [farukkolip/instapdown-mcp](https://github.com/farukkolip/instapdown-mcp) [](https://glama.ai/mcp/servers/farukkolip/instapdown-mcp) ๐ โ๏ธ - Instagram creator toolkit MCP with 16 tools: Reels / video / Story / carousel / photo / profile-pic downloaders, Reels-to-MP3 audio extractor, engagement health check + weighted engagement-rate calculator, live hashtag search + 25 curated niches + creator hashtag audit, 900 Reels hook templates by niche and country, 22 Unicode font styles, best-time-to-post for 17 markets (Buffer 2026 verified data), and a 750-date 2026 content calendar with per-market playbooks. Wraps instapdown.com public API โ no auth required.
- [farukkolip/xtapdown-mcp](https://github.com/farukkolip/xtapdown-mcp) [](https://glama.ai/mcp/servers/farukkolip/xtapdown-mcp) ๐ โ๏ธ - 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 โ no auth, no rate limits on curated data.
- [gerkensm/callcenter.js-mcp](https://github.com/gerkensm/callcenter.js-mcp) ๐ โ๏ธ - 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) [](https://glama.ai/mcp/servers/GeiserX/telegram-archive-mcp) ๐๏ธ โ๏ธ ๐ ๐ช ๐ง - 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.
@@ -692,6 +722,7 @@ Integration with communication platforms for message management and channel oper
- [gitmotion/ntfy-me-mcp](https://github.com/gitmotion/ntfy-me-mcp) ๐ โ๏ธ ๐ - An ntfy MCP server for sending/fetching ntfy notifications to your self-hosted ntfy server from AI Agents ๐ค (supports secure token auth & more - use with npx or docker!)
- [googlarz/signal-mcp](https://github.com/googlarz/signal-mcp) [](https://glama.ai/mcp/servers/googlarz/signal-mcp) ๐ - Full Signal messenger MCP server and CLI. Send/receive messages, manage groups and contacts, search history, handle attachments and reactions. Runs locally via signal-cli โ no third-party servers.
- [gotoolkits/wecombot](https://github.com/gotoolkits/mcp-wecombot-server.git) ๐ โ๏ธ - An MCP server application that sends various types of messages to the WeCom group robot.
+- [huj28-creator/wechat-fastbridge](https://github.com/huj28-creator/wechat-fastbridge) [](https://glama.ai/mcp/servers/huj28-creator/wechat-fastbridge) ๐ ๐ ๐ - Token-efficient macOS WeChat MCP server for verified chat reading, text/file/sticker sending, fuzzy safe routing, smart context retrieval, and allowlisted live monitoring without screenshots or private-protocol access.
- [hannesrudolph/imessage-query-fastmcp-mcp-server](https://github.com/hannesrudolph/imessage-query-fastmcp-mcp-server) ๐ ๐ ๐ - An MCP server that provides safe access to your iMessage database through Model Context Protocol (MCP), enabling LLMs to query and analyze iMessage conversations with proper phone number validation and attachment handling
- [helbertparanhos/resend-email-mcp](https://github.com/helbertparanhos/resend-email-mcp) [](https://glama.ai/mcp/servers/helbertparanhos/resend-email-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - The most complete Resend email MCP โ full API coverage (75 tools) plus a unique debug/diagnostics layer: deliverability analysis, DNS troubleshooting, email inspection, bounce explanation, and account audit. `npx -y resend-email-mcp`.
- [i-am-bee/acp-mcp](https://github.com/i-am-bee/acp-mcp) ๐ ๐ฌ - An MCP server acting as an adapter into the [ACP](https://agentcommunicationprotocol.dev) ecosystem. Seamlessly exposes ACP agents to MCP clients, bridging the communication gap between the two protocols.
@@ -704,7 +735,9 @@ Integration with communication platforms for message management and channel oper
- [sethbang/proton-mail-mcp](https://github.com/sethbang/proton-mail-mcp) [](https://glama.ai/mcp/servers/sethbang/proton-mail-mcp) ๐ ๐ - Unofficial Proton Mail MCP server โ 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) [](https://glama.ai/mcp/servers/shahabazdev/inxmail-mcp) ๐ โ๏ธ - Manage Inxmail Commerce transactional emails โ events, sendings, bounces, blocklist, blacklist, reactions, and delivery tracking.
- [TheSameAbramovych/qmailing-mcp-server](https://github.com/TheSameAbramovych/qmailing-mcp-server) [](https://glama.ai/mcp/servers/TheSameAbramovych/qmailing-mcp-server) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - AI agents read & send email, manage mailboxes, custom domains and webhooks via the QMailing API (npm stdio + hosted OAuth connector).
+- [radmail-ai/radmail-mcp](https://github.com/radmail-ai/radmail-mcp) [](https://glama.ai/mcp/servers/radmail-ai/radmail-mcp) โ๏ธ ๐ - Email operating system for agents: a `search` tool to find the one message by sender/subject/content (no filesystem grep), two-axis triage (importance ร urgency), an explainable "Right Now" lane, commitment follow-through, and reviewable drafts. A machine-verifiable hard-stop keeps money/banking-change/first-contact human-only (BEC defense). Zero-auth HTTP sandbox at radmail.ai/api/mcp/sandbox โ no account, no key.
- [rchanllc/joltsms-mcp-server](https://github.com/rchanllc/joltsms-mcp-server) [](https://glama.ai/mcp/servers/@rchanllc/joltsms-mcp-server) ๐ โ๏ธ - Provision dedicated real-SIM US phone numbers, receive inbound SMS, poll for messages, and extract OTP codes. Built for AI agents automating phone verification across platforms.
+- [Rheopyrin/ox-mcp](https://github.com/Rheopyrin/ox-mcp) [](https://glama.ai/mcp/servers/Rheopyrin/ox-mcp) ๐ ๐ ๐ ๐ช ๐ง - Email (IMAP/SMTP), mail filters (Sieve), calendar (CalDAV), contacts (CardDAV), and free/busy scheduling for Open-Xchange and standards-based mail platforms. Published on the official MCP Registry.
- [virtualsms-io/mcp-server](https://github.com/virtualsms-io/mcp-server) [](https://glama.ai/mcp/servers/virtualsms-io/mcp-server) ๐ โ๏ธ - Receive SMS verification codes with AI agents. Get virtual phone numbers for WhatsApp, Telegram, Google, and 500+ services. Own modem infrastructure across 200+ countries with real-time WebSocket delivery. 12 tools for number discovery, purchase, and code extraction.
- [jagan-shanmugam/mattermost-mcp-host](https://github.com/jagan-shanmugam/mattermost-mcp-host) ๐ ๐ - A MCP server along with MCP host that provides access to Mattermost teams, channels and messages. MCP host is integrated as a bot in Mattermost with access to MCP servers that can be configured.
- [jaipandya/producthunt-mcp-server](https://github.com/jaipandya/producthunt-mcp-server) ๐ ๐ - MCP server for Product Hunt. Interact with trending posts, comments, collections, users, and more.
@@ -765,6 +798,7 @@ Integration with communication platforms for message management and channel oper
- [ztxtxwd/open-feishu-mcp-server](https://github.com/ztxtxwd/open-feishu-mcp-server) ๐ โ๏ธ ๐ - A Model Context Protocol (MCP) server with built-in Feishu OAuth authentication, supporting remote connections and providing comprehensive Feishu document management tools including block creation, content updates, and advanced features.
- [loglux/whatsapp-mcp-stream](https://github.com/loglux/whatsapp-mcp-stream) [](https://glama.ai/mcp/servers/@loglux/whatsapp-mcp-stream) ๐ ๐ ๐ ๐ช ๐ง - WhatsApp MCP server over Streamable HTTP with web admin UI (QR/status/settings), bidirectional media upload/download, and SQLite persistence.
- [Zacccck/Claude-MCP-Read-Email-Attachments](https://github.com/Zacccck/Claude-MCP-Read-Email-Attachments) [](https://glama.ai/mcp/servers/Zacccck/Claude-MCP-Read-Email-Attachments) ๐ โ๏ธ ๐ ๐ช - Remote HTTP MCP server that reads Outlook email attachments via Microsoft Graph. Parses PDF, Word (with embedded image extraction for multimodal analysis), Excel, and text files in-memory and returns structured content directly to Claude.
+- [zerodrop-dev/zerodrop-mcp](https://github.com/zerodrop-dev/zerodrop-mcp) [](https://glama.ai/mcp/servers/zerodrop-dev/zerodrop-mcp) ๐ โ๏ธ - Disposable email inboxes for AI agents โ OTPs and magic links auto-extracted from verification emails. Test signups and auth flows, no signup needed.
### ๐ฃ๏ธ Conversational AI
@@ -780,6 +814,7 @@ Tools for building and operating AI conversation agents that hold structured dia
Tools for encrypting and decrypting data.
+- [degenlegion-com/waxseal-sdk](https://github.com/degenlegion-com/waxseal-sdk) [](https://glama.ai/mcp/servers/degenlegion-com/waxseal-sdk) ๐ โ๏ธ ๐ - On-chain Ed25519 identity for AI agents โ verify seals by fingerprint, validate document signatures, and gate irreversible actions behind human-signed approval tokens. Hosted at `api.waxseal.id/mcp`; local install (`npx @waxseal/mcp`) for signing.
- [denismaggior8/enigma-python-mcp](https://github.com/denismaggior8/enigma-python-mcp) [](https://glama.ai/mcp/servers/denismaggior8/enigma-python-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - A Model Context Protocol server that brings the capabilities of [enigmapython](https://github.com/denismaggior8/enigma-python) library to LLMs, allowing them to encrypt and decrypt messages using historically accurate Enigma machine emulators.
- [laszlopere/mcp-bytesmith](https://github.com/laszlopere/mcp-bytesmith) [](https://glama.ai/mcp/servers/laszlopere/mcp-bytesmith) ๐ ๐ - Local byte-wrangling toolbox: encoding (hex/Base64/Base32/Base58/Base45โฆ), cryptographic + CRC hashing, base conversion, and CSPRNG tokens/passphrases, plus an opt-in Ethereum/EVM toolset (keccak, ABI/RLP codecs, EIP-191/712 hashing, function/event selectors, EIP-55). No network calls. `uvx mcp-bytesmith`.
@@ -845,6 +880,7 @@ Secure database access with schema inspection capabilities. Enables querying and
- [Michael2150/flamerobin-mcp-server](https://github.com/Michael2150/flamerobin-mcp-server) [](https://glama.ai/mcp/servers/Michael2150/flamerobin-mcp-server) #๏ธโฃ ๐ ๐ช - Firebird database MCP server that reads connection details from [FlameRobin's](http://www.flamerobin.org/) config โ no credential setup required. Access all locally registered databases in one session with full schema introspection, DDL/DML execution, execution plans, and missing index analysis.
- [freema/mcp-gsheets](https://github.com/freema/mcp-gsheets) ๐ โ๏ธ - MCP server for Google Sheets API integration with comprehensive reading, writing, formatting, and sheet management capabilities.
- [FreePeak/db-mcp-server](https://github.com/FreePeak/db-mcp-server) ๐๏ธ ๐ โ A high-performance multi-database MCP server built with Golang, supporting MySQL & PostgreSQL (NoSQL coming soon). Includes built-in tools for query execution, transaction management, schema exploration, query building, and performance analysis, with seamless Cursor integration for enhanced database workflows.
+- [FROWNINGdev/django-orm-lens](https://github.com/FROWNINGdev/django-orm-lens) [](https://glama.ai/mcp/servers/FROWNINGdev/django-orm-lens) ๐ ๐ ๐ ๐ช ๐ง - Django ORM static-analysis MCP server. Nine read-only tools (`list_apps`, `list_models`, `describe_model`, `find_relations`, `cascade_preview`, `er_diagram`, `describe_migration_dependency`, `suggest_indexes`, `signal_graph`) that expose Django schema, relationships (FK/M2M/O2O, on_delete, related_name), migration deps, missing indexes, and signal graphs โ no DB, no Django boot, no credentials. Companion to a VS Code / VSCodium / Cursor extension (Open VSX verified) and a `django-orm-lens` PyPI CLI. `pip install django-orm-lens[mcp]`.
- [furey/mongodb-lens](https://github.com/furey/mongodb-lens) ๐ ๐ - MongoDB Lens: Full Featured MCP Server for MongoDB Databases
- [gannonh/firebase-mcp](https://github.com/gannonh/firebase-mcp) ๐ฅ โ ๏ธ - Firebase services including Auth, Firestore and Storage.
- [get-convex/convex-backend](https://stack.convex.dev/convex-mcp-server) ๐ โ๏ธ - Convex database integration to introspect tables, functions, and run oneoff queries ([Source](https://github.com/get-convex/convex-backend/blob/main/npm-packages/convex/src/cli/mcp.ts))
@@ -879,6 +915,7 @@ Secure database access with schema inspection capabilities. Enables querying and
- [neo4j-contrib/mcp-neo4j](https://github.com/neo4j-contrib/mcp-neo4j) ๐ ๐ - 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) ๐ โ๏ธ โ An MCP Server for creating and managing Postgres databases using Neon Serverless Postgres
- [niledatabase/nile-mcp-server](https://github.com/niledatabase/nile-mcp-server) MCP server for Nile's Postgres platform - Manage and query Postgres databases, tenants, users, auth using LLMs
+- [nlqueries/nlqueries](https://github.com/nlqueries/nlqueries) [](https://glama.ai/mcp/servers/nlqueries/nlqueries) ๐ ๐ - Natural language to validated SQL engine with multi-connector support (PostgreSQL, MySQL, Snowflake, BigQuery, DuckDB), document QA, semantic caching, and self-hosted MCP server.
- [openlink/mcp-server-jdbc](https://github.com/OpenLinkSoftware/mcp-jdbc-server) ๐ ๐ - An MCP server for generic Database Management System (DBMS) Connectivity via the Java Database Connectivity (JDBC) protocol
- [openlink/mcp-server-odbc](https://github.com/OpenLinkSoftware/mcp-odbc-server) ๐ ๐ - An MCP server for generic Database Management System (DBMS) Connectivity via the Open Database Connectivity (ODBC) protocol
- [openlink/mcp-server-sqlalchemy](https://github.com/OpenLinkSoftware/mcp-sqlalchemy-server) ๐ ๐ - An MCP server for generic Database Management System (DBMS) Connectivity via SQLAlchemy using Python ODBC (pyodbc)
@@ -893,7 +930,9 @@ Secure database access with schema inspection capabilities. Enables querying and
- [QuantGeekDev/mongo-mcp](https://github.com/QuantGeekDev/mongo-mcp) ๐ ๐ - MongoDB integration that enables LLMs to interact directly with databases.
- [quarkiverse/mcp-server-jdbc](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jdbc) โ ๐ - Connect to any JDBC-compatible database and query, insert, update, delete, and more.
- [rashidazarang/airtable-mcp](https://github.com/rashidazarang/airtable-mcp) ๐ โ๏ธ - Connect AI tools directly to Airtable. Query, create, update, and delete records using natural language. Features include base management, table operations, schema manipulation, record filtering, and data migration through a standardized MCP interface.
+- [Yusufihsangorgel/queue-inspector-mcp](https://github.com/Yusufihsangorgel/queue-inspector-mcp) [](https://glama.ai/mcp/servers/Yusufihsangorgel/queue-inspector-mcp) ๐ ๐ - Inspect and operate Redis-backed job queues (Asynq and BullMQ): per-state counts, job detail with decoded payload and last error, and faithful retry/delete running each library's own scripts. Read-only mode for production.
- [redis/mcp-redis](https://github.com/redis/mcp-redis) ๐ ๐ - The Redis official MCP Server offers an interface to manage and search data in Redis.
+- [Rheopyrin/db-access-mcp](https://github.com/Rheopyrin/db-access-mcp) [](https://glama.ai/mcp/servers/Rheopyrin/db-access-mcp) ๐ ๐ ๐ ๐ช ๐ง - Query PostgreSQL, MySQL, Redshift and SQL Server over verified SSH / AWS SSM tunnels, with read-only enforcement, confined file exports, and pluggable secret providers (env, Vault, AWS Secrets Manager, RDS IAM). Published on the official MCP Registry.
- [runekaagaard/mcp-alchemy](https://github.com/runekaagaard/mcp-alchemy) ๐ ๐ - Universal SQLAlchemy-based database integration supporting PostgreSQL, MySQL, MariaDB, SQLite, Oracle, MS SQL Server and many more databases. Features schema and relationship inspection, and large dataset analysis capabilities.
- [narekmalk/safedb-mcp](https://github.com/narekmalk/safedb-mcp) [](https://glama.ai/mcp/servers/narekmalk/safedb-mcp) โ๏ธ ๐ - Secure MCP server for safe, read-only DB access by AI agents, with SQL guardrails, table allowlists, PII masking, and audit logs.
- [s2-streamstore/s2-sdk-typescript](https://github.com/s2-streamstore/s2-sdk-typescript) ๐๏ธ ๐ โ๏ธ - Official MCP server for the S2.dev serverless stream platform.
@@ -947,6 +986,7 @@ Data Platforms for data integration, transformation and pipeline orchestration.
- [bruno-portfolio/agrobr-mcp](https://github.com/bruno-portfolio/agrobr-mcp) ๐ โ๏ธ - Brazilian agricultural data for LLMs โ prices, crop estimates, climate, deforestation from 19 public sources via CEPEA, CONAB, IBGE, INPE and B3.
- [Castaldo-Solutions/mcp-vtenext](https://github.com/Castaldo-Solutions/mcp-vtenext) [](https://glama.ai/mcp/servers/Castaldo-Solutions/mcp-vtenext) ๐ ๐ ๐ ๐ช ๐ง - MCP server for VTENext CRM (open-source vtiger-based). Query, create and update opportunities and contacts via the WebService API. Available on npm as `@castaldosolutions/mcp-vtenext`.
- [dan1d/mercadolibre-mcp](https://github.com/dan1d/mercadolibre-mcp) [](https://glama.ai/mcp/servers/dan1d/mercadolibre-mcp) ๐ โ๏ธ - MercadoLibre marketplace integration for AI agents. Search products, get item details, browse categories, track trends, and convert currencies across Latin America (Argentina, Brazil, Mexico, Chile, Colombia).
+- [datanika-io/datanika-core](https://github.com/datanika-io/datanika-core/tree/master/datanika-mcp) [](https://glama.ai/mcp/servers/datanika-io/datanika-core) ๐๏ธ ๐ โ๏ธ ๐ - Read-only-by-default MCP server for [Datanika](https://datanika.io), the open-source ELT + dbt platform: browse connections, preview data, run and compile dbt transforms, monitor runs, and manage pipelines. 25 tools; opt-in `--allow-write` enables create/trigger.
- [dbt-labs/dbt-mcp](https://github.com/dbt-labs/dbt-mcp) ๐๏ธ ๐ ๐ โ๏ธ - Official MCP server for [dbt (data build tool)](https://www.getdbt.com/product/what-is-dbt) providing integration with dbt Core/Cloud CLI, project metadata discovery, model information, and semantic layer querying capabilities.
- [Evan-Crx/permisapi-mcp](https://github.com/Evan-Crx/permisapi-mcp) [](https://glama.ai/mcp/servers/Evan-Crx/permisapi-mcp) ๐ ๐ ๐ ๐ช ๐ง - 7 tools for French open-data building permits (Sitadel, 311k rows, ~2M permits/year, Etalab license). Search, details, DVF transactions cross-ref, real estate dealer opportunity score, PLU urban zoning, BRGM natural and technological risks, and a Vue 360 composite that fans out 6 sub-fetches in one tool call. Powered by [permisapi.fr](https://permisapi.fr). Plan Free covers basic search and details, Pro+ unlocks the enrichments. Install: `pip install permisapi-mcp`.
- [flexorch/flexorch-mcp](https://github.com/flexorch/flexorch-mcp) [](https://glama.ai/mcp/servers/flexorch/flexorch-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Convert unstructured business documents (PDF, DOCX, invoices, contracts, payroll) into structured, LLM-ready datasets with automatic classification, field extraction, PII masking (10+ locales), and quality scoring. 6 async MCP tools covering the full pipeline: submit โ poll โ extract โ build โ export JSONL/RAG/CSV. Install: `pip install flexorch-mcp`.
@@ -966,6 +1006,7 @@ Data Platforms for data integration, transformation and pipeline orchestration.
- [saikiyusuke/registep-mcp](https://github.com/saikiyusuke/registep-mcp) ๐ โ๏ธ - AI-powered POS & sales analytics MCP server with 67 tools for Airใฌใธ, ในใใฌใธ, and BASE EC integration. Provides store management, sales data querying, AI chat analysis, and weather correlation features.
- [us-all/airflow-mcp-server](https://github.com/us-all/airflow-mcp-server) [](https://glama.ai/mcp/servers/us-all/airflow-mcp-server) ๐ ๐ ๐ ๐ช ๐ง - Airflow REST API โ 7 tools (DAG list, runs, task instances, log tails, trigger, clear). `dag-health-rollup` aggregation. Airflow 3.x `/api/v2` + JWT (SimpleAuthManager); pin `0.1.x` for Airflow 2.x. Read-only by default; trigger/clear write-gated.
- [soil-dev/capsulemcp](https://github.com/soil-dev/capsulemcp) [](https://glama.ai/mcp/servers/soil-dev/capsulemcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - MCP server for [Capsule CRM](https://capsulecrm.com). 81 tools (49 in read-only mode) covering contacts, opportunities, projects, tasks, timeline activity, structured + saved filters, workflow tracks, and file attachments. Two transports โ stdio (`npx capsulemcp`) and HTTP+OAuth for hosted Custom Connectors. Read-only-mode env flag for safer defaults. Apache 2.0.
+- [Sugra-Systems/sugra-api-mcp](https://github.com/Sugra-Systems/sugra-api-mcp) [](https://glama.ai/mcp/servers/Sugra-Systems/sugra-api-mcp) ๐๏ธ ๐ โ๏ธ - Connector between LLM agents and world data - 1,500+ endpoints aggregating 160+ primary sources across 36 data domains: markets, macroeconomics, company fundamentals, government, news, climate, maritime, and entity screening. Install via `pip install sugra-api-mcp` or hosted at app.sugra.ai/mcp.
- [vikramgorla/mcp-swiss](https://github.com/vikramgorla/mcp-swiss) [](https://glama.ai/mcp/servers/vikramgorla/mcp-swiss) ๐ โ๏ธ - 68 tools for Swiss open data: transport, weather, geodata, companies, parliament, and more. Zero API keys required.
- [yashshingvi/databricks-genie-MCP](https://github.com/yashshingvi/databricks-genie-MCP) ๐ โ๏ธ - A server that connects to the Databricks Genie API, allowing LLMs to ask natural language questions, run SQL queries, and interact with Databricks conversational agents.
- [Younghef/nutriref-api](https://github.com/Younghef/nutriref-api) [](https://glama.ai/mcp/servers/Younghef/nutriref-api) ๐ โ๏ธ ๐ ๐ช ๐ง - USDA FoodData Central nutrition for AI agents โ pay-per-call in USDC on Base via x402. Four tools (search, detail, compare, recipe) at $0.001โ$0.005 per call. No signup, no API keys; MCPB-packaged for one-click install.
@@ -974,22 +1015,27 @@ Data Platforms for data integration, transformation and pipeline orchestration.
### ๐ป Developer Tools
+- [scarletkc/vexor](https://github.com/scarletkc/vexor) [](https://glama.ai/mcp/servers/scarletkc/vexor) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - A semantic search engine for files and code โ find files by describing what they do, not their names. Local reusable indexes, configurable embedding providers (OpenAI, Gemini, Voyage, any OpenAI-compatible API, or fully offline local models), AST-aware code chunking, optional reranking. `uvx vexor mcp` or `pip install vexor`.
- [hernaninverso/eleata-verify-mcp](https://github.com/hernaninverso/eleata-verify-mcp) [](https://glama.ai/mcp/servers/hernaninverso/eleata-verify-mcp) ๐ โ๏ธ - 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) [](https://glama.ai/mcp/servers/appcreationsca/bumpguard-mcp) ๐ ๐ ๐ ๐ช ๐ง - 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 โ never runs third-party code. Python + .NET. `pip install bumpguard-mcp`
+- [MasterPlayspots/motionspec](https://github.com/MasterPlayspots/motionspec) [](https://glama.ai/mcp/servers/MasterPlayspots/motionspec) ๐ โ๏ธ ๐ - Reduced-motion / WCAG 2.2.2+2.3.3 verification for web animation: agents author validated specs; a deterministic compiler emits reduced-motion-safe, on-budget CSS. Keyless hosted endpoint (motion_catalog, motion_validate).
- [Vivekpatil200320/CyberRescue](https://github.com/Vivekpatil200320/cyberrescue) [](https://glama.ai/mcp/servers/Vivekpatil200320/cyberrescue) ๐ ๐ - Secure host-level telemetry gateway enabling sandboxed AI agents to dynamically fetch container logs and track kernel resource metrics.
- [davidmosiah/delx-mcp-server](https://github.com/davidmosiah/delx-mcp-server) [](https://glama.ai/mcp/servers/davidmosiah/delx-mcp-server) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - 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) [](https://glama.ai/mcp/servers/DeusData/codebase-memory-mcp) ๐ ๐ ๐ ๐ช ๐ง - Code-intelligence engine that indexes a repo into a persistent knowledge graph โ 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) [](https://glama.ai/mcp/servers/forgemeshlabs/aso-audit-mcp) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - 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) [](https://glama.ai/mcp/servers/KyaniteLabs/checkyourself) ๐ ๐ - Local-first production-readiness audit for AI-built apps: read-only checks, an evidence-based 0-100 score, and guided fixes before launch.
+- [mcurmi05/vdiff](https://github.com/mcurmi05/vdiff) [](https://glama.ai/mcp/servers/mcurmi05/vdiff) ๐ โ๏ธ - Breaking-change diffs for npm packages so coding agents stop writing code against outdated API knowledge.
- [modus-agendi/managed-agent-control-mcp](https://github.com/modus-agendi/managed-agent-control-mcp) [](https://glama.ai/mcp/servers/modus-agendi/managed-agent-control-mcp) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Start, observe, and interact with Claude Managed Agents from any MCP client โ 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) [](https://glama.ai/mcp/servers/getnahook/nahook-mcp) ๐๏ธ ๐๏ธ โ๏ธ - "The official MCP server for the Nahook webhook platform โ 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) [](https://glama.ai/mcp/servers/naveenayalla1-CS50/mcp-server-toolkit) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - 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) [](https://glama.ai/mcp/servers/Nishant-Chaudhary5338/mcp-code-indexer) ๐ ๐ - 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 โ exposed over stdio. Install: `npx code-graph-indexer`.
+- [oddunits/pntr-cli](https://github.com/oddunits/pntr-cli) [](https://glama.ai/mcp/servers/oddunits/pntr-cli) ๐๏ธ ๐ โ๏ธ - The official MCP server for PNTR free dev subdomains โ register a `*.pntr.dev` subdomain, manage its DNS records, receive email on a disposable inbox, and capture inbound HTTP requests for webhook debugging. Free tier, no key needed to start. Local stdio via `npx @pntr/cli` or hosted endpoint (`https://api.pntr.dev/mcp`, OAuth).
- [raccioly/docguard](https://github.com/raccioly/docguard) [](https://glama.ai/mcp/servers/raccioly/docguard) ๐ ๐ ๐ ๐ช ๐ง - Deterministic documentation-drift detection for AI agents. Validates a project's canonical docs against its actual code โ 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) [](https://glama.ai/mcp/servers/tatavarthitarun/nowsecure-mcp-server) ๐ โ๏ธ ๐ ๐ช ๐ง - 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) [](https://glama.ai/mcp/servers/adrianczuczka/mason) ๐ ๐ ๐ ๐ช ๐ง - Context engineering MCP server. Generates CLAUDE.md from git history and architectural file sampling, and maintains a concept-map snapshot of features/flows โ 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.
- [masondelan/selvedge](https://github.com/masondelan/selvedge) [](https://glama.ai/mcp/servers/masondelan/selvedge) ๐ ๐ - Change tracking for AI-era codebases. AI agents call it to log structured change events (entity + diff + reasoning) before the session ends, then query history with diff, blame, history, changeset, and search. Captures the intent that would otherwise evaporate.
+- [saiffmirza/kiyas](https://github.com/saiffmirza/kiyas) [](https://glama.ai/mcp/servers/saiffmirza/kiyas) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Design-fidelity checks for AI agents: compare a Figma frame (or any design screenshot) against the rendered implementation and get structured discrepancies with CSS properties and severity. Resolves a natural-language component description to a URL + selector in your codebase, screenshots it with Playwright, and compares via vision AI using your existing Claude Code or Codex subscription โ no API keys. 90% mutation recall, zero false positives on its golden eval set. `npx -y kiyas-cli mcp`
- [sapph1re/mcp-billing-gateway-sdk](https://github.com/sapph1re/mcp-billing-gateway-sdk) [](https://glama.ai/mcp/servers/sapph1re/mcp-billing-gateway-sdk) ๐ โ๏ธ - 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) [](https://glama.ai/mcp/servers/agenticempire/axint) ๐ ๐ - Apple-native execution layer for AI agents. Compiles TypeScript to validated Swift โ 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) [](https://glama.ai/mcp/servers/callstackincubator/agent-device) ๐ ๐ ๐ ๐ง - 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.
@@ -1013,10 +1059,12 @@ Tools and integrations that enhance the development workflow and environment man
- [Mogacode-ma/elementor-mcp-agent](https://github.com/Mogacode-ma/elementor-mcp-agent) [](https://glama.ai/mcp/servers/Mogacode-ma/elementor-mcp-agent) ๐ โ๏ธ/๐ - Agency-grade MCP server for WordPress Elementor โ multi-site management for 120+ WordPress sites with safe edits (backup + auto-rollback + post-write verification), template export/import, global widget detection, CSS flush, WP-CLI escape hatch, headless Chrome screenshots. 34 tools across pages, widgets, templates, bulk find/replace, and fleet operations.
- [a-25/ios-mcp-code-quality-server](https://github.com/a-25/ios-mcp-code-quality-server) ๐ ๐ ๐ - iOS code quality analysis and test automation server. Provides comprehensive Xcode test execution, SwiftLint integration, and detailed failure analysis. Operates in both CLI and MCP server modes for direct developer usage and AI assistant integration.
- [raye-deng/open-code-review](https://github.com/raye-deng/open-code-review) [](https://glama.ai/mcp/servers/raye-deng/open-code-review) ๐ ๐ โ๏ธ - AI code quality gate detecting hallucinated packages, phantom dependencies, stale APIs, and AI-specific code defects. MCP Server + CLI + CI/CD integration.
+- [repowise-dev/repowise](https://github.com/repowise-dev/repowise) [](https://glama.ai/mcp/servers/repowise-dev/repowise) ๐ ๐ โ๏ธ - Codebase intelligence for AI coding agents. Indexes a repo into a dependency graph, git history, defect-risk code health, auto-generated docs, and architectural decisions, served as 9 task-shaped MCP tools across 15 languages. Runs 100% local; hosted option available.
- [AaronVick/ECHO_RIFT_MCP](https://github.com/AaronVick/ECHO_RIFT_MCP) ๐ โ๏ธ - 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) [](https://glama.ai/mcp/servers/AgiMaulana/HuaweiAppGalleryMcp) ๐ โ๏ธ ๐ ๐ช ๐ง - 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) [](https://glama.ai/mcp/servers/Jott2121/agent-gate) ๐ ๐ ๐ ๐ช ๐ง - 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) [](https://glama.ai/mcp/servers/aos-standard/mcp-blast-radius) ๐ ๐ - MCP Blast-Radius Auditor โ 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` ยท [PyPI](https://pypi.org/project/mcp-blast-radius/0.2.0/)
+- [aos-standard/mcp-agent-health](https://github.com/aos-standard/mcp-agent-health) [](https://glama.ai/mcp/servers/aos-standard/mcp-agent-health) ๐ ๐ - MCP Agent Health Reporter โ advisory agent health scan under AOS discipline (manifest, services, immune loop, evidence). Stdio MCP: `mcp-agent-health`. Install: `pip install mcp-agent-health==0.3.1` ยท [PyPI](https://pypi.org/project/mcp-agent-health/0.3.1/)
- [aparajithn/agent-utils-mcp](https://github.com/aparajithn/agent-utils-mcp) [](https://glama.ai/mcp/servers/@aparajithn/agent-utils-mcp) ๐ โ๏ธ - 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) [](https://glama.ai/mcp/servers/AI-by-design/primitiv) ๐ ๐ ๐ ๐ช ๐ง - 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 โ your code never leaves your machine.
- [aashari/mcp-server-atlassian-bitbucket](https://github.com/aashari/mcp-server-atlassian-bitbucket) ๐ โ๏ธ - Atlassian Bitbucket Cloud integration. Enables AI systems to interact with repositories, pull requests, workspaces, and code in real time.
@@ -1141,6 +1189,7 @@ Tools and integrations that enhance the development workflow and environment man
- [Adityaaery20/media-mcp](https://github.com/Adityaaery20/media-mcp) ๐ ๐ ๐ ๐ช ๐ง - Local image and video processing MCP server with 13 tools for resize, convert, compress, crop, thumbnail, metadata extraction, rotate, flip, filters, and ffmpeg-based video operations. No API keys required.
- [InsForge/insforge-mcp](https://github.com/InsForge/insforge-mcp) ๐ โ๏ธ - AI-native backend-as-a-service platform enabling AI agents to build and manage full-stack applications. Provides Auth, Database (PostgreSQL), Storage, and Functions as production-grade infrastructure, reducing MVP development time from weeks to hours.
- [Inspizzz/jetbrains-datalore-mcp](https://github.com/inspizzz/jetbrains-datalore-mcp) ๐ โ๏ธ - MCP server for interacting with cloud deployments of Jetbrains Datalore platform. Fully incorporated Datalore API ( run, run interactively, get run data, fetch files )
+- [io.github.hoainho/podium-mcp](https://github.com/hoainho/podium-mcp) [](https://glama.ai/mcp/servers/hoainho/podium-mcp) ๐ ๐ ๐ - Mobile E2E MCP (40 tools): iOS-simulator control, native UI automation, Maestro flows, React Native debugging (logs/network/state), and WebView DOM inspection. Requires macOS + Xcode.
- [ios-simulator-mcp](https://github.com/joshuayoes/ios-simulator-mcp) ๐ ๐ ๐ - A Model Context Protocol (MCP) server for interacting with iOS simulators. This server allows you to interact with iOS simulators by getting information about them, controlling UI interactions, and inspecting UI elements.
- [isaacphi/mcp-language-server](https://github.com/isaacphi/mcp-language-server) ๐๏ธ ๐ - MCP Language Server helps MCP enabled clients navigate codebases more easily by giving them access to semantic tools like get definition, references, rename, and diagnostics.
- [blackwell-systems/agent-lsp](https://github.com/blackwell-systems/agent-lsp) [](https://glama.ai/mcp/servers/blackwell-systems/agent-lsp) ๐๏ธ ๐ ๐ ๐ช ๐ง - Stateful MCP server over real language servers. 50 tools, 30 CI-verified languages, 20 agent workflows. Persistent sessions keep the index warm across files and projects. Speculative execution simulates edits in memory before writing to disk.
@@ -1169,6 +1218,7 @@ Tools and integrations that enhance the development workflow and environment man
- [kao273183/mk-qa-master](https://github.com/kao273183/mk-qa-master) [](https://glama.ai/mcp/servers/kao273183/mk-qa-master) ๐ ๐ ๐ ๐ช ๐ง - AI ๆธฌ่ฉฆๅคงๅธซ โ end-to-end QA loop over MCP. Drives pytest / Jest / Cypress / Go / Maestro from one surface; analyzes URLs (Web DOM) or live mobile screens (`maestro hierarchy`) to extract testable modules, generates runnable pytest or Maestro YAML with real selectors (not `# TODO` stubs), runs with auto-retry, then writes a prioritized `optimization-plan.md` ranked by evidence (flaky vs broken vs coverage gap). Mobile-first: iOS Simulator, Android Emulator, real devices, and BlueStacks (`QA_ANDROID_HOST=127.0.0.1:5555`). Install via `uvx mk-qa-master`.
- [Kapeli/dash-mcp-server](https://github.com/Kapeli/dash-mcp-server) [](https://glama.ai/mcp/servers/@Kapeli/dash-mcp-server) ๐ ๐ ๐ - MCP server for [Dash](https://kapeli.com/dash), the macOS API documentation browser. Instant search over 200+ documentation sets.
- [kenneives/design-token-bridge-mcp](https://github.com/kenneives/design-token-bridge-mcp) [](https://glama.ai/mcp/servers/kenneives/design-token-bridge-mcp) ๐ ๐ - Translates design tokens between platforms โ extract from Tailwind, CSS, Figma, or W3C DTCG, then generate Material 3 (Kotlin), SwiftUI, Tailwind config, and CSS Variables with WCAG contrast validation.
+- [kensaurus/mushi-mushi](https://github.com/kensaurus/mushi-mushi) [](https://glama.ai/mcp/servers/kensaurus/mushi-mushi) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Bug-report triage and fix-dispatch MCP for vibe coders. Ask your AI coding agent for a plain-English diagnosis of any user-reported bug โ with evidence, blast radius, and a paste-ready fix prompt โ then dispatch an automated GitHub fix PR without a second LLM key. 80+ tools, Supabase-backed, MIT SDK. `npx @mushi-mushi/mcp`
- [kerbelp/metatron](https://github.com/kerbelp/metatron) [](https://glama.ai/mcp/servers/kerbelp/metatron) ๐ ๐ ๐ ๐ช ๐ง - Self-hosted codebase priors and conventions server. Captures codebase design patterns, conventions, and implementation decisions from git history and developer feedback, serving them to coding agents to ensure local project standards are followed.
- [kevinswint/xcode-studio-mcp](https://github.com/kevinswint/xcode-studio-mcp) [](https://glama.ai/mcp/servers/kevinswint/xcode-studio-mcp) ๐ ๐ ๐ - Unified MCP server for iOS development โ build, run, screenshot, and interact with iOS Simulator.
- [kindly-software/kdb](https://github.com/kindly-software/kdb) ๐ฆ โ๏ธ - AI-powered time-travel debugger with bidirectional execution replay, audit-compliant hash-chain logging, and SIMD-accelerated stack unwinding. Free Hobby tier available.
@@ -1211,6 +1261,7 @@ Tools and integrations that enhance the development workflow and environment man
- [muhannad-hash/git-context-mcp](https://github.com/muhannad-hash/git-context-mcp) [](https://glama.ai/mcp/servers/muhannad-hash/git-context-mcp) ๐ ๐ ๐ ๐ช ๐ง - Answers "why does this code exist?" by tracing any line back through the commit, GitHub PR description, and linked issues. Five tools: blame context, commit story, file history, commit search, and file contributors. `npx git-context-mcp`
- [mumez/pharo-smalltalk-interop-mcp-server](https://github.com/mumez/pharo-smalltalk-interop-mcp-server) ๐ ๐ - Pharo Smalltalk integration enabling code evaluation, class/method introspection, package management, test execution, and project installation for interactive development with Pharo images.
- [n8daniels/RulesetMCP](https://github.com/n8daniels/RulesetMCP) ๐ ๐ - Weight-On-Wheels for AI - keeps agents grounded in your project's rules. Query coding standards, validate snippets, and get task-specific guidance from version-controlled rule files.
+- [najaeda/naja-scope](https://github.com/najaeda/naja-scope) [](https://glama.ai/mcp/servers/najaeda/naja-scope) ๐ ๐ - Lets AI agents explore elaborated SystemVerilog/Verilog designs (RTL or gate-level netlists) without pasting RTL into context: trace signal fan-in/fan-out, walk module hierarchy, and jump to exact `file:line` source, backed by the najaeda netlist engine.
- [Souzix76/n8n-workflow-tester-safe](https://github.com/Souzix76/n8n-workflow-tester-safe) [](https://glama.ai/mcp/servers/Souzix76/n8n-workflow-tester-safe) ๐ ๐ - Test, score, and inspect n8n workflows via MCP. Config-driven test suites with two-tier scoring, lightweight execution traces, and a built-in node catalog with 436+ nodes.
- [AutomateLab-tech/n8n-mcp](https://github.com/AutomateLab-tech/n8n-mcp) [](https://glama.ai/mcp/servers/AutomateLab-tech/n8n-mcp) ๐ ๐ - Nine-tool MCP server for n8n: generate workflow JSON from natural language, lint for deprecated node types, missing `typeVersion`, and broken connections, and debug per-node execution failures. Ships with a Claude Code skill. Install: `npx @automatelab/n8n-mcp`.
- [narumiruna/gitingest-mcp](https://github.com/narumiruna/gitingest-mcp) ๐ ๐ - A MCP server that uses [gitingest](https://github.com/cyclotruc/gitingest) to convert any Git repository into a simple text digest of its codebase.
@@ -1261,6 +1312,7 @@ Tools and integrations that enhance the development workflow and environment man
- [QuantGeekDev/docker-mcp](https://github.com/QuantGeekDev/docker-mcp) ๐๏ธ ๐ - Docker container management and operations through MCP
- [Quantum3-Labs/ARBuilder](https://github.com/Quantum3-Labs/ARBuilder) [](https://glama.ai/mcp/servers/Quantum3-Labs/ARBuilder) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - AI-powered code generator for the Arbitrum ecosystem. 19 MCP tools for Stylus smart contracts, SDK bridging, full-stack dApps, and Orbit chain deployment, backed by RAG-based retrieval over Arbitrum documentation.
- [r-huijts/xcode-mcp-server](https://github.com/r-huijts/xcode-mcp-server) ๐ ๐ ๐ - Xcode integration for project management, file operations, and build automation
+- [rabdulsal/appstore-release-mcp](https://github.com/rabdulsal/appstore-release-mcp) [](https://glama.ai/mcp/servers/rabdulsal/appstore-release-mcp) ๐ ๐ ๐ - Drives the full App Store release cycle for iOS/macOS apps: version bump, archive + sign + TestFlight upload via your fastlane lane (as async jobs with log polling โ the step REST-only ASC servers can't do), metadata updates, and review submission via the ASC API. Zero-dependency ES256 JWT auth. `npx appstore-release-mcp`
- [ReAPI-com/mcp-openapi](https://github.com/ReAPI-com/mcp-openapi) ๐ ๐ - MCP server that lets LLMs know everything about your OpenAPI specifications to discover, explain and generate code/mock data
- [Vbj1808/retrieval-lens](https://github.com/Vbj1808/retrieval-lens) [](https://glama.ai/mcp/servers/Vbj1808/retrieval-lens) ๐ ๐ - Black-box flight recorder for RAG retrieval inside MCP agents. Logs chunks, scores, sources and rankings so you can audit, replay and diff retrieval runs.
- [reflagcom/mcp](https://github.com/reflagcom/javascript/tree/main/packages/cli#model-context-protocol) ๐๏ธ ๐ โ๏ธ - Flag features directly from chat in your IDE with [Reflag](https://reflag.com).
@@ -1292,6 +1344,7 @@ Tools and integrations that enhance the development workflow and environment man
- [softvoyagers/pdfspark-api](https://github.com/softvoyagers/pdfspark-api) ๐ โ๏ธ - Free HTML/URL to PDF conversion API powered by Playwright. No API key required.
- [softvoyagers/qrmint-api](https://github.com/softvoyagers/qrmint-api) ๐ โ๏ธ - Free styled QR code generator API with custom colors, logos, frames, and batch generation. No API key required.
- [spacecode-ai/SpaceBridge-MCP](https://github.com/spacecode-ai/SpaceBridge-MCP) ๐ ๐ ๐ ๐ง - Bring structure and preserve context in vibe coding by automatically tracking issues.
+- [specshield26/specshield-mcp-server](https://github.com/specshield26/specshield-mcp-server) [](https://glama.ai/mcp/servers/specshield26/specshield-mcp-server) ๐ โ๏ธ - The API-change deploy gate for AI coding agents: "is it safe to ship this API change to my consumers?" Analyze-only OpenAPI breaking-change detection + migration guides.
- [srijanshukla18/xray](https://github.com/srijanshukla18/xray) ๐ ๐ - Progressive code-intelligence MCP server: map project structure, fuzzy-find symbols, and assess change-impact across Python, JS/TS, and Go (powered by `ast-grep`).
- [srclight/srclight](https://github.com/srclight/srclight) [](https://glama.ai/mcp/servers/@srclight/srclight) ๐ ๐ - Deep code indexing MCP server with SQLite FTS5, tree-sitter, and embeddings. 29 tools for symbol search, call graphs, git intelligence, and hybrid semantic search.
- [st3v3nmw/sourcerer-mcp](https://github.com/st3v3nmw/sourcerer-mcp) ๐๏ธ โ๏ธ - MCP for semantic code search & navigation that reduces token waste
@@ -1308,6 +1361,7 @@ Tools and integrations that enhance the development workflow and environment man
- [tgeselle/bugsnag-mcp](https://github.com/tgeselle/bugsnag-mcp) ๐ โ๏ธ - An MCP server for interacting with [Bugsnag](https://www.bugsnag.com/)
- [thecombatwombat/replicant-mcp](https://github.com/thecombatwombat/replicant-mcp) [](https://glama.ai/mcp/servers/thecombatwombat/replicant-mcp) ๐ ๐ ๐ ๐ช ๐ง - Android MCP server for AI-assisted Android development. Build APKs, launch emulators, manage devices, automate UI, and analyze logs through natural conversation.
- [themesberg/flowbite-mcp](https://github.com/themesberg/flowbite-mcp) ๐ ๐ ๐ ๐ช ๐ง - MCP server that provides AI assistance for an open-source UI framework based on Tailwind CSS
+- [theserverlessdev/wsc](https://github.com/theserverlessdev/wsc) [](https://glama.ai/mcp/servers/theserverlessdev/wsc) ๐ โ๏ธ ๐ - Prose linter + AI-slop detector: weasel words, passive voice, hedging, and 190+ research-cited AI tells. Remote server at wsc.theserverless.dev/mcp or `npx wsc-mcp`.
- [tipdotmd/tip-md-x402-mcp-server](https://github.com/tipdotmd/tip-md-x402-mcp-server) ๐ โ๏ธ - MCP server for cryptocurrency tipping through AI interfaces using x402 payment protocol and CDP Wallet.
- [x402node/x402-mcp](https://github.com/x402node/x402-mcp) [](https://glama.ai/mcp/servers/x402node/x402-mcp) ๐๏ธ ๐ ๐ - Exposes 100+ x402-paid APIs to AI agents via auto-discovery from Coinbase Bazaar. Handles USDC micropayments on Base mainnet.
- [Mibayy/token-savior](https://github.com/Mibayy/token-savior) [](https://glama.ai/mcp/servers/Mibayy/token-savior) ๐ ๐ ๐ ๐ช ๐ง - Structural code intelligence MCP server for AI-assisted development. Navigate and edit code by symbol names instead of raw text โ symbol lookup, dependency graphs, call chains, dead code detection, and structural diff. Replaces grep/cat with semantic tools: 87% token reduction on large codebases.
@@ -1323,6 +1377,7 @@ Tools and integrations that enhance the development workflow and environment man
- [veelenga/claude-mermaid](https://github.com/veelenga/claude-mermaid/) ๐ ๐ ๐ ๐ช ๐ง - A Mermaid diagram rendering MCP server for Claude Code with live reload functionality, supporting multiple export formats (SVG, PNG, PDF) and themes.
- [vercel/next-devtools-mcp](https://github.com/vercel/next-devtools-mcp) ๐๏ธ ๐ ๐ - Official Next.js MCP server for coding agents. Provides runtime diagnostics, route inspection, dev server logs, docs search, and upgrade guides. Requires Next.js 16+ dev server for full runtime features.
- [vighriday/Veris](https://github.com/vighriday/Veris) [](https://glama.ai/mcp/servers/vighriday/Veris) ๐ ๐ ๐ ๐ช ๐ง - Behavioral verification intelligence for autonomous coding agents. Builds a behavioral graph of any TS/JS repo, clusters into 25 semantic workflows (Auth, Payments, Webhooks, Caching, Queue, etc.), detects drift, generates concrete adversarial probes (idempotency, retry storm, cache stampede, replay), emits per-workflow risk + confidence. 17 MCP tools. Local SQLite state. Zero cloud. MIT.
+- [verifyax/verifyax-mcp](https://github.com/verifyax/verifyax-mcp) [](https://glama.ai/mcp/servers/verifyax/verifyax-mcp) ๐ โ๏ธ - MCP server for the VerifyAX platform. Enables agent evaluation, simulation testing, and functional/non-functional verification workflows through natural language.
- [vezlo/src-to-kb](https://github.com/vezlo/src-to-kb) ๐ ๐ โ๏ธ - Convert source code repositories into searchable knowledge bases with AI-powered search using GPT-5, intelligent chunking, and OpenAI embeddings for semantic code understanding.
- [vivekvells/mcp-pandoc](https://github.com/vivekVells/mcp-pandoc) ๐๏ธ ๐ - MCP server for seamless document format conversion using Pandoc, supporting Markdown, HTML, PDF, DOCX (.docx), csv and more.
- [VikrantSingh01/adaptive-cards-mcp](https://github.com/VikrantSingh01/adaptive-cards-mcp) [](https://glama.ai/mcp/servers/VikrantSingh01/adaptive-cards-mcp) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - AI-powered Adaptive Card generation for Teams, Outlook, Copilot, and ChatGPT. 9 MCP tools for generating, validating, optimizing, templating, and transforming cards with accessibility scoring and host compatibility checks.
@@ -1380,6 +1435,7 @@ Tools and integrations that enhance the development workflow and environment man
- [Eltortilla1/synapse-code-mcp](https://github.com/Eltortilla1/synapse-code-mcp) ๐ ๐ ๐ ๐ช ๐ง - Structural code context server for AI agents โ 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) [](https://glama.ai/mcp/servers/richer-richard/fenestra) ๐ฆ ๐ - 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`.
+- [chaoz23/inkcheck](https://github.com/chaoz23/inkcheck) [](https://glama.ai/mcp/servers/chaoz23/inkcheck) ๐ ๐ ๐ ๐ช ๐ง - CI for [ink](https://github.com/inkle/ink) interactive-fiction stories. Compiles, exhaustively playtests every branch, and finds runtime errors (with a repro path), unreachable knots, and every distinct ending โ so an agent can verify the story it wrote. Writes no prose. `claude mcp add inkcheck -- npx -y inkcheck mcp`
- [SunrisesIllNeverSee/sigrank-mcp](https://github.com/SunrisesIllNeverSee/sigrank-mcp) [](https://glama.ai/mcp/servers/SunrisesIllNeverSee/sigrank-mcp) ๐ ๐ ๐ ๐ช ๐ง - Operator leaderboard measuring users, not models โ ranks AI coding operators by token cascade efficiency (Yield = Cache Reads ร Output / Inputยฒ). 15 MCP tools: rank, pull, submit (ed25519-signed), diagnose, simulate. Privacy-first: only token counts leave the machine. `npx sigrank`
@@ -1387,12 +1443,14 @@ Tools and integrations that enhance the development workflow and environment man
- [sebastienrousseau/rlg](https://github.com/sebastienrousseau/rlg) [](https://glama.ai/mcp/servers/sebastienrousseau/rlg) ๐ฆ ๐ ๐ ๐ช ๐ง - **Log-stream tools for on-call / SRE agent workflows** โ 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.
- [get-tmonier/argot](https://github.com/get-tmonier/argot) [](https://glama.ai/mcp/servers/get-tmonier/argot) ๐๏ธ ๐ฆ ๐ ๐ ๐ช ๐ง - Guardrail that checks agent-written code against a repo's own git-history-learned patterns โ flags foreign dependencies, reinvented functions, misplaced code, broken layering, and gamed tests. Exposes `voice_context` (the repo's familiar imports/idioms for a file, so agents write in-voice before generating), `check` (score a generated hunk against the repo's patterns), and `explain`. 100% local, no LLM, single Rust binary. `npm i -g @tmonier/argot`
+- [MikhailHal/ariadne](https://github.com/MikhailHal/ariadne) [](https://glama.ai/mcp/servers/MikhailHal/ariadne) โ ๐ ๐ ๐ช ๐ง - Affected-test selection for Kotlin/Android projects: returns only the unit tests impacted by the current working-tree changes, so agents skip full test runs while iterating. Function-level static analysis via Kotlin Analysis API โ call graph over functions, properties (initializers, delegates, accessors), constructors and callable references โ with automatic multi-module and Android variant source-set discovery. Verified on Now in Android (34 modules, ~4s per query). `brew install mikhailhal/tap/ariadne`
### ๐ Delivery
- [jordandalton/doordash-mcp-server](https://github.com/JordanDalton/DoorDash-MCP-Server) ๐ โ DoorDash Delivery (Unofficial)
- [aarsiv-groups/shipi-mcp-server](https://github.com/aarsiv-groups/shipi-mcp-server) ๐ โ๏ธ - Shipi MCP server to create shipments, track packages, and compare rates with 18 tools for various carriers. Supports [remote MCP](https://mcp.myshipi.com/api/mcp).
- [arthurpanhku/DragonMCP](https://github.com/arthurpanhku/DragonMCP) [](https://glama.ai/mcp/servers/arthurpanhku/dragon-mcp) ๐ ๐ โ๏ธ ๐ - MCP server for Greater China local life services: Meituan/Ele.me food delivery, Didi/Meituan ride-hailing, WeChat Pay/Alipay, Amap/Baidu Maps, 12306 high-speed rail, Taobao/JD/Xianyu e-commerce, Hong Kong government e-services, and more.
- [catrinmdonnelly/royalmail-mcp](https://github.com/catrinmdonnelly/royalmail-mcp) [](https://glama.ai/mcp/servers/catrinmdonnelly/royalmail-mcp) ๐ โ๏ธ - Book, label, track and cancel Royal Mail and Parcelforce shipments. 33 UK and international services via friendly keys or raw Service Register codes. `npx royalmail-mcp`.
+- [iafanasov/packzoo-mcp](https://github.com/IAfanasov/packzoo-mcp) [](https://glama.ai/mcp/servers/IAfanasov/packzoo-mcp) ๐ โ๏ธ - Compare parcel and letter delivery prices across 60+ carriers in 27 European countries. Remote MCP: [packzoo.com/api/mcp](https://packzoo.com/api/mcp).
- [warpfreight/warp-agent-mcp](https://github.com/warpfreight/warp-agent-mcp) [](https://glama.ai/mcp/servers/warpfreight/warp-agent-mcp) ๐ โ๏ธ - Book real LTL/FTL/van/box-truck freight through the Warp network. 20 tools, in-chat login, Stripe-charged bookings, real carrier dispatch. Live demo at [wearewarp.com/agents/mcp](https://wearewarp.com/agents/mcp).
- [Yang1Bai/claw-tsaver](https://github.com/Yang1Bai/claw-tsaver)__ ๐ ๐ ๐ ๐ช ๐ง - Token-saving MCP proxy that intercepts oversized tool returns and replaces them with a preview + on-demand handle. Real benchmark: 11,507 tokens โ 104 tokens (99.1% saved) on a Wikipedia fetch. Works with OpenClaw + Claude.
@@ -1469,6 +1527,7 @@ Provides access to documentation and shortcuts for working on embedded devices.
- [kukapay/opcua-mcp](https://github.com/kukapay/opcua-mcp) ๐ ๐ - An MCP server that connects to OPC UA-enabled industrial systems.
- [octoco-ltd/sheetsdata-mcp](https://github.com/octoco-ltd/sheetsdata-mcp) [](https://glama.ai/mcp/servers/octoco-ltd/sheetsdata-mcp) ๐ โ๏ธ ๐ - Instant access to electronic component datasheets for AI agents โ specs, pinouts, package info, absolute max ratings extracted from manufacturer PDFs on demand.
- [stack-chan/stack-chan](https://github.com/stack-chan/stack-chan) ๐ ๐ - A JavaScript-driven M5Stack-embedded super-kawaii robot with MCP server functionality for AI-controlled interactions and emotions.
+- [turbyho/fw-context-mcp](https://github.com/turbyho/fw-context-mcp) [](https://glama.ai/mcp/servers/turbyho/fw-context-mcp) ๐ ๐ ๐ ๐ ๐ช ๐ง - Build-aware code intelligence for embedded C/C++ firmware. Indexes your project from compile_commands.json via libclang into SQLite+FTS5. 31 MCP tools for symbol search, call graphs, hotspot analysis, dead code detection, and vector search. For Zephyr, PlatformIO, Mbed OS, Arduino, FreeRTOS.
- [yoelbassin/gnuradioMCP](https://github.com/yoelbassin/gnuradioMCP) ๐ ๐ ๐ - An MCP server for GNU Radio that enables LLMs to autonomously create and modify RF `.grc` flowcharts.
- [catallo/misterclaw](https://github.com/catallo/misterclaw) [](https://glama.ai/mcp/servers/catallo/misterclaw) ๐๏ธ ๐ ๐ ๐ง ๐ - MiSTerClaw โ 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) [](https://glama.ai/mcp/servers/zackpeters93/ugs-mcp) ๐ ๐ ๐ ๐ - 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 โ Claude cannot move hardware autonomously.
@@ -1494,6 +1553,7 @@ MCP servers for e-commerce platforms and online store management.
- [BuyWhere/buywhere-mcp](https://github.com/BuyWhere/buywhere-mcp) [](https://glama.ai/mcp/servers/BuyWhere/buywhere-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - 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) [](https://glama.ai/mcp/servers/TonyWang-hub/mcp-cn-commerce) ๐ โ๏ธ ๐ ๐ช ๐ง - Read-only merchant data connector for 8 Chinese e-commerce platforms โ 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) [](https://glama.ai/mcp/servers/justadityaraj/amazon-in-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - 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`.
+- [jasp-nerd/marktplaats-mcp](https://github.com/jasp-nerd/marktplaats-mcp) [](https://glama.ai/mcp/servers/jasp-nerd/marktplaats-mcp) ๐ ๐ ๐ ๐ช ๐ง - Search Marktplaats.nl and 2dehands.be, the Dutch and Belgian second-hand marketplaces. Listings with price, condition and distance filters, full ad details, seller verification and reviews, categories, and new-listing monitoring. No account or API key needed. Install via `uvx marktplaats-mcp`.
- [mrslbt/rakuten-mcp](https://github.com/mrslbt/rakuten-mcp) [](https://glama.ai/mcp/servers/mrslbt/rakuten-mcp) ๐ โ๏ธ - 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) [](https://glama.ai/mcp/servers/laundromatic/shopgraph) ๐ โ๏ธ - Structured product data from the open web โ Schema.org + AI extraction for e-commerce enrichment. Pay per call via Stripe. [shopgraph.dev](https://shopgraph.dev)
- [lofder/dsers-mcp-product](https://github.com/lofder/dsers-mcp-product) [](https://glama.ai/mcp/servers/lofder/dsers-mcp-product) ๐ โ๏ธ - Automate AliExpress/Alibaba dropshipping product import to Shopify or Wix via DSers. Bulk import, variant editing, pricing rules, and multi-store push with a single command.
@@ -1535,8 +1595,11 @@ Provides direct access to local file systems with configurable permissions. Enab
- [aadilr/changethisfile-mcp](https://github.com/aadilr/changethisfile-mcp) [](https://glama.ai/mcp/servers/aadilr/changethisfile-mcp) ๐ โ๏ธ - Free file conversion between 690+ formats. Tools: `convert_file` (URL or base64 in โ signed download URL out) and `list_conversions`. Covers image, video, audio, document, data, font, ebook, and archive formats. No auth or signup required; remote streamable-HTTP endpoint available (see README).
- [box/mcp-server-box-remote](https://github.com/box/mcp-server-box-remote/) ๐๏ธ โ๏ธ - The Box MCP server allows third party AI agents to securely and seamlessly access Box content and use tools such as search, asking questions from files and folders, and data extraction.
- [bzsanti/oxidize-python](https://github.com/bzsanti/oxidize-python) [](https://glama.ai/mcp/servers/bzsanti/oxidize-python) ๐ ๐ ๐ ๐ช ๐ง - Rust-powered PDF toolkit: create, read, and analyze PDFs; extract text and entities for RAG; convert to Markdown; split, merge, rotate, and reorder pages; add content, annotations, and form fields; and encrypt documents. Ships in the `oxidize-pdf` PyPI package โ run locally with `uvx oxidize-mcp`.
+- [risha-max/0xpdf-mcp](https://github.com/risha-max/0xpdf-mcp) [](https://glama.ai/mcp/servers/risha-max/0xpdf-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Schema-first PDFโJSON MCP for AI agents (0xPdf API). Define a JSON schema, parse invoices/forms (OCR optional), manage schemas, and poll async jobs. `uvx oxpdf-mcp` ยท [docs](https://0xpdf.io/docs#mcp) ยท [playground](https://0xpdf.io/samples)
- [ckanthony/Chisel](https://github.com/ckanthony/Chisel) [](https://glama.ai/mcp/servers/@ckanthony/chisel) ๐ฆ ๐ ๐ ๐ง โ๏ธ - Reduce context usage on file use. Send only unified diffs instead of full files (up to 20-100ร fewer tokens), and read large files with targeted `grep`/`sed` instead of full reads (up to 500ร). Kernel-enforced path confinement hard-locks the agent to a configured root: no accidental reads or writes outside scope. Standalone for your file access or embed in any MCP server (Rust, Node.js, Python via WASM).
+- [convertica-net/convertica-mcp](https://github.com/convertica-net/convertica-mcp) [](https://glama.ai/mcp/servers/convertica-net/convertica-mcp) ๐ โ๏ธ - Convert PDF โ Word, Excel, PowerPoint, JPG, HTML, Markdown, EPUB and PDF/A, plus merge, split, compress, watermark, sign, and protect PDFs, and convert images (HEIC, WebP) โ 35+ tools from convertica.net. Zero-config via `npx convertica-mcp`.
- [cyberchitta/llm-context.py](https://github.com/cyberchitta/llm-context.py) ๐ ๐ - Share code context with LLMs via MCP or clipboard
+- [dabito/hledit-mcp](https://github.com/dabito/hledit-mcp) [](https://glama.ai/mcp/servers/dabito/hledit-mcp) ๐ ๐ ๐ ๐ช ๐ง - Hash-anchored file edits for MCP clients. Reads files with line anchors, validates anchors against current content, and rejects stale writes before changing files.
- [Dissimilis/DirForge](https://github.com/Dissimilis/DirForge) [](https://glama.ai/mcp/servers/Dissimilis/DirForge) #๏ธโฃ ๐ ๐ ๐ช ๐ง - Read-only directory listing web app with a built-in MCP server: directory browsing, file reading, content search, archive inspection, file hashes, and disk usage tools over a configured root.
- [drolosoft/go-docs-mcp](https://github.com/drolosoft/go-docs-mcp) [](https://glama.ai/mcp/servers/drolosoft/go-docs-mcp) ๐๏ธ ๐ ๐ ๐ง - Multi-format document MCP server โ read, search, OCR, and extract from PDF, TXT, MD, DOCX, CSV, and images. Single Go binary, 12 tools, smart mtime-based caching, directory-locked security.
- [ebbfijsf/agent-reader](https://github.com/ebbfijsf/agent-reader) [](https://glama.ai/mcp/servers/ebbfijsf/agent-reader) ๐ ๐ ๐ ๐ช ๐ง - Document beautifier for AI agents. Converts Markdown to styled webpages (with sidebar TOC), Word, PDF, and full-screen image slideshows. Zero-config via `npx agent-reader mcp`.
@@ -1550,6 +1613,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [isaacphi/mcp-gdrive](https://github.com/isaacphi/mcp-gdrive) ๐ โ๏ธ - Model Context Protocol (MCP) Server for reading from Google Drive and editing Google Sheets.
- [j0hanz/filesystem-context-mcp-server](https://github.com/j0hanz/filesystem-context-mcp-server) ๐ ๐ - Read-only MCP server for secure filesystem exploration, searching, and analysis with symlink protection.
- [jeannier/homebrew-mcp](https://github.com/jeannier/homebrew-mcp) ๐ ๐ ๐ - Control your macOS Homebrew setup using natural language via this MCP server. Simply manage your packages, or ask for suggestions, troubleshoot brew issues etc.
+- [ltspace/dowse](https://github.com/ltspace/dowse) [](https://glama.ai/mcp/servers/@ltspace/dowse) ๐ฆ ๐ ๐ช - Windows-native full-disk search over file names, document contents, and OCR'd screenshot text, exposed to AI agents via a read-only local MCP server.
- [mamertofabian/mcp-everything-search](https://github.com/mamertofabian/mcp-everything-search) ๐ ๐ ๐ช - Fast Windows file search using Everything SDK
- [MarceauSolutions/md-to-pdf-mcp](https://github.com/MarceauSolutions/md-to-pdf-mcp) ๐ ๐ ๐ ๐ช ๐ง - Convert Markdown files to professional PDFs with customizable themes, headers, footers, and styling
- [mark3labs/mcp-filesystem-server](https://github.com/mark3labs/mcp-filesystem-server) ๐๏ธ ๐ - Golang implementation for local file system access.
@@ -1567,17 +1631,22 @@ Provides direct access to local file systems with configurable permissions. Enab
- [juergenkoller-software/distill-mcp](https://github.com/juergenkoller-software/distill-mcp) [](https://glama.ai/mcp/servers/juergenkoller-software/distill-mcp) ๐ ๐ - MCP bridge for [Distill](https://store.juergenkoller.software/en/apps/distill) โ 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.
### ๐ฐ Finance & Fintech
+- [ogasurfproject-jpg/horizon-shield](https://github.com/ogasurfproject-jpg/horizon-shield) [](https://glama.ai/mcp/servers/ogasurfproject-jpg/horizon-shield) ๐ โ๏ธ - Third-party auditor for Japanese construction & renovation estimates; flags overcharge and returns Bitcoin-anchored, verifiable signed receipts (PTKA). Remote MCP, no auth.
+- [atomno-mcp/mcp-fns-calc](https://github.com/atomno-mcp/mcp-fns-calc) [](https://glama.ai/mcp/servers/atomno-mcp/mcp-fns-calc) ๐ โ๏ธ - MCP-ัะตัะฒะตั ะฝะฐะปะพะณะพะฒัั /ะฑัั ะณะฐะปัะตััะบะธั ะบะฐะปัะบัะปััะพัะพะฒ ะคะะก + ะฟัะฑะปะธัะฝัะต ัะธัะบะฐะปัะฝัะต ััะฐัััั (ัะฐะผะพะทะฐะฝัััะน, ะะ/ะะะะญะ, ะดะธัะบะฒะฐะปะธัะธะบะฐัะธั, ะฑะปะพะบะธัะพะฒะบะธ ััะตัะพะฒ). ะะพะปะฝะฐ 1, ัั-ัะธัะบ ะผะธะฝะธะผะฐะปัะฝัะน
- [SimonTarara62/capitalcom-mcp-server](https://github.com/SimonTarara62/capitalcom-mcp-server) [](https://glama.ai/mcp/servers/SimonTarara62/capitalcom-mcp-server) ๐ ๐ โ๏ธ - Unofficial, community MCP for the Capital.com Open API: safe, guarded trading and market data. Two-phase trades (preview โ confirm โ execute), allowlists, demo-first. Install with `uvx capitalcom-mcp`.
- [forum-labs/payfetch](https://github.com/forum-labs/payfetch) [](https://glama.ai/mcp/servers/forum-labs/payfetch) ๐ ๐ ๐ ๐ช ๐ง - 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`
+- [mohsinmshabbir/datasaudi-mcp](https://github.com/mohsinmshabbir/datasaudi-mcp) [](https://glama.ai/mcp/servers/mohsinmshabbir/datasaudi-mcp) ๐ ๐ - Query Saudi economic & social statistics (GDP, inflation, trade, population, real-estate price index) from official GASTAT / DataSaudi, in English or Arabic. Keyless, no database.
- [wkalidev/multichain-mcp](https://github.com/wkalidev/multichain-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Read balances/prices and prepare transfers across Stacks, Celo, and Base from one MCP server โ 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) [](https://glama.ai/mcp/servers/InnarM/blank-invoice-maker-mcp) ๐ ๐ ๐ ๐ช ๐ง - Create free, no-signup invoices from your AI assistant. Returns a deep link that opens [Blank Invoice Maker](https://blankinvoicemaker.com) pre-filled โ 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) [](https://glama.ai/mcp/servers/qinisolabs/bizdays) ๐ ๐ โ๏ธ - 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) [](https://glama.ai/mcp/servers/george-kozlitin/borme-mcp) ๐ โ๏ธ - Spain's official company registry (BORME) for agents: 9.5M typed company events since 2009 โ 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) [](https://glama.ai/mcp/servers/0rkz/byte-mcp-server) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - PayPerByte โ 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) [](https://glama.ai/mcp/servers/Savvly/savvly-mcp) ๐๏ธ ๐ โ๏ธ ๐ - 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`.
+- [ShieldZCash/shieldz-mcp](https://github.com/ShieldZCash/shieldz-mcp) [](https://glama.ai/mcp/servers/ShieldZCash/shieldz-mcp) ๐ โ๏ธ ๐ - Keyless, non-custodial crypto payments. Create crypto payment links and tip jars with just a wallet address, no API key, no signup. Funds settle directly to the merchantโs wallet. Remote at https://shieldz.cash/mcp or `npx @shieldz/mcp`.
- [eliasfire617/crypto-market-data-mcp](https://github.com/eliasfire617/crypto-market-data-mcp) [](https://glama.ai/mcp/servers/eliasfire617/crypto-market-data-mcp) ๐ โ๏ธ - Live crypto market data โ price, funding rates, open interest, long/short ratio, order book, candles โ across Bybit, Binance, OKX, Hyperliquid, Gate, KuCoin via CCXT, with funding-rate arbitrage comparison.
- [Scottcjn/rustchain-mcp](https://github.com/Scottcjn/rustchain-mcp) [](https://glama.ai/mcp/servers/Scottcjn/rustchain-mcp) ๐ โ๏ธ - MCP server for RustChain blockchain, BoTTube video platform, and Beacon agent messaging. Wallet management, mining queries, bounties, video search/upload, and agent messaging tools. Install via `pip install rustchain-mcp`.
- [ocbenji/bitcoinbenji-mcp](https://github.com/ocbenji/bitcoinbenji-mcp) [](https://glama.ai/mcp/servers/ocbenji/bitcoinbenji-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Lightning-paid (L402) Bitcoin mempool intelligence + sovereign on-prem AI inference. 25 pay-per-call tools: live fees with trend, whale/mempool alerts, fee prediction, tx status & exact fee quotes, plus AI summarize/translate/grammar/code-review/code-gen/extract/classify/rewrite/explain/vision/OCR/embeddings and long-context docs โ all on a self-hosted solar-powered GPU, no third-party APIs, pay 2โ100 sats per call. `npm i -g @bitcoinbenji/mcp`
+- [Kali123411/k402-mcp](https://github.com/Kali123411/k402-mcp) [](https://glama.ai/mcp/servers/Kali123411/k402-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Agent-payable APIs settled on Kaspa L1: text tools (summarize, schema-guaranteed extract, classify, rewrite), web reading, embeddings + semantic search, live Kaspa chain data, GPU LLM tiers, covenants-as-a-service, and RISC Zero zk proving with cycle-exact quotes. Pay per call in KAS, BTC, LTC, DOGE, BCH, DASH, ETH, or USDC โ fractions of a cent, no account or API key. `pip install k402-mcp`
- [teodorofodocrispin-cmyk/intelica-mcp](https://github.com/teodorofodocrispin-cmyk/intelica-mcp) [](https://glama.ai/mcp/servers/teodorofodocrispin-cmyk/intelica-mcp) ๐ โ๏ธ - Competitive intelligence API for autonomous AI agents. Analyzes any URL or company description and returns structured JSON with market positioning, competitors, pain points, and executable Market Score (threat_level, moat_strength, agent_recommendation). 10 context modes including regulatory_compliance, venture_screening, crypto_protocol, and sales_enablement. Pay-per-call via x402 on Base and Solana mainnet โ no accounts, no API keys.
- [AMKRS3/keycae-mcp](https://github.com/AMKRS3/keycae-mcp) [](https://glama.ai/mcp/servers/AMKRS3/keycae-mcp) ๐ โ๏ธ - Argentine electronic invoicing (facturaciรณn electrรณnica) for ARCA/AFIP. Emit invoices, manage credentials, check delegations, and look up taxpayers. 10 tools. Install via `npx keycae-mcp`.
- [Logitale/toreador-mcp-server](https://github.com/Logitale/toreador-mcp-server) [](https://glama.ai/mcp/servers/Logitale/toreador-mcp-server) ๐ ๐ ๐ ๐ช ๐ง - Generate crypto QR codes (BTC, ETH, SOL, USDC, USDT, EURC) and manage payment sessions from Claude Desktop or any MCP client. Non-custodial, free.
@@ -1591,6 +1660,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [@iiatlas/hledger-mcp](https://github.com/iiAtlas/hledger-mcp) ๐ ๐ ๐ ๐ช - Double entry plain text accounting, right in your LLM! This MCP enables comprehensive read, and (optional) write access to your local [HLedger](https://hledger.org/) accounting journals.
- [Fabio662/yieldagentx402-sdks](https://github.com/Fabio662/yieldagentx402-sdks) [](https://glama.ai/mcp/servers/Fabio662/yieldagentx402-sdks) ๐ โ๏ธ - Custody-free, policy-gated, receipt-backed execution layer for AI agents. 16 MCP tools across 18 chains (Base, Ethereum, Bitcoin native, Starknet, NEAR, Solana, Stacks, BNB, Rootstock, Filecoin, Aptos, Sui, TON, Tron, XRPL, Stellar, Algorand). One NEAR MPC key authority signs on EVM and BTC, no private keys held anywhere. ShadeGuard policy enforcement, Intel TDX TEE attestation, HMAC-SHA256 receipts, Filecoin and BTFS anchored. x402 protocol settlement with 0.25 percent protocol fee. Public discovery with no signup needed: call yax_get_capabilities without auth. Instant test key (5 USD cap, 7 day) via POST /api/apply. Install via `npx agentx402-mcp-server`.
- [@openpulsechain/mcp-server](https://github.com/openpulsechain/public/tree/main/mcp-server) [](https://glama.ai/mcp/servers/openpulsechain/public) ๐ โ๏ธ - PulseChain on-chain analytics: token safety scores (0-100), honeypot detection, whale tracking, smart money feed, scam alerts, DEX volume, bridge stats, holder leagues. 11 free + 9 pro tools. `npx @openpulsechain/mcp-server`
+- [sukrutkrdg/x402-bazaar-mcp](https://github.com/sukrutkrdg/x402-bazaar-mcp) [](https://glama.ai/mcp/servers/sukrutkrdg/x402-bazaar-mcp) ๐ ๐ ๐ ๐ช ๐ง - The Base token-safety toolkit for agents: the only B20 (Base-native token) freeze/seize/rug suite, plus pre-trade GO/HOLD/STOP gates, honeypot/sellability, wallet + approval audits, sign-guard, prices and Claude-written AI reports. 90+ pay-per-call tools over x402 (USDC on Base), free tier, no API keys. `npx x402-bazaar-mcp`
- [0xDegenMo/lighter-mcp](https://github.com/0xDegenMo/lighter-mcp) [](https://glama.ai/mcp/servers/0xDegenMo/lighter-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - MCP server for [Lighter](https://lighter.xyz) โ a zero-fee zk-rollup perpetual DEX. Trade ~190 perpetuals (crypto + RWA: PAXG/XAU gold, XAG silver, WTI oil, equity tickers like TSLA/AMZN/ASML) from Claude Desktop, Cursor, Hermes, or any MCP client. Three credential tiers (PUBLIC market data โ READ account โ TRADE signing), native on-chain stop-loss / take-profit, server-side safety caps (max-quote-USD, slippage, symbol allowlist). `pip install 0xdegenmo-lighter-mcp`.
- [aaronjmars/web3-research-mcp](https://github.com/aaronjmars/web3-research-mcp) ๐ โ๏ธ - Deep Research for crypto - free & fully local
- [ahmetsbilgin/finbrain-mcp](https://github.com/ahmetsbilgin/finbrain-mcp) ๐๏ธ ๐ โ๏ธ ๐ - Access institutional-grade alternative financial data directly in your LLM workflows.
@@ -1635,6 +1705,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [Bortlesboat/bitcoin-mcp](https://github.com/Bortlesboat/bitcoin-mcp) [](https://glama.ai/mcp/servers/@Bortlesboat/bitcoin-mcp) ๐ ๐ ๐ ๐ช ๐ง - Self-hosted Bitcoin Core MCP server โ 43 tools, 6 prompts, and 7 resources. Fee intelligence with USD conversion and send-now-or-wait advice, mempool analysis, mining pool rankings, market sentiment, block/transaction inspection, and BTC price. Your local node or hosted via Satoshi API (zero install).
- [botwallet-co/mcp](https://github.com/botwallet-co/mcp) [](https://glama.ai/mcp/servers/botwallet-co/mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - 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) ๐ โ๏ธ - Korean & global crypto exchange routing, arbitrage signals, and x402 USDC micropayments for AI agents. 16 tools, 9 exchanges, 11 bridge coins.
+- [ferinator/bullrun-mcp](https://github.com/ferinator/bullrun-mcp) [](https://glama.ai/mcp/servers/ferinator/bullrun-mcp) ๐ โ๏ธ - Stock screening, company financials, and personal portfolio analysis over a remote, OAuth-protected MCP server.
- [cahthuranag/mcp-server](https://github.com/cahthuranag/mcp-server) [](https://glama.ai/mcp/servers/cahthuranag/mcp-server) ๐ โ๏ธ - 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) [](https://glama.ai/mcp/servers/cammac-creator/ibanforge) ๐๏ธ ๐ โ๏ธ - 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) ๐ โ๏ธ - 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.
@@ -1817,6 +1888,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [jacksun911/megalaunch-mcp](https://github.com/jacksun911/megalaunch-mcp) [](https://glama.ai/mcp/servers/jacksun911/megalaunch-mcp) ๐ โ๏ธ - AI-powered meme token launch service on Solana/pump.fun. Create tokens with AI-generated art, bundled buys, and Jito-powered MEV protection. Supports Basic and Premium packages.
- [minhyeoky/mcp-server-ledger](https://github.com/minhyeoky/mcp-server-ledger) ๐ ๐ - A ledger-cli integration for managing financial transactions and generating reports.
- [mission69b/t2000](https://github.com/mission69b/t2000) [](https://glama.ai/mcp/servers/mission69b/t2000) ๐ โ๏ธ - Non-custodial DeFi banking for AI agents on Sui. 35 tools, 20 prompts for save, borrow, invest, exchange, send, pay โ with auto yield optimization across NAVI, Suilend, and Cetus.
+- [mmxrealQQ/bobai-buyburn](https://github.com/mmxrealQQ/bobai-buyburn) [](https://glama.ai/mcp/servers/mmxrealQQ/bobai-buyburn) ๐๏ธ ๐ โ๏ธ - Live verifiable on-chain data for the $BOBAI token on BNB Chain โ price computed from pair reserves ร Chainlink (no price API), liquidity depth with LP-burn proof, buyback-and-burn audit trail, fee-on-transfer-safe trade params, and an earnable NFT buy-drop. 13 read-only tools + 2 guided prompts, no API key. Remote HTTP MCP at `https://brainonbnb.com/mcp` with a plain-REST mirror.
- [moxiespirit/oathscore](https://github.com/moxiespirit/oathscore) [](https://glama.ai/mcp/servers/moxiespirit/oath-score) ๐ โ๏ธ - The trust layer for AI trading agents. Real-time world state (exchange status, VIX/VVIX/SKEW, economic events) in one call, plus independent quality ratings (0-100) for financial data APIs. 8 MCP tools.
- [muvon/mcp-binance-futures](https://github.com/muvon/mcp-binance-futures) [](https://glama.ai/mcp/servers/Muvon/mcp-binance-futures) ๐ โ๏ธ - MCP server for Binance USDT-M Futures trading โ exposes tools for market data, account state, order management, and position/margin control.
- [narumiruna/yfinance-mcp](https://github.com/narumiruna/yfinance-mcp) ๐ โ๏ธ - An MCP server that uses yfinance to obtain information from Yahoo Finance.
@@ -1839,6 +1911,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [openaccountants/openaccountants](https://github.com/openaccountants/openaccountants) [](https://glama.ai/mcp/servers/openaccountants/openaccountants) ๐ โ๏ธ - Open-source AI accounting skills, checked by licensed accountants jurisdiction by jurisdiction. 3 tools: list skills by country/category, get full skill content, and get individual sections. Skills teach AI agents tax computations (income tax, VAT, payroll) across 134 countries plus US states and Canadian provinces. Hosted at `https://www.openaccountants.com/api/mcp`.
- [openMF/mcp-mifosx-self-service](https://github.com/openMF/mcp-mifosx-self-service) ๐ โ๏ธ - A self-service integration for user registration, authentication, account management, transactions, and third-party transfers with Apache Fineract.
- [openMF/mcp-mifosx](https://github.com/openMF/mcp-mifosx) โ๏ธ ๐ - A core banking integration for managing clients, loans, savings, shares, financial transactions and generating financial reports.
+- [orcalayer/orcalayer-mcp](https://github.com/orcalayer/orcalayer-mcp) [](https://glama.ai/mcp/servers/orcalayer/orcalayer-mcp) ๐ โ๏ธ - Polymarket whale tracking & smart-money analytics. Filtered leaderboard (airdrop-farmers excluded), hedge detection, NegRisk correction, and Ukraine territorial markets with ISW frontline overlay.
- [partymola/monzo-mcp](https://github.com/partymola/monzo-mcp) [](https://glama.ai/mcp/servers/partymola/monzo-mcp) ๐ โ๏ธ ๐ - Read-only MCP server for the Monzo banking API (UK). OAuth with auto-refresh, local SQLite transaction cache, full-text search, and spending analysis with category breakdowns.
- [payclaw/mcp-server](https://github.com/payclaw/mcp-server) [](https://glama.ai/mcp/servers/@payclaw/payclaw-mcp) ๐ โ๏ธ - Virtual Visa cards for AI agents. Just-in-time card issuance per transaction, human-approved spend authorization, MCP-native. Works anywhere Visa is accepted.
- [mikusnuz/pexbot-mcp](https://github.com/mikusnuz/pexbot-mcp) [](https://glama.ai/mcp/servers/mikusnuz/pexbot-mcp) ๐ โ๏ธ - AI simulated crypto trading with real-time Upbit prices. 11 tools for registration, trading, and autonomous AI investment with 100M KRW virtual balance. `npx -y @pexbot/mcp`
@@ -1950,6 +2023,7 @@ Integration with gaming related data, game engines, and services
- [beckettlab/beckett-godot-mcp](https://github.com/beckettlab/beckett-godot-mcp) [](https://glama.ai/mcp/servers/beckettlab/beckett-godot-mcp) ๐ ๐ ๐ช ๐ง - Beckett โ 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) [](https://glama.ai/mcp/servers/butterlatte-zhang/unity-ai-bridge) #๏ธ ๐ ๐ ๐ ๐ช - Remote-control Unity Editor from any AI IDE via file-based IPC โ 62 tools across 13 categories, zero dependencies, supports Claude Code, Cursor, Copilot, Windsurf, Claude Desktop.
- [buildepicshit/Wick](https://github.com/buildepicshit/Wick) [](https://glama.ai/mcp/servers/buildepicshit/Wick) #๏ธโฃ ๐ ๐ ๐ช ๐ง - Native C# MCP server for Godot Engine โ 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.
+- [chaoz23/srdcheck](https://github.com/chaoz23/srdcheck) [](https://glama.ai/mcp/servers/chaoz23/srdcheck) ๐ ๐ - Deterministic D&D 5e (SRD 5.2.1) rules verdicts for agents: cited legality checks for whole turns, legal-action enumeration, advantage math, and hash-stamped game-state lineage. Refuses what the rules don't decide (exit 2), quotes the rule text on every verdict, zero dependencies.
- [CoderGamester/mcp-unity](https://github.com/CoderGamester/mcp-unity) #๏ธโฃ ๐ - MCP Server for Unity3d Game Engine integration for game development
- [Coding-Solo/godot-mcp](https://github.com/Coding-Solo/godot-mcp) ๐ ๐ - 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) [](https://glama.ai/mcp/servers/dirtcubeinteractive/specter-skills) ๐ ๐ - Configure a Specter game backend โ players, economy, progression, leaderboards, tournaments, battle passes, and real-time multiplayer โ from your AI assistant. Browser sign-in; create/mutate tools opt-in.
@@ -1977,6 +2051,7 @@ Integration with gaming related data, game engines, and services
- [taygunsavas/patina-unity-mcp](https://github.com/taygunsavas/patina-unity-mcp) [](https://glama.ai/mcp/servers/taygunsavas/patina-unity-mcp) ๐ฆ #๏ธโฃ ๐ ๐ ๐ช ๐ง - Control the Unity Editor from MCP hosts through a local Rust server and C# bridge, with one-click host setup and 86 Unity commands for scenes, GameObjects, prefabs, assets, scripts, console, tests, and build settings.
- [jiayao/mcp-chess](https://github.com/jiayao/mcp-chess) ๐ ๐ - A MCP server playing chess against LLMs.
- [jkiley129/steam-mcp](https://github.com/jkiley129/steam-mcp) [](https://glama.ai/mcp/servers/jkiley129/steam-mcp) ๐ ๐ ๐ ๐ช ๐ง - Connect Claude to your Steam library. Query your games, playtime, recently played, and store metadata via natural language.
+- [Grinv/steam-games-mcp](https://github.com/Grinv/steam-games-mcp) [](https://glama.ai/mcp/servers/Grinv/steam-games-mcp) ๐ ๐ ๐ ๐ช ๐ง - Search Steam's store/catalog (deals, reviews, Steam Deck/SteamOS/Machine/Frame compatibility) with no API key, plus player profiles, libraries, achievements and friends via the official Steam Web API (free key).
- [kitao/pyxel-mcp](https://github.com/kitao/pyxel-mcp) [](https://glama.ai/mcp/servers/@kitao/pyxel-mcp) ๐ ๐ - MCP server for [Pyxel](https://github.com/kitao/pyxel) retro game engine, enabling AI to run, capture screenshots, inspect sprites, and analyze audio of Pyxel games.
- [kkjdaniel/bgg-mcp](https://github.com/kkjdaniel/bgg-mcp) ๐๏ธ โ๏ธ - An MCP server that enables interaction with board game related data via the BoardGameGeek API (XML API2).
- [lodordev/mcp-romm](https://github.com/lodordev/mcp-romm) [](https://glama.ai/mcp/servers/lodordev/mcp-romm) ๐ ๐ - MCP server for [RomM](https://github.com/rommapp/romm) retro game library manager. 19 read-only tools for browsing platforms, searching ROMs, viewing metadata, managing collections, tracking saves, firmware, devices, and task monitoring. OAuth2 auth with automatic token refresh.
@@ -2024,12 +2099,16 @@ Connect AI agents to industrial equipment, machinery, and operational technology
Persistent memory storage using knowledge graph structures. Enables AI models to maintain and query structured information across sessions.
+- [lumayapartners/memini](https://github.com/lumayapartners/memini) [](https://glama.ai/mcp/servers/lumayapartners/memini) ๐ ๐ ๐ ๐ช ๐ง - Local-first project memory and guardrails for coding agents. Records failed attempts, fragile files, and decisions per repo; warns the agent before it repeats a recorded mistake. `npx -y memini mcp`
- [soolaugust/0CompactMem](https://github.com/soolaugust/0CompactMem) [](https://glama.ai/mcp/servers/soolaugust/0CompactMem) ๐ ๐ ๐ ๐ช ๐ง - 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`
+- [adelinamart/robrain](https://github.com/adelinamart/robrain) [](https://glama.ai/mcp/servers/adelinamart/robrain) ๐ ๐ ๐ ๐ช ๐ง - Self-hosted decision memory for AI coding agents. Passively captures architectural decisions with the alternatives you rejected (structured `rejected[]`), then warns the agent before it re-proposes a rejected approach. Postgres + pgvector; cross-tool across Claude Code, Cursor, Copilot, and Codex. Install: `npx robrain up && npx robrain install`.
- [a2cr/a2cr](https://github.com/a2cr/a2cr) [](https://glama.ai/mcp/servers/a2cr/a2cr) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - 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) [](https://glama.ai/mcp/servers/ahmetakyurt/zipmem-mcp) ๐ ๐ - Local-first long-term memory for terminal AI agents (Claude Code et al.) via Anchored Compacting. Stores blueprints, code anchors (fileโlineโconcept), 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`
+- [ihorponom/agentpack](https://github.com/ihorponom/agentpack) [](https://glama.ai/mcp/servers/ihorponom/agentpack) ๐ ๐ ๐ ๐ช ๐ง - Repo-native task continuity for AI coding agents: a reviewed task-state ledger (decisions, dead ends, evidence, checkpoints) in `.agentpack/` that any next session or client resumes from.
- [aidesignblueprint/integrations](https://github.com/aidesignblueprint/integrations) [](https://glama.ai/mcp/servers/aidesignblueprint/integrations) ๐ โ๏ธ - Read-only doctrine access for the Agentic AI Blueprint โ 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) [](https://glama.ai/mcp/servers/aliasunder/vault-cortex) ๐ ๐ โ๏ธ - MCP server for Obsidian vaults โ search, memory, link graph, 23 tools, OAuth-protected.
- [andreas-roennestad/openhive-mcp](https://github.com/andreas-roennestad/openhive-mcp) [](https://glama.ai/mcp/servers/andreas-roennestad/openhive-mcp) ๐ โ๏ธ - 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
+- [AndreLYL/memkin](https://github.com/AndreLYL/memkin) [](https://glama.ai/mcp/servers/AndreLYL/memkin) ๐ ๐ ๐ ๐ช ๐ง - Local-first personal memory for AI agents. Ingests Feishu/Lark chats and Claude Code / Codex sessions, distills them into a private entity knowledge graph (people, projects, decisions, tasks), and serves it to any agent over MCP โ read and write. `npx memkin`
- [Shweta-Mishra-ai/tokenmizer](https://github.com/Shweta-Mishra-ai/tokenmizer) [](https://glama.ai/mcp/servers/Shweta-Mishra-ai/tokenmizer) ๐ ๐ ๐ ๐ช ๐ง - Graph-structured session memory for LLMs. Local OpenAI-compatible proxy that extracts tasks, decisions, and files into a typed knowledge graph, auto-checkpoints before context overflow, and resumes any session in ~250 tokens. 6 MCP tools including `why_decision` (traces why a decision changed, with reasons and evidence). `pip install tokenmizer`
- [ashlesh-t/cognirepo](https://github.com/ashlesh-t/cognirepo) [](https://glama.ai/mcp/servers/ashlesh-t/cognirepo) ๐ ๐ ๐ ๐ช ๐ง - 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 50โ80% on Python repos โฅ 15K LOC vs. raw
@@ -2062,6 +2141,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [bitatlas-group/bitatlas](https://github.com/bitatlas-group/bitatlas) [](https://glama.ai/mcp/servers/bitatlas-group/bitatlas) ๐ โ๏ธ - Zero-Knowledge Cloud Drive for Humans and Agents. Client-side AES-256-GCM encryption with 7 MCP tools for encrypted file vault management โ upload, download, search, and organize files that the server never sees in plaintext.
- [besslframework-stack/project-tessera](https://github.com/besslframework-stack/project-tessera) [](https://glama.ai/mcp/servers/@besslframework-stack/project-tessera) ๐ ๐ ๐ ๐ช ๐ง - Local workspace memory for Claude Desktop. Indexes your documents (Markdown, CSV, session logs) into a vector store with hybrid search, cross-session memory, auto-learn, and knowledge graph visualization. Zero external dependencies โ fastembed + LanceDB, no Ollama or Docker required. 15 MCP tools.
- [BetaBots-LLC/callimachus](https://github.com/BetaBots-LLC/callimachus) [](https://glama.ai/mcp/servers/BetaBots-LLC/callimachus) ๐ฆ ๐ ๐ ๐ช ๐ง - Local index and hybrid search (SQLite FTS5 + on-device vector KNN) over your AI coding-agent conversation history across 11 tools (Claude Code, Codex, Cursor, and more). Exposes `search_threads`, `search_current_project`, `recent_threads`, and `get_thread` so any agent can recall its own past work.
+- [billy12151/memory-arbiter-mcp](https://github.com/billy12151/memory-arbiter-mcp) [](https://glama.ai/mcp/servers/billy12151/memory-arbiter-mcp) ๐ ๐ ๐ ๐ช ๐ง - AI enhancement middleware: precise retrieval replaces full-memory loading (~80%+ token cut), rule-based conflict arbitration with explainable reasons, and one local SQLite shared across Claude Code/Codex/Cursor/ZCode. Local-first, zero cloud, MIT. `pip install memory-arbiter-mcp`
- [bh-rat/context-awesome](https://github.com/bh-rat/context-awesome) ๐ โ๏ธ ๐ - 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) ๐ ๐ ๐ ๐ช ๐ง - 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) ๐ ๐ - 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.
@@ -2078,6 +2158,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [CanopyHQ/phloem](https://github.com/CanopyHQ/phloem) ๐๏ธ ๐ ๐ ๐ช ๐ง - Local-first AI memory with causal graphs and citation verification. Semantic search, confidence decay when code drifts, and zero network connections. Works across Claude Code, Cursor, VS Code, and 7 more MCP clients.
- [Cavinooo/claude-find](https://github.com/Cavinooo/claude-find) [](https://glama.ai/mcp/servers/Cavinooo/claude-find) ๐ ๐ ๐ - Pull Deep Memory from across your Claude Code Sessions โ when you need it.
- [chatmcp/mcp-server-chatsum](https://github.com/chatmcp/mcp-server-chatsum) - Query and summarize your chat messages with AI prompts.
+- [vshulcz/deja-vu](https://github.com/vshulcz/deja-vu) [](https://glama.ai/mcp/servers/vshulcz/deja-vu) ๐๏ธ ๐ ๐ ๐ช ๐ง - Local memory layer over the session histories coding agents already write (Claude Code, Codex CLI, opencode): lexical search, recall tools, session-start auto-recall, secret redaction at index time, cross-machine sync over SSH.
- [ZengLiangYi/ChatCrystal](https://github.com/ZengLiangYi/ChatCrystal) [](https://glama.ai/mcp/servers/ZengLiangYi/ChatCrystal) ๐ ๐ ๐ ๐ช ๐ง - Local-first AI PKM memory server for coding conversations. Imports Claude Code, Cursor, Codex CLI, Trae, and GitHub Copilot chats into notes, semantic search, tag graphs, Markdown exports, and reusable MCP memory. `npx -y chatcrystal mcp`
- [CheMiguel23/MemoryMesh](https://github.com/CheMiguel23/MemoryMesh) ๐ ๐ - 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) [](https://glama.ai/mcp/servers/ChrisGVE/workspace-qdrant-mcp) ๐ฆ ๐ ๐ ๐ ๐ช ๐ง - 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** โ testers and feedback welcome.
@@ -2132,6 +2213,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [HBarefoot/engram](https://github.com/HBarefoot/engram) [](https://glama.ai/mcp/servers/HBarefoot/engram) ๐ ๐ ๐ ๐ช ๐ง - 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) ๐ โ๏ธ ๐ ๐ช ๐ง - 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) ๐ โ๏ธ ๐ ๐ช ๐ง - Persistent cognitive memory for Claude Code. Cloud-first with semantic search, AI-powered extraction, and project scoping. Zero local databases.
+- [hjqcan/GoodMemory](https://github.com/hjqcan/GoodMemory) [](https://glama.ai/mcp/servers/hjqcan/GoodMemory) ๐ ๐ - Local-first, auditable memory layer for Codex, Claude Code, and MCP clients. Stores scoped user/project memory in SQLite or Postgres, exposes read-only recall, trace, stats, and artifact tools by default, and supports opt-in governed writeback with review, forget, and audit controls. Published as `io.github.hjqcan/goodmemory` in the official MCP Registry.
- [hubinoretros/deep-thinker](https://github.com/hubinoretros/deep-thinker) [](https://glama.ai/mcp/servers/hubinoretros/deep-thinker) ๐ ๐ ๐ ๐ช ๐ง - 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`
- [hyunjae-labs/lore](https://github.com/hyunjae-labs/lore) [](https://glama.ai/mcp/servers/hyunjae-labs/lore) ๐ ๐ ๐ ๐ช ๐ง - Semantic search across Claude Code conversations. Hybrid vector + keyword search with Reciprocal Rank Fusion, fully local, background indexing, project-selective.
- [idapixl/algora-mcp-server](https://github.com/idapixl/algora-mcp-server) [](https://glama.ai/mcp/servers/idapixl-algora-mcp-server) ๐ โ๏ธ - Browse and search open-source bounties on Algora. 5 tools: list, search, filter by org/tech/amount, get top bounties, aggregate stats. No API key required.
@@ -2151,8 +2233,9 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [kunwar-shah/claudex](https://github.com/kunwar-shah/claudex) [](https://glama.ai/mcp/servers/kunwar-shah/claudex) ๐ ๐ ๐ ๐ช ๐ง - Persistent memory + FTS5 full-text search for Claude Code conversation history. Indexes `~/.claude/projects/` JSONL into SQLite, exposes 10 MCP tools (store/recall/search memories, list sessions, get summaries) plus prompts. Includes a web UI for visual exploration with themes and exports. Works with Claude Code, Cursor, Codex, Windsurf, and any MCP-compatible client. `npm install -g @kunwarshah/claudex`
- [renezander030/agentic-task-system](https://github.com/renezander030/agentic-task-system) [](https://glama.ai/mcp/servers/renezander030/agentic-task-system) ๐ ๐ - Turns your task manager into agent memory: hybrid (dense + sparse + keyword, RRF) retrieval over TickTick or an Obsidian vault via a six-method adapter contract. MCP server + CLI, no vector DB to build or maintain. `npm i -g @reneza/ats-cli`
- [KVANTRA-dev/NOUZ-MCP](https://github.com/KVANTRA-dev/NOUZ-MCP) [](https://glama.ai/mcp/servers/KVANTRA-dev/NOUZ-MCP) ๐ ๐ ๐ ๐ช ๐ง - Semantic knowledge graph for Obsidian. Three modes (pure graph / semantic classification / strict hierarchy), local embeddings, sign classification via cosine similarity to user-defined cores, bottom-up core_mix aggregation, semantic bridge discovery, and drift detection. `pip install nouz-mcp`
-- [leesgit/claude-session-continuity-mcp](https://github.com/leesgit/claude-session-continuity-mcp) [](https://glama.ai/mcp/servers/leesgit/claude-session-continuity-mcp) ๐ ๐ ๐ ๐ช ๐ง - Zero-config session continuity for Claude Code. Auto-captures context via Claude Hooks, provides 25 tools for memory, tasks, solutions, and knowledge graph. Multilingual semantic search (94+ languages) with cross-language retrieval.
+- [leesgit/passbaton](https://github.com/leesgit/passbaton) [](https://glama.ai/mcp/servers/leesgit/passbaton) ๐ ๐ ๐ ๐ช ๐ง - Zero-config session continuity for Claude Code, OpenAI Codex CLI & Google Gemini CLI, sharing one local db. Auto context injection on start, compaction handover, and 24 tools for memory, tasks, solutions, and a knowledge graph. Multilingual semantic search (94+ languages), 100% local, $0 API cost. `npm i -g passbaton`
- [lfrmonteiro99/memento-mcp](https://github.com/lfrmonteiro99/memento-mcp) [](https://glama.ai/mcp/servers/lfrmonteiro99/memento-mcp) ๐ ๐ ๐ ๐ช ๐ง - Local-first persistent memory for AI coding agents. Captures facts, decisions, patterns, and architecture notes in SQLite (with optional cloud embeddings) to reduce repeated context across sessions.
+- [liftkkkk/owl-mcp](https://github.com/liftkkkk/owl-mcp) [](https://glama.ai/mcp/servers/liftkkkk/owl-mcp) ๐ ๐ - MCP server for OWL/TTL/RDF ontologies. Supports SPARQL queries, HermiT/Pellet reasoning, and CRUD operations on knowledge graphs. Works with Claude Desktop, Cursor, and Windsurf.
- [linxule/lotus-wisdom-mcp](https://github.com/linxule/lotus-wisdom-mcp) ๐ ๐ โ๏ธ - Contemplative problem-solving using the Lotus Sutra's wisdom framework. Multi-perspective reasoning with skillful means, non-dual recognition, and meditation pauses. Available as local stdio or remote Cloudflare Worker.
- [knaisoma/data-olympus](https://github.com/knaisoma/data-olympus) [](https://glama.ai/mcp/servers/knaisoma/data-olympus) ๐ ๐ ๐ ๐ช ๐ง - Governance-grade project knowledge MCP server for coding agents. Git-native Markdown knowledge base with proposed vs accepted guidance, validity windows, supersession chains, and status-aware retrieval of current in-force decisions and standards. `pip install data-olympus`
- [lithtrix/lithtrix-mcp](https://github.com/lithtrix/lithtrix-mcp) [](https://glama.ai/mcp/servers/lithtrix/lithtrix-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Memory Consolidation for AI agents across vendors, owners, and time. Persistent memory, credibility-scored web search, browser fetch, and shared Commons pool under a stable `ltx_` key. Self-registration in one API call, no dashboard required. `npx lithtrix-mcp`
@@ -2201,8 +2284,10 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [Perseus-Computing-LLC/perseus-vault](https://github.com/Perseus-Computing-LLC/perseus-vault) [](https://glama.ai/mcp/servers/Perseus-Computing-LLC/perseus-vault) ๐ฆ ๐ ๐ ๐ช ๐ง - Local-first, MCP-native persistent memory for AI agents โ 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) [](https://glama.ai/mcp/servers/peterbeck111/knowledgelib-io) ๐ โ๏ธ - 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) ๐ ๐ ๐ ๐ช ๐ง - 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.
+- [Piccolo123/url-manager-mcp](https://github.com/Piccolo123/url-manager-mcp) [](https://glama.ai/mcp/servers/Piccolo123/url-manager-mcp) ๐ ๐ ๐ ๐ ๐ช ๐ง - Agent-first cross-platform bookmark & knowledge manager. AI agents collect web pages from any source (pairs naturally with Fetch, Firecrawl, Brave Search) and auto-categorize into organized collections with search, tags, and shared folders. 16 tools including `agent_register` (zero-config onboarding), `add_footprint`, `search_footprints`, `create_shared_category`. `pip install -r requirements.txt && python server.py`
- [pinecone-io/assistant-mcp](https://github.com/pinecone-io/assistant-mcp) ๐๏ธ ๐ฆ โ๏ธ - Connects to your Pinecone Assistant and gives the agent context from its knowledge engine.
- [pomazanbohdan/memory-mcp-1file](https://github.com/pomazanbohdan/memory-mcp-1file) ๐ฆ ๐ ๐ ๐ช ๐ง - A self-contained Memory server with single-binary architecture (embedded DB & models, no dependencies). Provides persistent semantic and graph-based memory for AI agents.
+- [Rarefied-Earth/groundwork](https://github.com/Rarefied-Earth/groundwork) [](https://glama.ai/mcp/servers/Rarefied-Earth/groundwork) ๐ โ๏ธ - Hosted company-state MCP for operating SMBs (brand, voice, charter, priorities, entitled modules/skills). Anonymous public discovery at `https://connector.rarefied.earth/public/mcp` proves live value in under 10 seconds; tenant feed after trial. Official registry: `io.github.Rarefied-Earth/groundwork`. [Product](https://rarefied.earth/groundwork/)
- [ragieai/mcp-server](https://github.com/ragieai/ragie-mcp-server) ๐ โ๏ธ - Retrieve context from your [Ragie](https://www.ragie.ai) (RAG) knowledge base connected to integrations like Google Drive, Notion, JIRA and more.
- [ravi-labs/mindmap-mcp-server](https://github.com/ravi-labs/mindmap-mcp-server) [](https://glama.ai/mcp/servers/ravi-labs/mindmap-mcp-server) ๐ ๐ - Local-first memory & context-handoff across AI tools โ capture context in one tool, resume it in another, with graceful decay, a persona layer, and a portable memory passport.
- [remembra-ai/remembra](https://github.com/remembra-ai/remembra) [](https://glama.ai/mcp/servers/remembra-ai/remembra) ๐ ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Persistent memory layer for AI agents with entity resolution, PII detection, AES-256-GCM encryption at rest, and hybrid search. 100% on LoCoMo benchmark. Self-hosted.
@@ -2219,6 +2304,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [SAIHM-Admin/saihm-mcp](https://github.com/SAIHM-Admin/saihm-mcp) [](https://glama.ai/mcp/servers/SAIHM-Admin/saihm-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Sovereign, encrypted, persistent memory for AI agents. Eight MCP tools โ 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) [](https://glama.ai/mcp/servers/SaravananJaichandar/world-model-mcp) ๐ ๐ ๐ ๐ช ๐ง - 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) [](https://glama.ai/mcp/servers/sachitrafa/YourMemory) ๐ ๐ ๐ ๐ช ๐ง - 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`
+- [Schubeler-Consulting/knowmind](https://github.com/Schubeler-Consulting/knowmind) [](https://glama.ai/mcp/servers/Schubeler-Consulting/knowmind) ๐ โ๏ธ - AI agent memory and knowledge graph, hosted in Germany (GDPR-compliant). Hybrid recall (BM25 + vector + Neo4j graph hops with cross-encoder rerank), typed relations, and bi-temporal store across sessions via MCP. Works with Claude, ChatGPT, and Cursor. `npx -y knowmind mcp`
- [SecurityRonin/alaya](https://github.com/SecurityRonin/alaya) [](https://glama.ai/mcp/servers/SecurityRonin/alaya) ๐ฆ ๐ ๐ ๐ช ๐ง - 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) [](https://glama.ai/mcp/servers/SecurityRonin/docx-mcp) ๐ ๐ ๐ ๐ช ๐ง - 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) [](https://glama.ai/mcp/servers/sheawinkler/context-lattice) ๐ ๐ ๐ช ๐ง ๐ฆ ๐๏ธ - Private-by-default memory and context layer for agents with Go/Rust runtime, staged retrieval across fused data backends, and long-horizon context continuity.
@@ -2229,6 +2315,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [l33tdawg/sage](https://github.com/l33tdawg/sage) [](https://glama.ai/mcp/servers/l33tdawg/s-age) ๐๏ธ ๐ ๐ ๐ช ๐ง - Institutional memory for AI agents with real BFT consensus. 4 application validators vote on every memory before it's committed โ no more storing garbage. 13 MCP tools, runs locally, works with any MCP-compatible model. Backed by 4 published research papers.
- [laradji/deadzone](https://github.com/laradji/deadzone) [](https://glama.ai/mcp/servers/laradji/deadzone) ๐๏ธ ๐ ๐ ๐ง - Local-first semantic search over library docs. Single Go binary, MCP stdio, vector index pinned to the binary version. Like Context7 with the internet off. Pre-built index DB auto-fetched on first launch and SHA256-verified, then zero network. Also available as `docker run --rm -i ghcr.io/laradji/deadzone server`. Listed in the official MCP Registry as `io.github.laradji/deadzone`.
- [leonardsellem/hypermnesic](https://github.com/leonardsellem/hypermnesic) [](https://glama.ai/mcp/servers/leonardsellem/hypermnesic) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Git-first memory for AI agents: Markdown files are truth, the index is disposable, and writes are reviewable commits. Ships 7 MCP tools (hybrid search, read_note, build_context, resolve, think, list_folders, and a scope-gated commit_note write) over a Streamable HTTP endpoint, plus a CLI and a read-only Obsidian companion.
+- [liftkkkk/owl-mcp](https://github.com/liftkkkk/owl-mcp) [](https://glama.ai/mcp/servers/liftkkkk/owl-mcp) ๐ ๐ - MCP server for OWL/TTL/RDF ontologies. Supports SPARQL queries, HermiT/Pellet reasoning, and CRUD operations on knowledge graphs. Works with Claude Desktop, Cursor, and Windsurf.
- [Smart-AI-Memory/empathy-framework](https://github.com/Smart-AI-Memory/empathy-framework) ๐ ๐ - Five-level AI collaboration system with persistent memory and anticipatory capabilities. MCP-native integration for Claude and other LLMs with local-first architecture via MemDocs.
- [rps321321/obsidian-mcp-pro](https://github.com/rps321321/obsidian-mcp-pro) [](https://glama.ai/mcp/servers/rps321321/obsidian-mcp-pro) ๐ ๐ ๐ ๐ช ๐ง - Feature-complete Obsidian vault MCP server with 23 tools and 3 resources. Full-text search, note CRUD, frontmatter queries, tag management, backlinks, graph traversal (BFS up to 5 hops), orphan/broken link detection, and canvas support. Auto-detects vault, path traversal protection, MIT licensed.
- [Semiotronika/LINZA-MCP](https://github.com/Semiotronika/LINZA-MCP) [](https://glama.ai/mcp/servers/Semiotronika/LINZA-MCP) ๐ ๐ ๐ ๐ช ๐ง - Local-first review-gated sidecar for Markdown workspaces. Indexes notes and incoming artifacts into SQLite, proposes domains, links, memory, and growth cards with evidence, and keeps source files unchanged until explicit review. `pip install linza-mcp`
@@ -2238,11 +2325,13 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [stevepridemore/graph-memory](https://github.com/stevepridemore/graph-memory) [](https://glama.ai/mcp/servers/stevepridemore/graph-memory) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Personal knowledge graph for Claude on Neo4j. Typed entities (Person/Project/Decision/Preference/Concept), bi-temporal edge validity (`valid_at`/`invalid_at`), per-type weighted decay, contradiction detection, and a nightly "dream" extraction process. Local bge-small-en embeddings, no API keys. Optional OAuth 2.1 + Cloudflare Tunnel for cross-device use across Claude Code, Desktop, web, and iOS.
- [SubDownload/subdownload-mcp](https://github.com/SubDownload/subdownload-mcp) [](https://glama.ai/mcp/servers/SubDownload/subdownload-mcp) ๐๏ธ โ๏ธ ๐ ๐ช ๐ง - YouTube knowledge base for AI agents. Summarize videos, fetch full transcripts (including videos without captions, via AI ASR), search channels and playlists, and save everything into a per-user knowledge base for cross-session recall. OAuth 2.1 with Dynamic Client Registration. Hosted at [subdownload.com](https://subdownload.com?utm_source=gthb_awesome_9jqqed&utm_medium=code&utm_campaign=Awesome). `https://api.subdownload.com/mcp`, free credits on signup.
- [TechDocsStudio/biel-mcp](https://github.com/TechDocsStudio/biel-mcp) ๐ โ๏ธ - Let AI tools like Cursor, VS Code, or Claude Desktop answer questions using your product docs. Biel.ai provides the RAG system and MCP server.
+- [threadctx-dev/threadctx-mcp](https://github.com/threadctx-dev/threadctx-mcp) [](https://glama.ai/mcp/servers/threadctx-dev/threadctx-mcp) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Shared team memory for AI coding agents. Decisions, fixes, and gotchas persist per repo and are shared across Claude Code, Cursor, and any MCP client โ what one teammate's agent learns, everyone's agents remember. Local-first, zero-dependency. `npx -y threadctx-mcp`
- [tomohiro-owada/devrag](https://github.com/tomohiro-owada/devrag) ๐๏ธ ๐ ๐ ๐ช ๐ง - Lightweight local RAG MCP server for semantic vector search over markdown documents. Reduces token consumption by 40x with sqlite-vec and multilingual-e5-small embeddings. Supports filtered search by directory and filename patterns.
- [topoteretes/cognee](https://github.com/topoteretes/cognee/tree/dev/cognee-mcp) ๐ ๐ - Memory manager for AI apps and Agents using various graph and vector stores and allowing ingestion from 30+ data sources
- [timowhite88/farnsworth-syntek](https://github.com/timowhite88/farnsworth-syntek) ๐ โ๏ธ - 7-layer recursive agent memory with context branching, holographic recall, dream consolidation, and on-chain persistence. MCP-native with 10 tools for persistent agent cognition.
- [topskychen/tilde](https://github.com/topskychen/tilde) ๐ ๐ - Your AI agents' home directory โ privacy-first MCP server for portable AI identity. Configure once, use everywhere. It supports profile management, skills, resume import, and team sync.
- [tstockham96/engram](https://github.com/tstockham96/engram) [](https://glama.ai/mcp/servers/@tstockham96/engram) ๐ ๐ ๐ ๐ช ๐ง - Intelligent agent memory with semantic recall, automatic consolidation, contradiction detection, and bi-temporal knowledge graph. 80% on LOCOMO benchmark using 96% fewer tokens than full-context approaches.
+- [teampolarity/cosmos-mcp](https://github.com/teampolarity/cosmos-mcp) [](https://glama.ai/mcp/servers/@teampolarity/cosmos-mcp) ๐ โ๏ธ ๐ ๐ - Personal knowledge graph shared across MCP clients. Account-keyed and portable as a `.polarity` file, with sources for iMessage, browser history, calendar, Claude Desktop transcripts, shell history, Notion, and Obsidian. `npx -y @polarity-lab/cosmos-mcp`
- [TeamSafeAI/LIFE](https://github.com/TeamSafeAI/LIFE) ๐ ๐ - Persistent identity architecture for AI agents. 16 MCP servers covering drives, emotional relationships, semantic memory with decay, working threads, learned patterns, journal, genesis (identity discovery), creative collision engine, forecasting, and voice. Zero dependencies beyond Python 3.8. Built across 938 conversations.
- [TT-Wang/cortex-plugin](https://github.com/TT-Wang/cortex-plugin) [](https://glama.ai/mcp/servers/TT-Wang/cortex-plugin) ๐ ๐ ๐ ๐ง - Persistent, self-evolving memory plugin for Claude Code. Background miner extracts durable lessons (decisions, conventions, bug fixes) from completed sessions via Claude Haiku, stores them as human-readable markdown in an Obsidian vault, and assembles query-tailored context briefings at session start. Local-first, no cloud, no API keys. Self-healing install via uv bootstrap shim, `/cortex-doctor` preflight, graceful FTS-only degraded mode when `claude` CLI missing. MIT.
- [TyKolt/kremis](https://github.com/TyKolt/kremis) [](https://glama.ai/mcp/servers/TyKolt/kremis) ๐ฆ ๐ ๐ ๐ช ๐ง - Deterministic knowledge graph MCP server. Single binary, zero LLM/embedding calls in the bridge, BLAKE3 state hashing, canonical KREX export for byte-identical audit. Local-first via redb (ACID). **Alpha**.
@@ -2256,6 +2345,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [wazionapps/nexo](https://github.com/wazionapps/nexo) [](https://glama.ai/mcp/servers/wazionapps/nexo) ๐ ๐ - 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) [](https://glama.ai/mcp/servers/whynowlab/jarvis-orb) ๐ ๐ - Persistent 4-tier AI memory (episodic, semantic, project, procedural) with temporal scoring, contradiction detection, entity tracking, and real-time desktop visualization orb.
- [wnbhr/being](https://github.com/wnbhr/being) [](https://glama.ai/mcp/servers/wnbhr/being) ๐ โ๏ธ - Personality Runtime for AI agents โ persistent memory, identity (SOUL), and relationships that travel across Claude, OpenClaw, Mistral, and any MCP client.
+- [Wuesteon/lean-memory](https://github.com/Wuesteon/lean-memory) [](https://glama.ai/mcp/servers/Wuesteon/lean-memory) ๐ ๐ ๐ ๐ช ๐ง - Embedded, local-first agent memory in a single SQLite file per namespace (vec0 + FTS5 hybrid retrieval). ADD-only history queryable as-of any past time; offline sleep-time maintenance stages dedupe/summarize/evict proposals a human reviews. No Docker, no server, no cloud key. `pip install 'lean-memory[mcp]'`
- [TheStack-ai/waypath](https://github.com/TheStack-ai/waypath) [](https://glama.ai/mcp/servers/TheStack-ai/waypath) ๐ ๐ - Local-first external brain CLI for coding agents. SQLite-backed context, graph-aware recall via FTS5 and RRF, and governed memory with explicit promote and review gates. Ships Codex and Claude Code host shims and a native MCP server.
- [zzhang82/Agent-Memory-Bridge](https://github.com/zzhang82/Agent-Memory-Bridge) [](https://glama.ai/mcp/servers/zzhang82/Agent-Memory-Bridge) ๐ ๐ - MCP-native, local-first memory for coding agents that turns coding sessions into reusable engineering memory: decisions, gotchas, and domain knowledge.
- [teolex2020/AuraSDK](https://github.com/teolex2020/AuraSDK) [](https://glama.ai/mcp/servers/teolex2020-aurasdk) ๐ ๐ โ Persistent cognitive memory for Claude Desktop. Sub-ms recall, offline, encrypted.
@@ -2270,15 +2360,19 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [SVerITG/Metis](https://github.com/SVerITG/Metis) [](https://glama.ai/mcp/servers/SVerITG/Metis) ๐ ๐ ๐ ๐ช ๐ง - 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) [](https://glama.ai/mcp/servers/syndicalt/zaxy) ๐ ๐ ๐ ๐ช ๐ง - 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) [](https://glama.ai/mcp/servers/mnemoverse/mcp-memory-server) ๐ โ๏ธ - Hosted memory that learns and forgets โ feedback re-ranks what helps, recall fades by recency, similar memories consolidate. One key across Claude, Cursor, VS Code & ChatGPT.
+- [zcag/tela](https://github.com/zcag/tela) [](https://glama.ai/mcp/servers/zcag/tela) ๐๏ธ ๐ โ๏ธ - Self-hostable, markdown-native team wiki with a built-in MCP server: agents search, read, and write your wiki pages (ranked Postgres full-text + semantic search, backlink traversal). Plus Atlas, which auto-generates a cited, coverage-checked wiki from your git repos and Jira. Go + Postgres. `npx tela-mcp`
- [VonderVuflya/Yggdrasil](https://github.com/VonderVuflya/Yggdrasil) [](https://glama.ai/mcp/servers/VonderVuflya/Yggdrasil) ๐ ๐ ๐ ๐ช ๐ง - Durable, local-first memory for AI coding agents over MCP. Zero-dependency (pure Python + SQLite/FTS5), curated and semantically de-duped โ 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) [](https://glama.ai/mcp/servers/Yarmoluk/ckg-mcp) ๐ ๐ - Compressed Knowledge Graphs (pre-structured dependency DAGs) as MCP context โ agents traverse declared edges instead of inferring from text. Open CKG Benchmark (64 domains, 10,838 queries): 3.8ร RAG's F1 at 11ร fewer tokens, ~42ร RDS, 0 fabricated edges by construction. 97 domains, 4 tools, no DB/embeddings. `pip install ckg-mcp`
+- [yamantaka520/Agent-Memory-OS](https://github.com/yamantaka520/Agent-Memory-OS) [](https://glama.ai/mcp/servers/yamantaka520/Agent-Memory-OS) ๐ ๐ ๐ ๐ช ๐ง - Local-first memory engine for AI-agent teams: private/team/project ACL (a hard gate before ranking), associative recall, and federated sync where revocation propagates across nodes. SQLite + FTS5, no LLM required; MCP server + web console included. `pip install 'agent-memory-os[mcp]'`
### โ๏ธ 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) [](https://glama.ai/mcp/servers/ad0750/regintel-mcp)๐ โ๏ธ - 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) [](https://glama.ai/mcp/servers/@ark-forge/mcp-eu-ai-act) ๐ โ๏ธ - 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) [](https://glama.ai/mcp/servers/atomno-labs/mcp-sudact) ๐โ๏ธ - Russian court practice (Sudact): case search by article, court, instance and dates; full decision text.
+- [atomno-mcp/mcp-fssp](https://github.com/atomno-mcp/mcp-fssp) [](https://glama.ai/mcp/servers/atomno-mcp/mcp-fssp) ๐โ๏ธ - FSSP enforcement proceedings lookup for Russian debtors and compliance checks.
- [buildsyncinc/gibs-mcp](https://github.com/buildsyncinc/gibs-mcp) ๐ โ๏ธ - Regulatory compliance (AI Act, GDPR, DORA) with article-level citations
+- [cm2489/oravan](https://github.com/cm2489/oravan) [](https://glama.ai/mcp/servers/cm2489/oravan) ๐ โ๏ธ - Nonpartisan U.S. Congress data: plain-language bill decodes (bilingual EN/ES), representative lookup by ZIP with district-office phone numbers, and whatโs-moving urgency ranking. Read-only, keyless, no accounts. Remote server at oravan.org/api/mcp/mcp, listed in the MCP registry as org.oravan/mcp.
- [conformi-eu/conformi-search-mcp](https://github.com/conformi-eu/conformi-search-mcp) [](https://glama.ai/mcp/servers/conformi-eu/conformi-search-mcp) ๐ โ๏ธ - 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) [](https://glama.ai/mcp/servers/djtellado/nexus-legal-mcp) ๐ โ๏ธ - 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) [](https://glama.ai/mcp/servers/edithatogo/fyi-cli) ๐ฆ ๐ ๐ช - 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`.
@@ -2293,7 +2387,6 @@ Access to legal information, legislation, and legal databases. Enables AI models
- [ptrinh/finalnotice-mcp](https://github.com/ptrinh/finalnotice-mcp) [](https://glama.ai/mcp/servers/ptrinh/finalnotice-mcp) ๐ โ๏ธ - Generate localized debt-collection demand-letter PDFs (formal letter + matching envelope) across 100+ jurisdictions and 33 languages. No auth, no key โ 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) [](https://glama.ai/mcp/servers/smythmyke/patent-search-mcp-server) ๐ โ๏ธ - 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) [](https://glama.ai/mcp/servers/Vaquill-AI/canlii-mcp) ๐ โ๏ธ - Canadian case law and legislation metadata via CanLII. Bring-your-own free CanLII API key. Hosted endpoint at canlii-mcp.vaquill.ai. MIT.
-
### ๐บ๏ธ Location Services
Location-based services and mapping tools. Enables AI models to work with geographic data, weather information, and location-based analytics.
@@ -2307,6 +2400,7 @@ Location-based services and mapping tools. Enables AI models to work with geogra
- [cturkieh/france-data-mcp](https://github.com/cturkieh/france-data-mcp) [](https://glama.ai/mcp/servers/cturkieh/france-data-mcp) ๐ โ๏ธ ๐ - French territorial intelligence MCP โ cross-references public registries (FINESS healthcare facilities, RPPS health professionals, INSEE companies, IGN geocoding) for multi-source agentic reasoning over French open data.
- [devilcoder01/weather-mcp-server](https://github.com/devilcoder01/weather-mcp-server) ๐ โ๏ธ - Access real-time weather data for any location using the WeatherAPI.com API, providing detailed forecasts and current conditions.
- [discava/mcp-server](https://github.com/discava/mcp-server) ๐ โ๏ธ - Search Millions of local businesses worldwide (Europe, Northamerica, Southamerica, Asia, Oceania), confidence scores, and agent trust rankings. No API key required. [](https://glama.ai/mcp/servers/discava/mcp-server)
+- [Flightmussy/castlemap-mcp](https://github.com/Flightmussy/castlemap-mcp) [](https://glama.ai/mcp/servers/Flightmussy/castlemap-mcp) ๐ โ๏ธ ๐ - Query 2,400 castles, fortresses and palaces across 131 countries (coordinates, founding dates, fame ranking, Wikipedia summaries) from the open CC0 Castlemap dataset built on Wikidata. Hosted endpoint needs no API key; the zero-dependency server can also be self-hosted.
- [markpdxt/dronelytics-mcp](https://github.com/markpdxt/dronelytics-mcp) [](https://glama.ai/mcp/servers/markpdxt/dronelytics-mcp) ๐ โ๏ธ - US drone airspace intelligence and mission planning. 24 tools: check airspace restrictions across 11 FAA data layers, plan grid/orbit/corridor surveys, validate Part 107 compliance, generate pre-flight briefings, and export to KML/GPX/QGC/Litchi/WPML. Available via `npx @dronelytics/mcp`.
- [gaopengbin/cesium-mcp](https://github.com/gaopengbin/cesium-mcp) [](https://glama.ai/mcp/servers/gaopengbin/cesium-mcp) ๐ ๐ ๐ ๐ช ๐ง - AI-powered 3D globe control via MCP. Connect any MCP-compatible AI agent to CesiumJS โ camera flight, GeoJSON/3D Tiles layers, markers, spatial analysis, heatmaps, and more through 19 natural language tools.
- [GeiserX/pumperly-mcp](https://github.com/GeiserX/pumperly-mcp) [](https://glama.ai/mcp/servers/GeiserX/pumperly-mcp) ๐๏ธ โ๏ธ ๐ ๐ช ๐ง - Go-based MCP server for Pumperly fuel price comparison. Query gas station prices, plan fuel-efficient routes, and find nearby EV charging stations. Docker image available.
@@ -2323,6 +2417,7 @@ Location-based services and mapping tools. Enables AI models to work with geogra
- [muend/arcgis-mcp-bridge](https://github.com/muend/arcgis-mcp-bridge) [](https://glama.ai/mcp/servers/muend/arcgis-mcp-bridge) ๐ ๐ ๐ช - Secure, local-first MCP server exposing ArcGIS Pro's ArcPy engine over stdio JSON-RPC, with worker-process isolation, PathGuard filesystem boundaries, and 100 geoprocessing tools.
- [modelcontextprotocol/server-google-maps](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/google-maps) ๐ โ๏ธ - Google Maps integration for location services, routing, and place details
- [cablate/mcp-google-map](https://github.com/cablate/mcp-google-map) [](https://glama.ai/mcp/servers/cablate/mcp-google-map) ๐ โ๏ธ ๐ - Google Maps MCP server with 8 tools (geocode, search, directions, elevation), stdio + StreamableHTTP transport, Agent Skill definitions, and standalone exec CLI mode.
+- [Off-Nadir-Lab/offnadir-delta-mcp](https://github.com/Off-Nadir-Lab/offnadir-delta-mcp) [](https://glama.ai/mcp/servers/Off-Nadir-Lab/offnadir-delta-mcp) ๐๏ธ ๐ โ๏ธ - Live, geolocated world-event intelligence and a Daily World Brief for AI agents โ query event signals (coordinates, severity, sources), hotspots, and satellite imagery (Sentinel-1/2 etc), plus an OSINT/GEOINT analyst. Streamable HTTP + OAuth; free tier, token-metered.
- [PostalDataPI/postaldatapi-mcp](https://github.com/PostalDataPI/postaldatapi-mcp) [](https://glama.ai/mcp/servers/PostalDataPI/postaldatapi-mcp) ๐ โ๏ธ - Global postal code lookups, validation, and city search for 240+ countries with timezone, admin region, and elevation metadata. Sub-10ms responses at $0.000028/query with 1,000 free queries on signup.
- [QGIS MCP](https://github.com/jjsantos01/qgis_mcp) - connects QGIS Desktop to Claude AI through the MCP. This integration enables prompt-assisted project creation, layer loading, code execution, and more.
- [rossshannon/Weekly-Weather-mcp](https://github.com/rossshannon/weekly-weather-mcp.git) ๐ โ๏ธ - Weekly Weather MCP server which returns 7 full days of detailed weather forecasts anywhere in the world.
@@ -2337,6 +2432,7 @@ Location-based services and mapping tools. Enables AI models to work with geogra
- [geolabel/geolabel-mcp](https://github.com/geolabel/geolabel-mcp) [](https://glama.ai/mcp/servers/geolabel/geolabel-mcp) ๐ โ๏ธ - GPS coordinates to AI-ready location context โ returns place name, stable category (gym, supermarket, restaurantโฆ), and live opening hours via OpenStreetMap. Works in Claude Desktop, Claude Code, Hermes Agent, OpenClaw, and any MCP client.
- [xyver/daedal-map](https://github.com/xyver/daedal-map) [](https://glama.ai/mcp/servers/xyver/daedal-map) ๐ โ๏ธ - Geographic data packs for disasters, FX rates, and global indicators. New geospatial data packs weekly. Free and x402-paid execution lanes via MCP and HTTP API.
- [webcoderz/MCP-Geo](https://github.com/webcoderz/MCP-Geo) ๐ ๐ - Geocoding MCP server for nominatim, ArcGIS, Bing
+- [930m310n/geomelon-mcp](https://github.com/930m310n/geomelon-mcp) [](https://glama.ai/mcp/servers/930m310n/geomelon-mcp) ๐๏ธ ๐ โ๏ธ - Cities, countries, regions, and languages with multilingual names (50 languages) and a free keyless autocomplete tool. Also runs a public hosted instance at `https://mcp.geomelon.dev/mcp`, no signup required.
### ๐ฏ Marketing
@@ -2345,8 +2441,10 @@ Tools for creating and editing marketing content, working with web meta data, pr
- [AIOProductOS/studio-mcp](https://github.com/AIOProductOS/studio-mcp) [](https://glama.ai/mcp/servers/AIOProductOS/studio-mcp) ๐๏ธ ๐ ๐ ๐ ๐ช ๐ง - 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) [](https://glama.ai/mcp/servers/acamolese/google-search-console-mcp) ๐ โ๏ธ - 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) ๐ โ๏ธ - 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.
+- [atomno-mcp/mcp-erid](https://github.com/atomno-mcp/mcp-erid) [](https://glama.ai/mcp/servers/atomno-mcp/mcp-erid) ๐ โ๏ธ - MCP-ะฟัะพะฒะตัะบะฐ ะผะฐัะบะธัะพะฒะบะธ ะธะฝัะตัะฝะตั-ัะตะบะปะฐะผั (erid/ะะ ะะ ): ะฒะฐะปะธะดะฐัะธั ัะพะบะตะฝะฐ, ะฐัะดะธั ัััะฐะฝะธัั ะฝะฐ ัะพะพัะฒะตัััะฒะธะต 38-ะคะ. ะะพะปะฝะฐ 1, ัะพะปั ยซัะธัะฐะปะบะธยป, ะพัะฒะตัััะฒะตะฝะฝะพััั ะฝะต ะฝะฐ ะฝะฐั
- [AutomateLab-tech/seo-performance-mcp](https://github.com/AutomateLab-tech/seo-performance-mcp) [](https://glama.ai/mcp/servers/AutomateLab-tech/seo-performance-mcp) ๐ โ๏ธ - 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) ๐ ๐ - Open-source CLI and MCP server for LinkedHelper automation โ 32 tools for campaign management, messaging, and profile queries via Chrome DevTools Protocol.
+- [askads/mcp-vk-ads](https://github.com/askads/mcp-vk-ads) [](https://glama.ai/mcp/servers/askads/mcp-vk-ads) ๐ โ๏ธ - VK Ads (VK ะ ะตะบะปะฐะผะฐ) API โ manage ad plans, ad groups, banners, and pull statistics. Read + write.
- [Bishop81/wpgoldmine-mcp](https://github.com/Bishop81/wpgoldmine-mcp) [](https://glama.ai/mcp/servers/Bishop81/wpgoldmine-mcp) ๐ โ๏ธ - 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) ๐ โ๏ธ - 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) [](https://glama.ai/mcp/servers/Brand-System/brandsystem-mcp) ๐ ๐ ๐ ๐ช ๐ง - 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.
@@ -2355,6 +2453,7 @@ Tools for creating and editing marketing content, working with web meta data, pr
- [Citedy/citedy-seo-agent](https://github.com/Citedy/citedy-seo-agent) [](https://glama.ai/mcp/servers/@Citedy/citedy-seo-agent) ๐ โ๏ธ - 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) [](https://glama.ai/mcp/servers/competlab/competlab-mcp-server) ๐ โ๏ธ - Competitive intelligence platform with 24 tools. Monitor competitor pricing, content, positioning, tech stacks, and AI visibility โ track how ChatGPT, Claude, and Gemini rank your brand.
- [davidmosiah/agent-seo-engine](https://github.com/davidmosiah/agent-seo-engine) [](https://glama.ai/mcp/servers/davidmosiah/agent-seo-engine) ๐ ๐ - Local-first SEO quality, search-intent, and opportunity engine for agents. Scores Markdown content and GSC-style opportunities before rewrites or publishing.
+- [epistemedeus/ai-readiness](https://github.com/epistemedeus/ai-readiness) [](https://glama.ai/mcp/servers/epistemedeus/ai-readiness) ๐ ๐ ๐ ๐ช ๐ง - Check whether a website is visible to AI search (ChatGPT, Perplexity, Claude, Google AI Overviews). Scores AI-crawler access, JSON-LD structured data, title/meta, Open Graph, sitemap, and llms.txt, with a specific fix for each gap. Dependency-free, no API keys. Install: `npx -y github:epistemedeus/ai-readiness mcp`.
- [mikusnuz/meta-ads-mcp](https://github.com/mikusnuz/meta-ads-mcp) [](https://glama.ai/mcp/servers/mikusnuz/meta-ads-mcp) ๐ โ๏ธ - MCP server for Meta Marketing API v25.0 โ 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) [](https://glama.ai/mcp/servers/mukul-dutt/mentionsapi-mcp) ๐ โ๏ธ - Check whether AI recommends your brand โ 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) ๐ โ๏ธ - 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.
@@ -2395,7 +2494,9 @@ Tools for creating and editing marketing content, working with web meta data, pr
- [stape-io/stape-mcp-server](https://github.com/stape-io/stape-mcp-server) ๐ โ๏ธ โ 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) [](https://glama.ai/mcp/servers/Synter-Media-AI/mcp-server) ๐ โ๏ธ - 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.
- [Sweeppea-Development-Lab/sweeppea-mcp-info](https://github.com/Sweeppea-Development-Lab/sweeppea-mcp-info) [](https://glama.ai/mcp/servers/Sweeppea-Development-Lab/sweeppea-mcp-info) ๐ โ๏ธ - Sweepstakes management platform with 70 MCP tools for legally compliant promotions in the US and Canada. Manage participants, official rules, winner drawings, entry pages, billing, and more. Requires a [Sweeppea](https://www.sweeppea.com/) subscription.
+- [trysonar/mcp](https://github.com/trysonar/mcp) [](https://glama.ai/mcp/servers/trysonar/mcp) ๐ โ๏ธ - App Store Optimization for AI agents โ keyword research with difficulty and popularity scores, daily rank tracking, review mining, competitor gap analysis, and revenue estimation across the iOS App Store and Google Play. 32 tools. `npx @sonarapp/mcp`
- [tomba-io/tomba-mcp-server](https://github.com/tomba-io/tomba-mcp-server) ๐ โ๏ธ - Email discovery, verification, and enrichment tools. Find email addresses, verify deliverability, enrich contact data, discover authors and LinkedIn profiles, validate phone numbers, and analyze technology stacks.
+- [TopicForge/topicforge-mcp](https://github.com/TopicForge/topicforge-mcp) [](https://glama.ai/mcp/servers/TopicForge/topicforge-mcp) ๐ โ๏ธ - Programmatic SEO batch jobs for agents: `run_batch`, `get_batch_status`, `export_markdown`, plus topic cluster, FAQ schema, and meta description tools. Pay per article, no subscription. Install: `npx -y @topicforge/mcp`.
- [whdrnr2583-cmd/token-meter](https://github.com/whdrnr2583-cmd/token-meter) [](https://glama.ai/mcp/servers/whdrnr2583-cmd/token-meter) ๐ ๐ ๐ ๐ช ๐ง - Local-first dashboard + MCP server for Claude Code and Codex token usage. Cost, per-MCP/per-tool breakdown, hourly distribution, and session drill-down โ your data never leaves your machine.
- [ZLeventer/salesforce-marketing-mcp](https://github.com/ZLeventer/salesforce-marketing-mcp) [](https://glama.ai/mcp/servers/ZLeventer/salesforce-marketing-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Salesforce MCP server built for marketing and revenue ops teams. 47 tools for leads, contacts, accounts, campaigns, campaign members, tasks, and 17 reporting tools including campaign ROI, lead-source attribution, pipeline-by-campaign, multi-touch campaign influence, MQL trend, forecast summary, and the native SFDC Reports API.
- [andrealufino/aapl-ads-mcp](https://github.com/andrealufino/aapl-ads-mcp) [](https://glama.ai/mcp/servers/andrealufino/aapl-ads-mcp) ๐ -
@@ -2414,6 +2515,7 @@ Access and analyze application monitoring data. Enables AI models to review erro
- [alilxxey/openobserve-community-mcp](https://github.com/alilxxey/openobserve-community-mcp) [](https://glama.ai/mcp/servers/alilxxey/openobserve-community-mcp) ๐ ๐ ๐ ๐ช ๐ง - 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) ๐ โ๏ธ - 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) [](https://glama.ai/mcp/servers/antonio-mello-ai/mcp-redis-monitor) ๐ ๐ - Read-only Redis monitoring โ 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`.
+- [argosvix/mcp-server](https://github.com/argosvix/mcp-server) [](https://glama.ai/mcp/servers/argosvix/mcp-server) ๐ โ๏ธ ๐ ๐ช ๐ง - Observability for AI agents: 87 tools to query LLM cost, errors, and latency across OpenAI/Anthropic/Gemini/Mistral, and operate alerts, budget gates, evals, and safety checks from Claude/Cursor. Install: `npx -y @argosvix/mcp-server`.
- [arnavranjan005/mcp-telemetry](https://github.com/arnavranjan005/mcp-telemetry) [](https://glama.ai/mcp/servers/arnavranjan005/mcp-telemetry) ๐ ๐ ๐ ๐ช ๐ง - 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` โ 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) ๐ โ๏ธ - 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) [](https://github.com/alimuratkuslu/byok-observability-mcp) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Comprehensive MCP server for Grafana, Prometheus, Kafka UI, and Datadog with a secure "Bring Your Own Key" or BYOK model.
@@ -2461,8 +2563,10 @@ Access and analyze application monitoring data. Enables AI models to review erro
- [incu6us/loki-mcp-server](https://github.com/incu6us/loki-mcp-server) [](https://glama.ai/mcp/servers/incu6us/loki-mcp-server) ๐๏ธ ๐ ๐ ๐ช ๐ง - An MCP server for querying Grafana Loki directly with a discovery-first workflow โ labels, values, series, and LogQL queries without requiring Grafana.
- [rbmuller/scherlok](https://github.com/rbmuller/scherlok) [](https://glama.ai/mcp/servers/rbmuller/scherlok) ๐ ๐ ๐ ๐ช ๐ง - Zero-config data quality monitoring across Postgres, BigQuery, Snowflake, MySQL, and DuckDB. Profile a warehouse, detect anomalies (volume, schema drift, freshness, NULLs, distribution, cardinality), with optional dbt manifest lineage. Read-only โ connection resolved server-side, never passed via the model.
- [seekrays/mcp-monitor](https://github.com/seekrays/mcp-monitor) ๐๏ธ ๐ - A system monitoring tool that exposes system metrics via the Model Context Protocol (MCP). This tool allows LLMs to retrieve real-time system information through an MCP-compatible interface.๏ผsupport CPUใMemoryใDiskใNetworkใHostใProcess๏ผ
+- [spanlens/Spanlens](https://github.com/spanlens/Spanlens/tree/main/packages/mcp-server) [](https://glama.ai/mcp/servers/spanlens/Spanlens) ๐๏ธ ๐ โ๏ธ - Query Spanlens LLM observability from Claude Desktop, Cursor, or Continue: request logs, costs, agent traces, anomalies, and user analytics with a read-only API key.
- [Sudhan30/freshprobe](https://github.com/Sudhan30/freshprobe) [](https://glama.ai/mcp/servers/Sudhan30/freshprobe) ๐๏ธ โ๏ธ ๐ - Data freshness verification for AI agents. Probes endpoints for HTTP cache staleness, latency percentiles, content fingerprinting, TLS health, DNS timing, and redirect chains. Returns deterministic FRESH/STALE/UNKNOWN verdicts with NIST AI RMF mapping. CLI + MCP server + HTTP API with Prometheus metrics and YAML policy engine.
- [shibley/apistatuscheck-mcp-server](https://github.com/shibley/apistatuscheck-mcp-server) [](https://glama.ai/mcp/servers/shibley/apistatuscheck-mcp-server) ๐ โ๏ธ - Check real-time operational status of 114+ cloud services and APIs (AWS, GitHub, Stripe, OpenAI, Vercel, etc.) directly from AI assistants. Published on npm.
+- [spanlens/Spanlens](https://github.com/spanlens/Spanlens) [](https://glama.ai/mcp/servers/spanlens/Spanlens) ๐ โ๏ธ ๐ - Query your Spanlens LLM observability from any MCP client. 7 read tools for request logs, agent traces, cost stats, anomalies, model-savings, and per-user analytics across OpenAI, Anthropic, and Gemini. Open source, self-hostable. `npx -y @spanlens/mcp-server`
- [speedofme-dev/speedofme-mcp](https://www.npmjs.com/package/@speedofme/mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Official SpeedOf.Me server for accurate internet speed tests via 129 global Fastly edge servers with analytics dashboard and local history
- [sudomichael/gizmoanalytics-mcp](https://github.com/sudomichael/gizmoanalytics-mcp) [](https://glama.ai/mcp/servers/sudomichael/gizmoanalytics-mcp) ๐ โ๏ธ - Gizmo Analytics โ cookieless web analytics for AI coding agents. Framework-aware install (Next/Remix/SvelteKit/Nuxt/Astro/Vite/React/HTML), OAuth onboarding, 28 tools for setup + query + workflow operations (summarize_all_sites, explain_traffic_change, detect_anomalies). Hosted MCP at gizmoanalytics.io/mcp.
- [TANTIOPE/datadog-mcp-server](https://github.com/TANTIOPE/datadog-mcp-server) ๐ โ๏ธ ๐ ๐ช ๐ง - MCP server providing comprehensive Datadog observability access for AI assistants. Features grep-like log search, APM trace filtering with duration/status/error queries, smart sampling modes for token efficiency, and cross-correlation between logs, traces, and metrics.
@@ -2493,18 +2597,22 @@ 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) ๐ ๐ - A MCP server for creating GIFs from your videos.
- [bogdan01m/zapcap-mcp-server](https://github.com/bogdan01m/zapcap-mcp-server) ๐ โ๏ธ - MCP server for ZapCap API providing video caption and B-roll generation via natural language
- [botmonster/image2svg-mcp](https://github.com/botmonster/image2svg-mcp) [](https://glama.ai/mcp/servers/botmonster/image2svg-mcp) ๐ ๐ ๐ ๐ช ๐ง - 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.
+- [chaoz23/loudcheck](https://github.com/chaoz23/loudcheck) [](https://glama.ai/mcp/servers/chaoz23/loudcheck) ๐ ๐ ๐ ๐ช ๐ง - Loudness compliance verdicts for media files against formal broadcast standards (EBU R128, ATSC A/85): pass/fail with per-metric deltas, spec citations, and the exact ffmpeg remediation command. CLI and MCP over one engine; zero-install via `uvx --from 'loudcheck[mcp]' loudcheck --mcp`. Requires ffmpeg.
- [cleanor-app/cleanor-mcp](https://github.com/cleanor-app/cleanor-mcp) [](https://glama.ai/mcp/servers/cleanor-app/cleanor-mcp) ๐๏ธ ๐ โ๏ธ ๐ ๐ช ๐ง - 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) [](https://glama.ai/mcp/servers/DareDev256/fcpxml-mcp-server) ๐ ๐ ๐ - The first MCP server for Final Cut Pro. 53 tools that parse, edit, and generate FCPXML timelines โ 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) [](https://glama.ai/mcp/servers/davidmosiah/short-video-agent-kit) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - 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) [](https://glama.ai/mcp/servers/drolosoft/immich-photo-manager) ๐ ๐ ๐ ๐ช ๐ง - Turn your self-hosted Immich photo library into a conversation โ 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) [](https://glama.ai/mcp/servers/FileToPDF/filetopdf-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Convert files (DOCX, XLSX, PPTX, imagesโฆ), 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.
+- [huseyinstif/klaket](https://github.com/huseyinstif/klaket) [](https://glama.ai/mcp/servers/huseyinstif/klaket) ๐ ๐ ๐ ๐ช ๐ง - Let AI agents watch videos: word-timestamped transcripts, speaker labels, scenes, chapters and exact-moment search from any video URL or file โ fully local, no API keys. `npx klaket-mcp`
- [quietnotion/barevalue-mcp](https://github.com/quietnotion/barevalue-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - 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) ๐ โ๏ธ ๐ ๐ช ๐ง - 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) [](https://glama.ai/mcp/servers/richer-richard/cochlea) ๐ฆ ๐ ๐ ๐ช ๐ง - 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) [](https://glama.ai/mcp/servers/realcrabcut/crabcut-mcp-server) ๐ โ๏ธ - 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) [](https://glama.ai/mcp/servers/runapi-ai/mcp) ๐ โ๏ธ - 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) [](https://glama.ai/mcp/servers/keiver/image-tiler-mcp-server) ๐ ๐ ๐ ๐ช ๐ง - 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.
+- [korovin-aa97/talkthrough-mcp](https://github.com/korovin-aa97/talkthrough-mcp) [](https://glama.ai/mcp/servers/korovin-aa97/talkthrough-mcp) ๐ ๐ ๐ ๐ช ๐ง - Turn narrated screen recordings (or any local video/audio) into agent-ready data: local Whisper transcript, scene keyframes, OCR, full-text search, and wall-clock anchoring that maps spoken remarks to real timestamps for log correlation. No cloud, no LLM inside. `uvx talkthrough-mcp`.
- [legolev/mediamcp](https://github.com/legolev/mediamcp) [](https://glama.ai/mcp/servers/legolev/mediamcp) ๐ โ๏ธ ๐ ๐ช ๐ง - 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`.
+- [Lulu-The-Narwhal/dali-mcp](https://github.com/Lulu-The-Narwhal/dali-mcp) [](https://glama.ai/mcp/servers/Lulu-The-Narwhal/dali-mcp) ๐ โ๏ธ - Scores AI image/video generation prompts (0-100) against 18 models (Veo 3, Sora, Kling, Runway, Seedance, Midjourney, Flux, and more) before you spend a generation credit, then rewrites weak ones. Free, hosted remote MCP + npm/PyPI packages.
- [gaudiolab-jp/gaudio-developers-mcp](https://github.com/gaudiolab-jp/gaudio-developers-mcp) [](https://glama.ai/mcp/servers/gaudiolab-jp/gaudio-developers-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - 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) [](https://glama.ai/mcp/servers/manovagyanik1/clipy-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - 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) [](https://glama.ai/mcp/servers/MkTurner74/botverse-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - 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`
@@ -2526,6 +2634,7 @@ Provides the ability to handle multimedia, such as audio and video editing, play
- [verIdyia/autoeq-mcp](https://github.com/verIdyia/autoeq-mcp) [](https://glama.ai/mcp/servers/verIdyia/autoeq-mcp) ๐ ๐ ๐ ๐ช ๐ง - Headphone/IEM equalization database with 8,800+ models from AutoEQ. Search by name or sound signature, get parametric EQ settings, compare headphones band-by-band, and browse Harman preference score rankings. Includes automatic sound signature classification (Neutral, Warm, Bright, Dark, V-shaped, etc.).
- [rendobar/mcp](https://github.com/rendobar/mcp) [](https://glama.ai/mcp/servers/rendobar/mcp) ๐๏ธ ๐ โ๏ธ - Submit media-processing jobs to the Rendobar API and upload local files in one tool call. Transcode, run raw FFmpeg, burn captions, and add watermarks over REST. Free tier.
- [woladi/macos-vision-mcp](https://github.com/woladi/macos-vision-mcp) [](https://glama.ai/mcp/servers/woladi/macos-vision-mcp) ๐ ๐ ๐ - Local OCR and image analysis via Apple Vision Framework. Wraps macOS's native Vision API to expose OCR for images and PDFs (with reading-order paragraphs, bounding boxes, line/paragraph IDs, and confidence), face / barcode / QR / document-corner detection, and image classification โ all as MCP tools any client (Claude Code, Claude Desktop, Cursor, Codex CLI) can call. ~97% token savings vs sending raw images. Fully offline, no API keys, files never leave the Mac. One-line install: `npx -y macos-vision-mcp`.
+- [afghanfansmedia-ai/songcheck-mcp](https://github.com/afghanfansmedia-ai/songcheck-mcp) [](https://glama.ai/mcp/servers/afghanfansmedia-ai/songcheck-mcp) ๐ โ๏ธ - Is this song AI or human? Detect AI-generated music (Suno, Udio) and media from any AI agent. Returns a verdict, AI-probability score, confidence, and provenance signals (Content Credentials / SynthID), plus scan_catalog to audit a whole music folder.
### ๐ฅ๏ธ OS Automation
@@ -2537,12 +2646,15 @@ Servers for controlling the desktop operating system: screenshots, window manage
- [juergenkoller-software/nemeton-mcp](https://github.com/juergenkoller-software/nemeton-mcp) [](https://glama.ai/mcp/servers/juergenkoller-software/nemeton-mcp) ๐ ๐ - MCP bridge for [Nemeton](https://store.juergenkoller.software/en/apps/nemeton) โ native macOS virtual machine manager built on Apples Virtualization.framework. Create/control Linux & macOS VMs (no Parallels, no QEMU), CoW snapshots on APFS, 50+ MCP tools across VM lifecycle, console, files, networking, and host metrics.
- [tinqiao-oss/clawtouch-mcp](https://github.com/tinqiao-oss/clawtouch-mcp) [](https://glama.ai/mcp/servers/tinqiao-oss/clawtouch-mcp) ๐ ๐ ๐ ๐ช ๐ง - 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) [](https://glama.ai/mcp/servers/juergenkoller-software/freezetext-mcp) ๐ ๐ - MCP server for [FreezeText](https://store.juergenkoller.software/en/apps/freezetext) โ 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.
+- [faze79/WPFVisualTreeMcp](https://github.com/faze79/WPFVisualTreeMcp) [](https://glama.ai/mcp/servers/faze79/WPFVisualTreeMcp) #๏ธโฃ ๐ ๐ช - Inspect, debug and drive running WPF (.NET desktop) apps: visual tree, dependency properties, data bindings and binding errors, DataContext, and screenshots with open popups/menus included, plus clicking, item selection, text input and keyboard shortcuts. Auto-injects into any running WPF process (x64/x86) with no source changes. `dotnet tool install -g WpfVisualTreeMcp`
+- [fixed-width/glass](https://github.com/fixed-width/glass) [](https://glama.ai/mcp/servers/fixed-width/glass) ๐ฆ ๐ ๐ ๐ช ๐ง - Gives a coding agent a build โ see โ interact โ debug loop over the native GUI app it is writing: launch the app, screenshot it, read its accessibility tree, inject mouse/keyboard/gestures, tail its logs, and diff frames to confirm a change landed. Drives apps as an external black box with no app integration, so any toolkit or language works. 30 tools with text-first responses (element ids, diffs, waits) so the agent need not screenshot every step, plus optional sandboxing of the launched app. Backends: X11, Wayland, Windows, macOS, Android emulators, and the iOS Simulator.
### ๐๏ธ Podcasts
Servers for podcast analytics, search, hosting, and discovery.
- [conorbronsdon/op3-mcp](https://github.com/conorbronsdon/op3-mcp) [](https://glama.ai/mcp/servers/conorbronsdon/op3-mcp) ๐ โ๏ธ - 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/podcastindex-mcp](https://github.com/conorbronsdon/podcastindex-mcp) [](https://glama.ai/mcp/servers/conorbronsdon/podcastindex-mcp) ๐ โ๏ธ - Search the Podcast Index: podcasts, episodes, guest appearances by person, trending shows, and feed health.
- [conorbronsdon/Transistor-MCP](https://github.com/conorbronsdon/Transistor-MCP) [](https://glama.ai/mcp/servers/conorbronsdon/Transistor-MCP) ๐ โ๏ธ - Manage Transistor.fm podcasts: episodes, analytics, download summaries, episode comparisons, transcripts, and webhooks.
### ๐ Product Management
@@ -2551,6 +2663,7 @@ Tools for product planning, customer feedback analysis, and prioritization.
- [KyaniteLabs/Epoch](https://github.com/KyaniteLabs/Epoch) [](https://glama.ai/mcp/servers/KyaniteLabs/Epoch) ๐ ๐ - Software estimation server for AI agents: PERT, COCOMO II, Monte Carlo, sprint forecasting, token-to-time and cost mapping, and schedule-risk tools.
- [daiji-sshr/redmine-mcp-stateless](https://github.com/daiji-sshr/redmine-mcp-stateless) [](https://glama.ai/mcp/servers/daiji-sshr/redmine-mcp-stateless) ๐ ๐ ๐ง - Stateless Redmine MCP server. Credentials are passed per-request via HTTP headers and never stored on the server. Supports listing/creating/updating issues, full-text search across subjects, descriptions and comments, and editing journals (Redmine 5.0+). Deployable on RHEL (systemd) or Docker.
+- [andrelaptenok/redmine-mcp-stdio](https://github.com/andrelaptenok/redmine-mcp-stdio) [](https://glama.ai/mcp/servers/andrelaptenok/redmine-mcp-stdio) ๐ ๐ ๐ ๐ช ๐ง - Search, read, create and update Redmine issues, projects and time entries from any MCP client. 12 tools with MCP safety annotations: full-text search, issue journals with attachments, comments and time tracking. `npx -y redmine-mcp-stdio`
- [devemberx/mcp-server-polarion](https://github.com/devemberx/mcp-server-polarion) [](https://glama.ai/mcp/servers/devemberx/mcp-server-polarion) ๐ โ๏ธ ๐ ๐ช ๐ง - Polarion ALM integration with 24 read/write tools for documents, work items, traceability links, and comments. Renders documents as Markdown, searches with Lucene or SQL, walks incoming/outgoing links, and creates/updates/reorganizes work items. Every write tool supports `dry_run` with pre-write field, enum, and link-target validation. Requires Polarion 2506+. `uvx mcp-server-polarion`.
- [dkships/pm-copilot](https://github.com/dkships/pm-copilot) ๐ โ๏ธ - Triangulates HelpScout support tickets and ProductLift feature requests to generate prioritized product plans. Scores themes by convergence (same signal in both sources = 2x boost), scrubs PII, and accepts business metrics from other MCP servers via `kpi_context` for composable prioritization.
- [Lukaris/framedeck-mcp](https://github.com/Lukaris/framedeck-mcp) [](https://glama.ai/mcp/servers/Lukaris/framedeck-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - [Framedeck](https://framedeck.app) is a Kanban content production manager for YouTube, Instagram, TikTok and Podcast creators. 32 tools for managing productions, stages, frames (cards), checklists, comments, and labels. Ideas land in an Idea Pool and graduate into full productions with stages (Idea โ Scripting โ Filming โ Editing โ Published). All tools ship with MCP safety annotations. `npx framedeck-mcp`
@@ -2560,15 +2673,18 @@ Tools for product planning, customer feedback analysis, and prioritization.
- [xfloukiex-lab/road-poneglyph](https://github.com/xfloukiex-lab/road-poneglyph) [](https://glama.ai/mcp/servers/xfloukiex-lab/road-poneglyph) ๐ ๐ ๐ ๐ช ๐ง - Reviews a plan for what's missing โ unstated assumptions, omitted technical risks, and execution blind spots (a structured pre-mortem). `pip install road-poneglyph-mcp`
- [AIOProductOS/claude-plugin](https://github.com/AIOProductOS/claude-plugin) [](https://glama.ai/mcp/servers/AIOProductOS/claude-plugin) ๐๏ธ โ๏ธ - Product management over a shared product spine: link customer feedback and insights to features, tasks, sprints, releases and objectives; weekly signal memo; roadmap-drift detection; customer 360, funnel, path, retention, NPS and NRR analytics; artifact versioning and identity resolution. 38 tools, hosted remote server with OAuth 2.1 (DCR + PKCE).
auto-download. Install via `npx atlassian-trello-mcp`.
+- [mohamed-ashraf-elsaed/loupe](https://github.com/mohamed-ashraf-elsaed/loupe) [](https://glama.ai/mcp/servers/mohamed-ashraf-elsaed/loupe) ๐๏ธ ๐ ๐ - Turns pinned visual product feedback into an actionable backlog: list comments, read one with its target element's HTML, computed styles and screenshot, and update its status. Powers the [Loupe](https://mohamed-ashraf-elsaed.github.io/loupe/) SDK, browser extension, and `loupekit/laravel` package. Install `@loupekit/mcp` (binary `loupe-mcp`).
### ๐ Real Estate
MCP servers for real estate CRM, property management, and agent workflows.
- [ashev87/propstack-mcp](https://github.com/ashev87/propstack-mcp) [](https://glama.ai/mcp/servers/@ashev87/propstack-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Propstack CRM MCP: search contacts, manage properties, track deals, schedule viewings for real estate agents (Makler).
+- [beshogun/planwire-mcp](https://github.com/beshogun/planwire-mcp) [](https://glama.ai/mcp/servers/beshogun/planwire-mcp) ๐ โ๏ธ - UK planning application data for AI agents: search planning applications by council, postcode, keyword, status, type, or date range; find applications near a lat/lng point; fetch a specific application; and list supported councils. Requires a PlanWire API key. `npx -y planwire-mcp`
- [forgemeshlabs/disruption-intelligence-mcp](https://github.com/forgemeshlabs/disruption-intelligence-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/disruption-intelligence-mcp) ๐ โ๏ธ - 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) [](https://glama.ai/mcp/servers/hyperionxmota/cook-county-property-mcp) ๐ โ๏ธ - Cook County / Chicago property records โ 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) [](https://glama.ai/mcp/servers/jbechtel-97/dealflowpro-mcp-server) ๐ โ๏ธ - Multifamily real estate deal analysis โ cap rate, DSCR, cash-on-cash, IRR, DFP Score (0-100), max offer price, and market intelligence for 2-200 unit properties.
+- [ogasurfproject-jpg/horizon-shield](https://github.com/ogasurfproject-jpg/horizon-shield/tree/main/workers/hs-mcp) [](https://glama.ai/mcp/servers/ogasurfproject-jpg/horizon-shield) ๐๏ธ ๐ โ๏ธ - Audit Japanese construction and renovation estimates for overcharge: fair price ranges by work type, sales tactic red flags, and signed recomputable verdicts (KIRA). Includes an agent intake desk and a directory of independently audited contractors. Remote server, no API key required.
- [pedra-ai/pedra-mcp](https://github.com/pedra-ai/pedra-mcp) [](https://glama.ai/mcp/servers/@pedra-ai/pedra-mcp) ๐๏ธ ๐ โ๏ธ ๐ ๐ช ๐ง - 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`
### ๐ฌ Research
@@ -2583,9 +2699,11 @@ Tools for conducting research, surveys, interviews, and data collection.
- [davidmosiah/uap-pulse](https://github.com/davidmosiah/uap-pulse) [](https://glama.ai/mcp/servers/davidmosiah/uap-pulse) ๐ ๐ ๐ ๐ช ๐ง - 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) [](https://glama.ai/mcp/servers/dhamma-seeker/tripitaka-mcp) ๐ โ๏ธ ๐ - Search, cite, and compare the Pฤli Canon (Tipiแนญaka) โ 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 Pฤli word lookup against the P. A. Payutto dictionary. Free, non-commercial โ offered as Dhamma Dฤna. 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) ๐ โ๏ธ - Search and cite rare historical texts (alchemy, Hermeticism, Renaissance philosophy) with DOI-backed academic citations from [Source Library](https://sourcelibrary.org)
+- [Guitarmaniac24/getabrain-mcp-server](https://github.com/Guitarmaniac24/getabrain-mcp-server) [](https://glama.ai/mcp/servers/Guitarmaniac24/getabrain-mcp-server) ๐ โ๏ธ - Query real, quality-scored humans as an agent tool. [GetABrain](https://getabrain.ai) routes a question to paid human workers and returns schema-validated JSON โ 16 response types (yes/no, ratings, rankings, A/B tests, sentiment, image/video/audio review, voice/video/photo capture). Fully programmatic signup with a $5 free trial credit, no card required. `npx -y @getabrain/mcp-server`.
- [HubLensOfficial/mcp-server](https://github.com/HubLensOfficial/mcp-server) [](https://glama.ai/mcp/servers/HubLensOfficial/mcp-server) ๐ โ๏ธ - 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) [](https://glama.ai/mcp/servers/tushariitr-19/immigration-mcp) ๐๏ธ ๐ ๐ช ๐ง - MCP server for US immigration guidance โ live Visa Bulletin, priority date checker and immigration term explanations. Free to use.
- [kimimgo/viznoir](https://github.com/kimimgo/viznoir) [](https://glama.ai/mcp/servers/kimimgo/viznoir) ๐ ๐ ๐ง - 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.
+- [lizhuojunx86/chinese-history-mcp](https://github.com/lizhuojunx86/chinese-history-mcp) [](https://glama.ai/mcp/servers/lizhuojunx86/chinese-history-mcp) ๐ ๐ ๐ ๐ช ๐ง - Query 9 classical Chinese texts (pre-Qin to Wei-Jin: ๅฒ่ฎฐ/ๆฑไนฆ/ๅๆฑไนฆ/ไธๅฝๅฟ/ๅทฆไผ /่ฎบ่ฏญ/ๅญๅญ/ๅๆฐๆฅ็ง/่ตๆฒป้้ด) by event, person, modern place name, or virtue โ every result cites ใbook ยท chapter ยท paragraphใ with original-text evidence and an honest `review_status`. Zero-dependency stdlib stdio JSON-RPC.
- [michaelellis003/paperboy](https://github.com/michaelellis003/paperboy) [](https://glama.ai/mcp/servers/michaelellis003/paperboy) ๐ ๐ โ๏ธ - 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) [](https://glama.ai/mcp/servers/mlava/scholar-sidekick-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - 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) [](https://glama.ai/mcp/servers/@mnemox-ai/idea-reality-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - 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.
@@ -2599,6 +2717,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [thevibepreneur/gapbase-mcp](https://github.com/thevibepreneur/gapbase-mcp) [](https://glama.ai/mcp/servers/thevibepreneur/gapbase-mcp) ๐ ๐ - Search 474 validated startup gaps from your AI editor. Find unsolved business problems by industry, role, or keyword โ each with pain point, solution direction, and link to full blueprint. Zero API keys, works offline.
- [rnwkr7rscy-lang/fittin-mcp](https://github.com/rnwkr7rscy-lang/fittin-mcp) [](https://glama.ai/mcp/servers/rnwkr7rscy-lang/fittin-mcp) ๐ โ๏ธ - Patent prior art search and startup IP intelligence for AI founders. Clone risk score, defensibility map, patentable features, competitor patent landscape โ free analysis in ~2 minutes. Full IP Portfolio Package (6 documents) available for $99. `pip install fittin-mcp`
- [sh-patterson/legiscan-mcp](https://github.com/sh-patterson/legiscan-mcp) [](https://glama.ai/mcp/servers/ggstefivzf) ๐ โ๏ธ - Access legislative data from all 50 US states and Congress โ search bills, get full text, track votes, and look up legislators via the LegiScan API.
+- [smaniches/semantic-scholar-mcp](https://github.com/smaniches/semantic-scholar-mcp) [](https://glama.ai/mcp/servers/smaniches/semantic-scholar-mcp) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Semantic Scholar MCP server: 14 typed tools over 200M+ academic papers โ search, paper/author retrieval, citation-graph traversal, and recommendations. `uvx s2-mcp-server`
- [thinkchainai/agentinterviews_mcp](https://github.com/thinkchainai/agentinterviews_mcp) - Conduct AI-powered qualitative research interviews and surveys at scale with [Agent Interviews](https://agentinterviews.com). Create interviewers, manage research projects, recruit participants, and analyze interview data through MCP.
- [vassiliylakhonin/agenda-intelligence-md](https://github.com/vassiliylakhonin/agenda-intelligence-md) [](https://glama.ai/mcp/servers/vassiliylakhonin/agenda-intelligence-md) ๐ ๐ - Auditable strategic-risk memos for AI agents โ sanctions, regulatory, geopolitics, trade. Geography-routed regional specialists (Central Asia/Caspian, Gulf/Middle East), per-claim evidence discipline, schema-validated output, machine-verified audit. No live data retrieval. PyPI: `agenda-intelligence-md`.
- [WenyuChiou/research-hub](https://github.com/WenyuChiou/research-hub) [](https://glama.ai/mcp/servers/WenyuChiou/research-hub) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Research workspace MCP integrating Zotero, Obsidian, and NotebookLM. Search papers (arXiv/Semantic Scholar/PubMed/CrossRef), ingest into Zotero, sync notes to Obsidian, verify NotebookLM briefs. All three external tools optional. `pip install research-hub-pipeline` then `research-hub serve`.
@@ -2612,11 +2731,13 @@ Tools for conducting research, surveys, interviews, and data collection.
### ๐ end to end RAG platforms
+- [andyliszewski/grounding-ai](https://github.com/andyliszewski/grounding-ai) [](https://glama.ai/mcp/servers/andyliszewski/grounding-ai) ๐ ๐ - Build a searchable index from PDFs, EPUBs, and Word docs. Claude queries it via MCP and pulls grounded answers with exact page-and-section citations. Local-first, no cloud dependency.
- [gogabrielordonez/mcp-ragchat](https://github.com/gogabrielordonez/mcp-ragchat) ๐ ๐ - Add RAG-powered AI chat to any website with one command. Local vector store, multi-provider LLM (OpenAI/Anthropic/Gemini), self-contained chat server and embeddable widget.
- [poll-the-people/customgpt-mcp](https://github.com/Poll-The-People/customgpt-mcp) ๐ ๐ โ๏ธ - An MCP server for accessing all of CustomGPT.ai's anti-hallucination RAG-as-a-service API endpoints.
- [vectara/vectara-mcp](https://github.com/vectara/vectara-mcp) ๐ ๐ โ๏ธ - An MCP server for accessing Vectara's trusted RAG-as-a-service platform.
### ๐ Search & Data Extraction
+- [KnockOutEZ/wigolo](https://github.com/KnockOutEZ/wigolo) [](https://glama.ai/mcp/servers/KnockOutEZ/wigolo) ๐ ๐ - Local-first, keyless web intelligence in one server: search, fetch, crawl, extract, cache, find-similar, and research. Multi-engine search with local ML reranking and a persistent SQLite cache, renders JS-heavy pages, and keeps everything on your machine. Install via `npx wigolo init --non-interactive --agents=`.
- [newsagentdata/newsagent-mcp](https://github.com/newsagentdata/newsagent-mcp) [](https://glama.ai/mcp/servers/newsagentdata/newsagent-mcp) ๐ โ๏ธ - Real-time, ML-enriched news intelligence โ urgency scoring, political lean & event clustering across 190+ countries.
- [qinisolabs/icdwise](https://github.com/qinisolabs/icdwise) ๐ ๐ โ๏ธ - Verified ICD-10-CM medical code lookup, validation & reverse search โ official descriptions, never guessed. [](https://glama.ai/mcp/servers/qinisolabs/icdwise)
- [AIweather-Anurag/ottasia-mcp-server](https://github.com/AIweather-Anurag/ottasia-mcp-server) [](https://glama.ai/mcp/servers/AIweather-Anurag/ottasia-mcp-server) ๐ โ๏ธ ๐ - 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`
@@ -2630,6 +2751,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [AIMLPM/markcrawl](https://github.com/AIMLPM/markcrawl) [](https://glama.ai/mcp/servers/AIMLPM/markcrawl) ๐ ๐ - Crawl websites into clean Markdown, search pages, and extract structured data with LLMs. Built-in MCP server for web research and RAG pipelines.
- [ac3xx/mcp-servers-kagi](https://github.com/ac3xx/mcp-servers-kagi) ๐ โ๏ธ - Kagi search API integration
- [adawalli/nexus](https://github.com/adawalli/nexus) ๐ โ๏ธ - AI-powered web search server using Perplexity Sonar models with source citations. Zero-install setup via NPX.
+- [adjacentai/necl-hn-mcp](https://github.com/adjacentai/necl-hn-mcp) [](https://glama.ai/mcp/servers/adjacentai/necl-hn-mcp) ๐ โ๏ธ - Hacker News tools for AI agents: top stories by time window, category feeds (top/new/best/ask/show/job), comment threads, and full-text search via Algolia. No API key required.
- [ananddtyagi/webpage-screenshot-mcp](https://github.com/ananddtyagi/webpage-screenshot-mcp) ๐ ๐ - A MCP server for taking screenshots of webpages to use as feedback during UI developement.
- [andybrandt/mcp-simple-arxiv](https://github.com/andybrandt/mcp-simple-arxiv) - ๐ โ๏ธ MCP for LLM to search and read papers from arXiv
- [andybrandt/mcp-simple-pubmed](https://github.com/andybrandt/mcp-simple-pubmed) - ๐ โ๏ธ MCP to search and read medical / life sciences papers from PubMed.
@@ -2646,10 +2768,12 @@ Tools for conducting research, surveys, interviews, and data collection.
- [brave/brave-search-mcp-server](https://github.com/brave/brave-search-mcp-server) ๐ โ๏ธ - Web search capabilities using Brave's Search API
- [cameronrye/activitypub-mcp](https://github.com/cameronrye/activitypub-mcp) ๐ ๐ ๐ง ๐ ๐ช - A comprehensive MCP server that enables LLMs to explore and interact with the Fediverse through ActivityPub protocol. Features WebFinger discovery, timeline fetching, instance exploration, and cross-platform support for Mastodon, Pleroma, Misskey, and other ActivityPub servers.
- [cameronrye/gopher-mcp](https://github.com/cameronrye/gopher-mcp) ๐ ๐ - Modern, cross-platform MCP server enabling AI assistants to browse and interact with both Gopher protocol and Gemini protocol resources safely and efficiently. Features dual protocol support, TLS security, and structured content extraction.
+- [capad-xyz/searchts](https://github.com/capad-xyz/searchts) [](https://glama.ai/mcp/servers/capad-xyz/searchts) ๐ ๐ - Keyless web access for AI agents: an escalating open-source unlocker (browser-fingerprint fetch โ JS-render relay โ stealth browser) reads bot-walled pages as clean Markdown, plus multi-provider web search with rank fusion, subtitles-first video transcripts, and page asset grabbing. No API keys; ships a reproducible benchmark.
- [einiba/canyougrab-api](https://github.com/einiba/canyougrab-api/tree/main/mcp-server) [](https://glama.ai/mcp/servers/einiba/canyougrab-api) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Confidence-scored domain availability checking with real-time DNS + WHOIS lookups. Bulk check up to 100 domains per request. Each result includes availability, confidence level, data source, and registration details.
- [cevatkerim/unsplash-mcp](https://github.com/cevatkerim/unsplash-mcp) ๐ โ๏ธ - Unsplash photo search with proper attribution. Returns ready-to-use attribution text and HTML for each photo, making it easy for LLMs to build content pages with properly credited images. Includes search, random photos, and download tracking.
- [chanmeng/google-news-mcp-server](https://github.com/ChanMeng666/server-google-news) ๐ โ๏ธ - Google News integration with automatic topic categorization, multi-language support, and comprehensive search capabilities including headlines, stories, and related topics through [SerpAPI](https://serpapi.com/).
- [chasesaurabh/mcp-page-capture](https://github.com/chasesaurabh/mcp-page-capture) ๐ ๐ - MCP server that captures webpage screenshots, with viewport or full-page options and base64 PNG output.
+- [comparedge/mcp-server-comparedge](https://github.com/comparedge/mcp-server-comparedge) [](https://glama.ai/mcp/servers/comparedge/mcp-server-comparedge) ๐ โ๏ธ ๐ - Verified SaaS, AI, and LLM pricing for 490+ tools: plans, hidden costs, alternatives, and comparisons. Free, no API key.
- [CKBrennan/overtone-news-mcp](https://github.com/CKBrennan/overtone-news-mcp) [](https://glama.ai/mcp/servers/CKBrennan/overtone-news-mcp) ๐ - Real-time news with tone analysis, brand safety, and narrative shift signals for AI agents.
- [ConechoAI/openai-websearch-mcp](https://github.com/ConechoAI/openai-websearch-mcp/) ๐ ๐ โ๏ธ - This is a Python-based MCP server that provides OpenAI `web_search` built-in tool.
- [Crawleo/Crawleo-MCP](https://github.com/Crawleo/Crawleo-MCP) โ๏ธ ๐ โ Crawleo Search & Crawl API
@@ -2681,7 +2805,9 @@ Tools for conducting research, surveys, interviews, and data collection.
- [wd041216-bit/free-web-search-ultimate](https://github.com/wd041216-bit/free-web-search-ultimate) ๐ ๐ [](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 โ 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) โ๏ธ - 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.
- [giskard09/giskard-search](https://github.com/giskard09/giskard-search) [](https://glama.ai/mcp/servers/giskard09/giskard-search) ๐ ๐ - Pay-per-use semantic web search for AI agents. Powered by SearxNG, agents pay in sats via Lightning Network micropayments โ no API keys required. Self-hosted with phoenixd.
+- [goesByhc/cn-scraper-mcp](https://github.com/goesByhc/cn-scraper-mcp) [](https://glama.ai/mcp/servers/goesByhc/cn-scraper-mcp) ๐ ๐ - MCP server that lets AI agents search and extract data from major Chinese internet platforms including Taobao, JD, Xiaohongshu, Zhihu, Weibo, Bilibili, ZSXQ, Douban, and Dianping, with local-first cookie storage and CDP-assisted login.
- [genomoncology/biomcp](https://github.com/genomoncology/biomcp) ๐ โ๏ธ - Biomedical research server providing access to PubMed, ClinicalTrials.gov, and MyVariant.info.
+- [goofrey/zoom-search](https://github.com/goofrey/zoom-search) [](https://glama.ai/mcp/servers/goofrey/zoom-search) ๐ โ๏ธ ๐ - MCP search and evidence tool for AI agents. Rewrites queries, zooms into source domains, and returns sourced answers with metrics.
- [gregm711/agent-domain-service-mcp](https://github.com/gregm711/agent-domain-service-mcp) ๐ โ๏ธ - AI-powered domain brainstorming, analysis, and availability checking via AgentDomainService.com. Generate creative domain names from descriptions, get AI scoring for brandability/memorability, and check real-time availability with pricing. No API keys required.
- [HasData/hasdata-mcp](https://github.com/HasData/hasdata-mcp) [](https://glama.ai/mcp/servers/HasData/hasdata-mcp) ๐ โ๏ธ - Remote MCP server providing structured data APIs for Google (Search, Maps, Trends, Flights), Amazon, Airbnb, Zillow, Yelp, and more. 40+ tools returns clean JSON data instead of browser automation or raw HTML scraping. Designed for AI agents requiring reliable hosted data access.
- [hbg/mcp-paperswithcode](https://github.com/hbg/mcp-paperswithcode) - ๐ โ๏ธ MCP to search through PapersWithCode API
@@ -2709,6 +2835,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [kimdonghwi94/Web-Analyzer-MCP](https://github.com/kimdonghwi94/web-analyzer-mcp) ๐ ๐ ๐ ๐ช ๐ง - Extracts clean web content for RAG and provides Q&A about web pages.
- [kshern/mcp-tavily](https://github.com/kshern/mcp-tavily.git) โ๏ธ ๐ โ Tavily AI search API
- [leehanchung/bing-search-mcp](https://github.com/leehanchung/bing-search-mcp) ๐ โ๏ธ - Web search capabilities using Microsoft Bing Search API
+- [lennney/agent-search-mcp](https://github.com/lennney/agent-search-mcp) [](https://glama.ai/mcp/servers/lennney/agent-search-mcp) ๐ ๐ ๐ ๐ช ๐ง - Free multi-engine MCP search server โ 8 free engines (DDG, Sogou, Bing, Baidu, Wikipedia, Startpage, Yandex, Mojeek), waterfall progressive search, multi-source verification, content enrichment, news search, language auto-detection, CLI. Zero API keys needed. `npx agent-search-mcp`
- [leadbrain/korean-data-mcp](https://github.com/leadbrain/korean-data-mcp) [](https://glama.ai/mcp/servers/leadbrain/korean-data-mcp) ๐ โ๏ธ - Real-time Korean web data โ Naver place reviews, Melon music chart, Daangn/Bunjang marketplace listings, Naver news, Musinsa fashion rankings. 7 tools powered by Apify actors. Requires APIFY_TOKEN.
- [lfnovo/content-core](https://github.com/lfnovo/content-core) ๐ ๐ - Extract content from URLs, documents, videos, and audio files using intelligent auto-engine selection. Supports web pages, PDFs, Word docs, YouTube transcripts, and more with structured JSON responses.
- [tobocop2/lilbee](https://github.com/tobocop2/lilbee) [](https://glama.ai/mcp/servers/tobocop2/lilbee) ๐ ๐ ๐ ๐ช ๐ง - Runs and manages its own local models, or uses your existing Ollama or LM Studio if you prefer. Indexes your files and code, crawls the websites you point it at, and answers with citations to the source.
@@ -2725,6 +2852,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [modelcontextprotocol/server-fetch](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/fetch) ๐ ๐ โ๏ธ - Efficient web content fetching and processing for AI consumption
- [mzxrai/mcp-webresearch](https://github.com/mzxrai/mcp-webresearch) ๐ ๐ - Search Google and do deep web research on any topic
- [pranciskus/newsmcp](https://github.com/pranciskus/newsmcp) [](https://glama.ai/mcp/servers/@pranciskus/news-mcp-world-news-for-ai-agents) ๐ โ๏ธ - Real-time world news for AI agents โ events clustered from hundreds of sources, classified by topic and geography, ranked by importance. Free, no API key. `npx -y @newsmcp/server`
+- [Opedd/opedd-mcp](https://github.com/Opedd/opedd-mcp) [](https://glama.ai/mcp/servers/@Opedd/opedd-mcp) ๐ โ๏ธ - Licensed, rights-cleared content for AI agents โ discover, purchase, verify, and retrieve expert analysis with a verifiable license key per article, on-chain proof, and EU AI Act Article 53 attestation. The alternative to unlicensed scraping for RAG and AI search. `npx opedd-mcp`
- [n24q02m/wet-mcp](https://github.com/n24q02m/wet-mcp) [](https://glama.ai/mcp/servers/@n24q02m/wet-mcp) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Web search (embedded SearXNG), content extraction, and library docs indexing with hybrid search (FTS5 + semantic). Built-in Qwen3 embedding, no API keys required.
- [nickclyde/duckduckgo-mcp-server](https://github.com/nickclyde/duckduckgo-mcp-server) ๐ โ๏ธ - Web search using DuckDuckGo
- [nkapila6/mcp-local-rag](https://github.com/nkapila6/mcp-local-rag) ๐ ๐ - "primitive" RAG-like web search model context protocol (MCP) server that runs locally. No APIs needed.
@@ -2747,6 +2875,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [r-huijts/opentk-mcp](https://github.com/r-huijts/opentk-mcp) ๐ โ๏ธ - Access Dutch Parliament (Tweede Kamer) information including documents, debates, activities, and legislative cases through structured search capabilities (based on opentk project by Bert Hubert)
- [reading-plus-ai/mcp-server-deep-research](https://github.com/reading-plus-ai/mcp-server-deep-research) ๐ โ๏ธ - MCP server providing OpenAI/Perplexity-like autonomous deep research, structured query elaboration, and concise reporting.
- [reflex-search/reflex](https://github.com/reflex-search/reflex) [](https://glama.ai/mcp/servers/reflex-search/reflex) ๐ฆ ๐ ๐ ๐ช ๐ง - Local full-text code search for AI coding agents. Trigram-indexed, sub-100ms queries across large codebases, offline, 18 languages.
+- [Rererr/amenbo](https://github.com/Rererr/amenbo) [](https://glama.ai/mcp/servers/Rererr/amenbo) ๐ ๐ - Japanese-web-native web fetching optimized for low target-site impact and token efficiency. Outline-first progressive disclosure, Shift_JIS/EUC-JP mojibake handling, PDF/CSV extraction, and polite crawling (robots.txt, rate limits, honest User-Agent). Install via `npx -y amenbo`.
- [ricocf/mcp-wolframalpha](https://github.com/ricocf/mcp-wolframalpha) ๐ ๐ โ๏ธ - An MCP server lets AI assistants use the Wolfram Alpha API for real-time access to computational knowledge and data.
- [rubenayla/partle-mcp](https://github.com/rubenayla/partle-mcp) [](https://glama.ai/mcp/servers/@rubenayla/partle) ๐ โ๏ธ - Search products and stores in nearby physical stores. Find what you need locally instead of waiting for delivery. Remote MCP server (Streamable HTTP, no API key required).
- [sascharo/gxtract](https://github.com/sascharo/gxtract) ๐ โ๏ธ ๐ช ๐ง ๐ - GXtract is a MCP server designed to integrate with VS Code and other compatible editors. It provides a suite of tools for interacting with the GroundX platform, enabling you to leverage its powerful document understanding capabilities directly within your development environment.
@@ -2759,6 +2888,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [securecoders/opengraph-io-mcp](https://github.com/securecoders/opengraph-io-mcp) [](https://glama.ai/mcp/servers/@securecoders/opengraph-io-mcp) ๐ โ๏ธ - OpenGraph.io API integration for extracting OG metadata, taking screenshots, scraping web content, querying sites with AI, and generating branded images (illustrations, diagrams, social cards, icons, QR codes) with iterative refinement.
- [serkan-ozal/driflyte-mcp-server](https://github.com/serkan-ozal/driflyte-mcp-server) ๐๏ธ ๐ โ๏ธ ๐ - The Driflyte MCP Server exposes tools that allow AI assistants to query and retrieve topic-specific knowledge from recursively crawled and indexed web pages.
- [serpapi/serpapi-mcp](https://github.com/serpapi/serpapi-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - SerpApi MCP Server for Google and other search engine results. Provides multi-engine search across Google, Bing, Yahoo, DuckDuckGo, YouTube, eBay, and more with real-time weather data, stock market information, and flexible JSON response modes.
+- [serpdive/serpdive-mcp](https://github.com/serpdive/serpdive-mcp) [](https://glama.ai/mcp/servers/serpdive/serpdive-mcp) ๐๏ธ ๐ โ๏ธ ๐ - Web search that returns extracted, answer-ready page content (url, title, date, text) instead of links. A Tavily alternative: same speed, 20.2% fewer tokens, higher answer quality (60.7% of decided duels) on a public replayable benchmark. One tool with automatic localization and an optional synthesized answer. Hosted Streamable HTTP at `https://mcp.serpdive.com`, or run `npx -y serpdive-mcp`.
- [shopsavvy/shopsavvy-mcp-server](https://github.com/shopsavvy/shopsavvy-mcp-server) ๐๏ธ ๐ โ๏ธ - Complete product and pricing data solution for AI assistants. Search for products by barcode/ASIN/URL, access detailed product metadata, access comprehensive pricing data from thousands of retailers, view and track price history, and more.
- [sifter-ai/sifter](https://github.com/sifter-ai/sifter) [](https://glama.ai/mcp/servers/sifter-ai/sifter) ๐ ๐ โ๏ธ - Structure any document, query it like a database. Open-source extraction engine that turns any document into typed, schema-defined records, queryable in natural language from Claude, ChatGPT, Gemini, or any MCP client.
- [softvoyagers/linkmeta-api](https://github.com/softvoyagers/linkmeta-api) ๐ โ๏ธ - Free URL metadata extraction API (Open Graph, Twitter Cards, favicons, JSON-LD). No API key required.
@@ -2794,9 +2924,11 @@ Tools for conducting research, surveys, interviews, and data collection.
- [zoomeye-ai/mcp_zoomeye](https://github.com/zoomeye-ai/mcp_zoomeye) ๐ โ๏ธ - Querying network asset information by ZoomEye MCP Server
- [juergenkoller-software/pdf-content-search-mcp](https://github.com/juergenkoller-software/pdf-content-search-mcp) [](https://glama.ai/mcp/servers/juergenkoller-software/pdf-content-search-mcp) ๐ ๐ - MCP bridge for [PDF Content Search](https://store.juergenkoller.software/en/apps/pdf-content-search) โ 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) [](https://glama.ai/mcp/servers/rejifald/StitchAPI) ๐ โ๏ธ - 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.
+- [MarcellM01/TinySearch](https://github.com/MarcellM01/TinySearch) [](https://glama.ai/mcp/servers/MarcellM01/TinySearch) ๐ ๐ - Self-hosted web research for MCP agents: search (SearXNG, with DuckDuckGo fallback), crawl, dense+BM25 rerank, and dedupe into a source-grounded, cited prompt. Local ONNX embeddings by default, or bring an OpenAI-compatible embedding API.
### ๐ Security
+- [moxno/privacyscrubber-mcp](https://github.com/moxno/privacyscrubber-mcp) [](https://glama.ai/mcp/servers/moxno/privacyscrubber-mcp) ๐ ๐ - Zero-trust local PII and secrets masking server for Cursor, Windsurf, and Claude Desktop. `npx pii-masking-run`
- [RoscoNL/intodns-mcp-server](https://github.com/RoscoNL/intodns-mcp-server) [](https://glama.ai/mcp/servers/RoscoNL/intodns-mcp-server) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - 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) [](https://glama.ai/mcp/servers/astafford8488/agentaegis-mcp) ๐ โ๏ธ - Security & trust layer for AI agents. Scan an MCP server or skill *before* you install it (`scan_mcp_plugin`, `scan_skill`) โ flags exfiltration, prompt-injection sinks, dangerous capabilities, install hooks and obfuscation โ 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 โ 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) [](https://glama.ai/mcp/servers/hernaninverso/eleion-scanner-mcp) ๐ โ๏ธ - 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`.
@@ -2806,6 +2938,8 @@ Tools for conducting research, surveys, interviews, and data collection.
- [honeylabshq/honeylabs-mcp](https://github.com/honeylabshq/honeylabs-mcp) [](https://glama.ai/mcp/servers/honeylabshq/honeylabs-mcp) ๐ โ๏ธ - 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) [](https://glama.ai/mcp/servers/kent-tokyo/shohei) ๐ฆ โ๏ธ ๐ ๐ ๐ช ๐ง - 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) [](https://glama.ai/mcp/servers/srinivasan-sundaresan95/orihime) ๐ ๐ ๐ ๐ช ๐ง - 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 โ without reading source files. 95% fewer tokens vs source-reading baseline. `pip install orihime`
+- [alexar76/aimarket-mcp](https://github.com/alexar76/aimarket-mcp) [](https://glama.ai/mcp/servers/alexar76/aimarket-mcp) ๐๏ธ ๐ ๐ โ๏ธ - **SSRF-hardened web gateway MCP** โ `web_fetch`, `web_search`, `metis_verify`; one audited security core for Metis, ARGUS, and the ecosystem. stdio + optional HTTP ยท Python ยท [Glama](https://glama.ai/mcp/servers/alexar76/aimarket-mcp) ยท Registry `io.github.alexar76/aimarket-mcp`.
+- [alexar76/aimarket-oracle-gateway](https://github.com/alexar76/aimarket-oracle-gateway) [](https://glama.ai/mcp/servers/alexar76/aimarket-oracle-gateway) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - **Verifiable oracle MCP server**: Platon VRF (`get_random`), Chronos VDF (`compute_vdf` / `verify_vdf`), LUMEN reputation (`get_reputation_scores`) as agent tools. Pay-per-call over AIMarket Hub; every result independently verifiable. stdio ยท Python ยท [Glama](https://glama.ai/mcp/servers/alexar76/aimarket-oracle-gateway).
- [alexfleetcommander/agent-trust-stack-mcp](https://github.com/alexfleetcommander/agent-trust-stack-mcp) [](https://glama.ai/mcp/servers/alexfleetcommander/agent-trust-stack-mcp) ๐ ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Cryptographic provenance, bilateral blind reputation scoring, and tamper-evident logging for AI agent interactions. 7 interlocking trust protocols (CoC, ARP, ASA, AJP, ALP, AMP, CWEP) available in Python (pip) and TypeScript (npm). 663 tests. Bitcoin-anchored provenance chains, anti-Goodhart reputation scoring, machine-readable contracts, dispute resolution, lifecycle management, trust-weighted matchmaking, and context-window cost allocation. Also on [Smithery](https://smithery.ai/server/@alexfleetcommander/agent-trust-stack-mcp) and [PyPI](https://pypi.org/project/agent-trust-stack-mcp/).
- [teodorofodocrispin-cmyk/trustboost-pii-sanitizer](https://github.com/teodorofodocrispin-cmyk/trustboost-api) [](https://glama.ai/mcp/servers/teodorofodocrispin-cmyk/trustboost-api) ๐ โ๏ธ - PII sanitization layer for autonomous AI agent pipelines. Detects and redacts emails, phone numbers, national IDs, private keys, and financial data before text reaches LLMs. Supports EN, ES (LATAM), PT (BR/PT), DE, JA. Solana-native payments via Helius oracle.
- [123Ergo/unphurl-mcp](https://github.com/123Ergo/unphurl-mcp) [](https://glama.ai/mcp/servers/123Ergo/unphurl-mcp) ๐ โ๏ธ - URL intelligence for AI agents. 13 tools for security signals and data quality: redirect behaviour, brand impersonation detection, domain age, SSL validation, parked detection, URL structural analysis, DNS enrichment.
@@ -2815,6 +2949,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [Acacian/aegis](https://github.com/Acacian/aegis) [](https://glama.ai/mcp/servers/Acacian/aegis) ๐ ๐ ๐ ๐ช ๐ง - 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) [](https://glama.ai/mcp/servers/ajipurn/fida) ๐ฆ ๐ - 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) ๐ฆ ๐ ย - 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.
+- [aeoess/agent-passport-mcp](https://github.com/aeoess/agent-passport-mcp) [](https://glama.ai/mcp/servers/aeoess/agent-passport-mcp) ๐๏ธ ๐ โ๏ธ ๐ - Agent identity, scoped delegation, and governance: issue passports, build and verify narrowing-only delegation chains, enforce policy at a gateway, and emit signed admission and outcome records. 150 tools. `npx -y agent-passport-system-mcp`
- [beeswaxpat/chronoverify-mcp](https://github.com/beeswaxpat/chronoverify-mcp) [](https://glama.ai/mcp/servers/beeswaxpat/chronoverify-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - 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) [](https://glama.ai/mcp/servers/KOVY/agentforge-trust-mcp) ๐ โ๏ธ - 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) [](https://glama.ai/mcp/servers/agentgraph-co/agentgraph) ๐ โ๏ธ ๐ ๐ช ๐ง - 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.
@@ -2838,6 +2973,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [ark-forge/arkforge-mcp](https://github.com/ark-forge/arkforge-mcp) [](https://glama.ai/mcp/servers/ze6ad36390) ๐ โ๏ธ ๐ ๐ช ๐ง - Third-party certifying proxy โ 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) ๐ ๐ช ๐ MCP server for analyzing ROADrecon gather results from Azure tenant enumeration
- [behrensd/mcp-firewall](https://github.com/behrensd/mcp-firewall) ๐ ๐ ๐ ๐ช ๐ง - Deterministic security proxy (iptables for MCP) that intercepts tool calls, enforces YAML policies, scans for secret leakage, and logs everything. No AI, no cloud.
+- [bluetieroperations-create/blackwall-mcp](https://github.com/bluetieroperations-create/blackwall-mcp) [](https://glama.ai/mcp/servers/bluetieroperations-create/blackwall-mcp) ๐ โ๏ธ - Pre-action risk gate for AI agents. One `forecast` tool the agent calls before any irreversible action (send money, run SQL, delete data); returns a risk score (0โ100), reversibility class, named red flags from 28 failure modes, and a gate: proceed / confirm / human-required.
- [Perufitlife/web-exposure-mcp](https://github.com/Perufitlife/web-exposure-mcp) [](https://glama.ai/mcp/servers/Perufitlife/web-exposure-mcp) ๐ ๐ ๐ ๐ช ๐ง - Points an AI agent at a live URL and confirms publicly-served secret files by fetching the bytes โ 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) [](https://glama.ai/mcp/servers/Bichev/agentradar-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - 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) ยท npm [`@agentradar/mcp`](https://www.npmjs.com/package/@agentradar/mcp).
- [Buggy1111/anonymize-mcp](https://github.com/Buggy1111/anonymize-mcp) [](https://glama.ai/mcp/servers/Buggy1111/anonymize-mcp) ๐ ๐ ๐ ๐ช ๐ง - Anonymize PII and redact text for GDPR across Czech and 35+ languages. Real NLP via รFAL/LINDAT (MasKIT + NameTag NER, not just regex), 80+ PII patterns, plus morphology, translation, and spellcheck. Czech-first, non-commercial. Install: `pip install anonymize-mcp`.
@@ -2851,6 +2987,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [bx33661/Wireshark-MCP](https://github.com/bx33661/Wireshark-MCP) [](https://glama.ai/mcp/servers/bx33661/Wireshark-MCP) ๐ ๐ - Wireshark network packet analysis MCP Server with capture, protocol stats, field extraction, and security analysis capabilities.
- [Chimera-Protocol/csl-core](https://github.com/Chimera-Protocol/csl-core) ๐ ๐ ๐ ๐ช ๐ง - Deterministic AI safety policy engine with Z3 formal verification. Write, verify, and enforce machine-verifiable constraints for AI agents via MCP.
- [co-browser/attestable-mcp-server](https://github.com/co-browser/attestable-mcp-server) ๐ ๐ โ๏ธ ๐ง - An MCP server running inside a trusted execution environment (TEE) via Gramine, showcasing remote attestation using [RA-TLS](https://gramine.readthedocs.io/en/stable/attestation.html). This allows an MCP client to verify the server before conencting.
+- [corewebvitals/state-of-cwv-mcp](https://github.com/corewebvitals/state-of-cwv-mcp) [](https://glama.ai/mcp/servers/corewebvitals/state-of-cwv-mcp) โ๏ธ - Free remote MCP for Core Web Vitals metrics by CMS, CDN, and framework (Chrome field data + multi-site crawl). No auth. Endpoint: `https://www.corewebvitals.io/api/state-of-cwv/mcp`.
- [coreyhines/opnsense-mcp](https://github.com/coreyhines/opnsense-mcp) [](https://glama.ai/mcp/servers/coreyhines/opnsense-mcp) ๐ ๐ โ๏ธ ๐ - OPNsense firewall operations via API. Query ARP, DHCP, firewall rules, logs, interfaces, system status, and packet capture via STDIO or SSE.
- [creatorrmode-lead/avp-sdk](https://github.com/creatorrmode-lead/avp-sdk) [](https://glama.ai/mcp/servers/creatorrmode-lead/avp-sdk) ๐ โ๏ธ - Trust, identity (W3C DID), and EigenTrust reputation for AI agents. Attestations, disputes, sybil detection, IPFS audit anchoring.
- [gebalamariusz/cloud-audit](https://github.com/gebalamariusz/cloud-audit) [](https://glama.ai/mcp/servers/gebalamariusz/cloud-audit) ๐ ๐ ๐ ๐ช ๐ง - Open-source AWS security scanner with attack chain detection, breach cost estimation, and copy-paste remediation (CLI + Terraform). 47 checks, 16 attack chain rules. First free standalone AWS security MCP server.
@@ -2863,6 +3000,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [Erodenn/fetch-guard](https://github.com/Erodenn/fetch-guard) [](https://glama.ai/mcp/servers/@Erodenn/fetch-guard) ๐ ๐ ๐ ๐ช ๐ง - URL fetcher and HTML-to-markdown converter with three-layer prompt injection defense: pre-extraction sanitization of hidden/off-screen elements and non-printing Unicode, 15-pattern risk scanning (HIGH/MEDIUM/OK), and per-request session-salt content boundary wrapping.
- [firstorderai/authenticator_mcp](https://github.com/firstorderai/authenticator_mcp) ๐ ๐ ๐ ๐ช ๐ง โ A secure MCP (Model Context Protocol) server that enables AI agents to interact with the Authenticator App.
- [forest6511/secretctl](https://github.com/forest6511/secretctl) ๐๏ธ ๐ ๐ ๐ช ๐ง - AI-safe secrets manager with MCP integration. Run commands with credentials injected as environment variables - AI agents never see plaintext secrets. Features output sanitization, AES-256-GCM encryption, and Argon2id key derivation.
+- [forgemeshlabs/x402-notary-mcp](https://github.com/forgemeshlabs/x402-notary-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/x402-notary-mcp) ๐ โ๏ธ - Cryptographic receipts for AI outputs: notarize any model inference with a signed Ed25519 attestation, sha256 content hash, and Merkle chain-anchor on Base or Solana. $0.001 per call via x402 USDC micropayments; verification is free and needs no wallet. Notarizes the hash, never your prompts. `npx -y @forgemeshlabs/x402-notary-mcp`
- [fosdickio/binary_ninja_mcp](https://github.com/fosdickio/binary_ninja_mcp) ๐ ๐ ๐ ๐ช ๐ง - A Binary Ninja plugin, MCP server, and bridge that seamlessly integrates [Binary Ninja](https://binary.ninja) with your favorite MCP client. It enables you to automate the process of performing binary analysis and reverse engineering.
- [fr0gger/MCP_Security](https://github.com/fr0gger/MCP_Security) ๐ โ๏ธ - MCP server for querying the ORKL API. This server provides tools for fetching threat reports, analyzing threat actors, and retrieving intelligence sources.
- [Gaffx/volatility-mcp](https://github.com/Gaffx/volatility-mcp) - MCP server for Volatility 3.x, allowing you to perform memory forensics analysis with AI assistant. Experience memory forensics without barriers as plugins like pslist and netscan become accessible through clean REST APIs and LLMs.
@@ -2974,13 +3112,14 @@ Tools for conducting research, surveys, interviews, and data collection.
- [BeBraveBeKind/mcpskills-server](https://github.com/BeBraveBeKind/mcpskills-server) [](https://glama.ai/mcp/servers/BeBraveBeKind/mcpskills-server) ๐ ๐ ๐ ๐ช ๐ง - 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) [](https://glama.ai/mcp/servers/gautam-u/sieve-mcp) ๐ ๐ - 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) [](https://glama.ai/mcp/servers/yessGlory17/job-verify) ๐ โ๏ธ ๐ ๐ช ๐ง - 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 โ free OSINT, no API keys.
+- [shieldly-io/mcp](https://github.com/shieldly-io/mcp) [](https://glama.ai/mcp/servers/shieldly-io/mcp) ๐๏ธ ๐ โ๏ธ - Official [Shieldly](https://www.shieldly.io) MCP server: `analyze_iam_policy` and `analyze_cloudformation_template` tools flag AWS IAM privilege-escalation paths, wildcards, and over-permissive access. Free demo mode, no signup or API key needed. `npx -y @shieldly/mcp`.
- [OksigeniaSL/checker-mcp](https://github.com/OksigeniaSL/checker-mcp) [](https://glama.ai/mcp/servers/OksigeniaSL/checker-mcp) ๐ ๐ - Domain security & privacy checker: 17 live checks (SPF, DMARC, DKIM, DNSSEC, TLS, CAA, security headers) scored 0-100 with remediation. Local-first, zero telemetry. In the official MCP Registry as `com.oksigenia/checker-mcp`; npm `@oksigenia/checker-mcp`.
-
### ๐ Social Media
Integration with social media platforms to allow posting, analytics, and interaction management. Enables AI-driven automation for social presence.
- [06ketan/substack-ops](https://github.com/06ketan/substack-ops) [](https://glama.ai/mcp/servers/06ketan/substack-ops) ๐ ๐ - Substack with **zero AI API keys**. 26 tools (posts, notes, comments, replies, reactions, restacks). Host LLM drafts via `propose_reply` โ `confirm_reply` tokens. SQLite dedup, JSONL audit, dry-run default. Install: `uvx substack-ops mcp install cursor`.
+- [AstaBlackClove/posthive](https://github.com/AstaBlackClove/posthive) [](https://glama.ai/mcp/servers/AstaBlackClove/posthive) ๐ ๐ - Schedule and manage social media posts across 13 platforms (Bluesky, Threads, Instagram, LinkedIn, Mastodon, YouTube, Facebook, Pinterest, Telegram, Nostr, X/Twitter, Discord, Tumblr). OAuth 2.0 + PKCE, 10 tools, draft-first workflow.
- [abhineet34/linkedin-mcp-server](https://github.com/abhineet34/linkedin-mcp-server) [](https://glama.ai/mcp/servers/abhineet34/linkedin-mcp-server) ๐ ๐ - Local LinkedIn MCP server for posting to LinkedIn from Claude. 9 tools โ create/edit/delete posts (text, image, article), upload images, fetch profile, look up company pages, and check follower counts. Uses the official LinkedIn REST API with OAuth 2.0 (`w_member_social`, OIDC).
- [anwerj/youtube-uploader-mcp](https://github.com/anwerj/youtube-uploader-mcp) ๐๏ธ โ๏ธ - AIโpowered YouTube uploaderโno CLI, no YouTube Studio. Uploade videos directly from MCP clients with all AI capabilities.
- [arjun1194/insta-mcp](https://github.com/arjun1194/insta-mcp) ๐ ๐ - Instagram MCP server for analytics and insights. Get account overviews, posts, followers, following lists, post insights, and search for users, hashtags, or places.
@@ -3019,6 +3158,7 @@ Integration with social media platforms to allow posting, analytics, and interac
- [bulatko/vk-mcp-server](https://github.com/bulatko/vk-mcp-server) [](https://glama.ai/mcp/servers/bulatko/vk-mcp-server) ๐ โ๏ธ - 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) [](https://glama.ai/mcp/servers/solnk-dev/solnk-mcp) ๐๏ธ ๐ โ๏ธ - Official Solnk MCP server โ 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.
- [timkulbaev/mcp-linkedin](https://github.com/timkulbaev/mcp-linkedin) [](https://glama.ai/mcp/servers/timkulbaev/mcp-linkedin) ๐ โ๏ธ - LinkedIn publishing, commenting, and reacting via Unipile API. Dry-run by default, SKILL.md included, CLI-first design for AI automation workflows.
+- [veezeehq/veezee-mcp](https://github.com/veezeehq/veezee-mcp) [](https://glama.ai/mcp/servers/veezeehq/veezee-mcp) ๐๏ธ โ๏ธ - Real-time LinkedIn, X (Twitter) and Reddit data: profiles, companies, posts, search, sentiment. Hosted at mcp.veezee.io with OAuth or self-serve keys.
- [Vovala14/vynly-mcp](https://github.com/Vovala14/vynly-mcp) [](https://glama.ai/mcp/servers/Vovala14/vynly-mcp) ๐ โ๏ธ - Post AI-generated images to [Vynly](https://vynly.co), an AI-only social feed built for agents. Four tools โ `vynly_post_image`, `vynly_post_spark`, `vynly_read_feed`, `vynly_search`. Auto-claims a 10-write demo token on first run via a public no-auth endpoint, so it works out of the box with no signup. Provenance-aware (C2PA / SynthID / XMP).
- [Xquik-dev/x-twitter-scraper](https://github.com/Xquik-dev/x-twitter-scraper) [](https://glama.ai/mcp/servers/Xquik-dev/x-twitter-scraper) ๐ โ๏ธ - Remote X (Twitter) MCP server with 121 endpoints via 2 tools. Post tweets, reply, like, retweet, follow, DM, search, extract data, run giveaways, and monitor accounts. StreamableHTTP at xquik.com/mcp with API key auth.
@@ -3026,6 +3166,7 @@ Integration with social media platforms to allow posting, analytics, and interac
Astrology, tarot, numerology, Vedic systems, Human Design and other divinatory or esoteric tools โ for AI agents that compute charts, draw cards, run dasha cycles, or generate horoscopes.
+- [adityarya24/astro-skill](https://github.com/adityarya24/astro-skill) [](https://glama.ai/mcp/servers/adityarya24/astro-skill) ๐ ๐ ๐ ๐ช ๐ง - Open-source Vedic astrology engine and stdio MCP server โ deterministic kundali, Vimshottari dasha (maha/antar/pratyantar), panchang, gochar + Sade Sati, ashtakavarga, guna milan, divisional charts, and 12-page Hindi janma patrika PDFs. Bundled Swiss Ephemeris, SQLite client storage, no API key.
- [astroway/astroway-mcp](https://github.com/astroway/astroway-mcp) [](https://glama.ai/mcp/servers/astroway/astroway-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Comprehensive astrology MCP exposing every endpoint of the AstroWay Calculation API โ 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) [](https://glama.ai/mcp/servers/davidmosiah/astral-mcp) ๐ ๐ ๐ ๐ช ๐ง - 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) [](https://glama.ai/mcp/servers/openfate-ai/bazi-mcp) ๐ ๐ ๐ ๐ช ๐ง - 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`.
@@ -3037,6 +3178,7 @@ Tools for accessing sports-related data, results, and statistics.
- [anup-shesh/garmin-local-mcp](https://github.com/anup-shesh/garmin-local-mcp) [](https://glama.ai/mcp/servers/anup-shesh/garmin-local-mcp) ๐ ๐ ๐ ๐ช ๐ง - 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) [](https://glama.ai/mcp/servers/arturogarrido/claudinho) ๐ ๐ ๐ ๐ช ๐ง - 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) [](https://glama.ai/mcp/servers/Backspace-me/sportscore-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Live scores, standings, top scorers, player stats, and knockout brackets for football, basketball, cricket, and tennis. Free public API, no key required.
+- [chessceo/chessceo-mcp](https://github.com/chessceo/chessceo-mcp) [](https://glama.ai/mcp/servers/chessceo/chessceo-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Chess data via [chess.ceo](https://chess.ceo) โ 11.7M+ games and ~1.5M FIDE player profiles. 8 tools: player search, per-player opening preparation (opening tree with frequency + win rate), position statistics from the full game database, head-to-head records, and live tournament broadcasts. No API key. Remote server at `https://mcp.chess.ceo/mcp` or local via `npx -y @chessceo/mcp`.
- [cloudbet/sports-mcp-server](https://github.com/cloudbet/sports-mcp-server) ๐๏ธ โ๏ธ โ 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.
- [DanielTomaro13/sportsdata-mcp](https://github.com/DanielTomaro13/sportsdata-mcp) [](https://glama.ai/mcp/servers/DanielTomaro13/sportsdata-mcp) ๐ ๐ ๐ ๐ช ๐ง - Live sports data and cross-book betting odds as ~500 tools across 28 providers โ 10+ bookmakers (Sportsbet, TAB, Betfair, Pinnacle, FanDuelโฆ), official league feeds (NBA, MLB, EPL, AFL, NRL, F1 telemetry), racing, and Kalshi/Polymarket prediction markets. Zero-config setup, no API keys for most providers. MIT.
- [dohyung1/x402-fpl-api](https://github.com/dohyung1/x402-fpl-api) [](https://glama.ai/mcp/servers/dohyung1/x402-fpl-api) ๐ ๐ - Personalized Fantasy Premier League intelligence โ scored captain picks, transfer suggestions, differentials, fixture outlook, price predictions, live points, and a full manager hub that auto-detects your bank balance, free transfers, and chips.
@@ -3049,13 +3191,17 @@ Tools for accessing sports-related data, results, and statistics.
- [khaoss85/arvo-mcp](https://github.com/khaoss85/arvo-mcp) ๐ โ๏ธ - 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) ๐ ๐ - 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) [](https://glama.ai/mcp/servers/lacausecrypto/mcp-sports-hub) ๐ ๐ ๐ ๐ช ๐ง - 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`
+- [lumifyai/lumify](https://github.com/lumifyai/lumify) [](https://glama.ai/mcp/servers/lumifyai/lumify) ๐ โ๏ธ - Agent-ready sports intelligence: schedules, live scores, odds, betting splits, and explainable bet confidence via hosted MCP (`https://lumify.ai/mcp`) or `npx -y @lumifyai/mcp`. Free instant key, no signup.
- [mikechao/balldontlie-mcp](https://github.com/mikechao/balldontlie-mcp) ๐ - 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) ๐ โ๏ธ - MCP server for XERT cycling analytics โ 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) [](https://glama.ai/mcp/servers/NasserAlbusaidi/macrofactor-mcp) ๐ ๐ ๐ ๐ง - 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/bosch-flow-mcp](https://github.com/partymola/bosch-flow-mcp) [](https://glama.ai/mcp/servers/partymola/bosch-flow-mcp) ๐ โ๏ธ ๐ - MCP server for Bosch eBike Flow (Smart System / BES3). Read-only, signs in with your own Bosch account via PKCE. Battery health and charge-cycle trends, components and firmware, live state-of-charge, and per-ride activity data (distance, elevation, power, assist-mode, CO2). Local SQLite cache with auto-sync.
- [partymola/fitbit-mcp](https://github.com/partymola/fitbit-mcp) [](https://glama.ai/mcp/servers/partymola/fitbit-mcp) ๐ โ๏ธ ๐ - 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.
+- [partymola/withings-mcp](https://github.com/partymola/withings-mcp) [](https://glama.ai/mcp/servers/partymola/withings-mcp) ๐ โ๏ธ ๐ - MCP server for the Withings Health API: OAuth, local SQLite cache, and trend analysis for body composition, sleep, activity, workouts, and ECG.
- [proplineapi/propline-mcp](https://github.com/proplineapi/propline-mcp) [](https://glama.ai/mcp/servers/proplineapi/propline-mcp) ๐ โ๏ธ - 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) ๐ โ๏ธ - Access cycling race data, results, and statistics through natural language. Features include retrieving start lists, race results, and rider information from firstcycling.com.
- [r-huijts/strava-mcp](https://github.com/r-huijts/strava-mcp) ๐ โ๏ธ - A Model Context Protocol (MCP) server that connects to Strava API, providing tools to access Strava data through LLMs
+- [rajanshxrma/cadence](https://github.com/rajanshxrma/cadence) [](https://glama.ai/mcp/servers/rajanshxrma/cadence) ๐ ๐ ๐ - Local-first health context from WHOOP and Apple Health โ sleep, recovery, workouts, and personal baselines in a local SQLite store.
- [rajdeepmondaldotcom/whoop-mcp-server](https://github.com/rajdeepmondaldotcom/whoop-mcp-server) [](https://glama.ai/mcp/servers/rajdeepmondaldotcom/whoop-mcp-server) ๐ ๐ ๐ ๐ช ๐ง - WHOOP recovery, sleep, strain, and workouts with server-side analysis: trends, lag-aware correlations, training load, and full-history export. Demo mode needs no WHOOP account; one-command setup for Claude, Cursor, and VS Code.
- [RobSpectre/mvf1](https://github.com/RobSpectre/mvf1) ๐ โ๏ธ - MCP server that controls [MultiViewer](https://multiviewer.app), an app for watching motorsports like Formula 1, World Endurance Championship, IndyCar and others.
- [XWeaponX7/rundida-mcp](https://github.com/XWeaponX7/rundida-mcp) [](https://glama.ai/mcp/servers/XWeaponX7/rundida-mcp) ๐ โ๏ธ - 86 running calculators, 29 marathon events, pace/time/distance calculations, race time predictions (Riegel formula), and heart rate training zones (Karvonen method) for AI agents. No API key required.
@@ -3088,6 +3234,7 @@ Translation tools and services to enable AI assistants to translate content betw
### ๐๏ธ Speech-to-Text
- [eviscerations/whisper-windows-mcp](https://github.com/eviscerations/whisper-windows-mcp) [](https://glama.ai/mcp/servers/eviscerations/whisper-windows-mcp) ๐ ๐ ๐ช - Windows-native local audio and video transcription using whisper.cpp with Vulkan GPU acceleration. No cloud APIs, no Python. Batch processing, multilingual support, model management, and background job handling built in.
+- [ankurmans/pepys-mcp](https://github.com/ankurmans/pepys-mcp) [](https://glama.ai/mcp/servers/ankurmans/pepys-mcp) ๐ โ๏ธ ๐ - Pay-once transcription for audio, video, and whole podcast feeds via [Pepys](https://pepys.co). Transcribe a file or a pasted YouTube/podcast link, get speaker diarization, export SRT/VTT, search a transcript, and check credit balance. Hosted connector (OAuth, no API key) or `npx pepys-mcp`. 99+ languages.
- [spokenmd/spoken](https://github.com/spokenmd/spoken) [](https://glama.ai/mcp/servers/spokenmd/spoken) ๐ โ๏ธ - Fetch published podcast transcripts as clean Markdown with real speaker names (not "Speaker 1") via the [Spoken](https://spoken.md) API. Search episodes, get transcripts, check credit balance.
### ๐ง Text-to-Speech
@@ -3107,10 +3254,13 @@ Tools for converting text-to-speech and vice-versa
Access to travel and transportation information. Enables querying schedules, routes, and real-time travel data.
+- [SEKeener/airtreks-mcp](https://github.com/SEKeener/airtreks-mcp) [](https://glama.ai/mcp/servers/SEKeener/airtreks-mcp) ๐ โ๏ธ - Complex multi-city flight routing intelligence. 7 tools: plan round-the-world trips across 60+ carriers, validate Star Alliance and oneworld alliance routings, get segment-by-segment carrier recommendations, identify surface sector savings, and hand off to human consultants. No API key needed (100 req/day free). Remote endpoint: https://mcp.airtreks.com/mcp
- [alcylu/nightlife-mcp](https://github.com/alcylu/nightlife-mcp) [](https://glama.ai/mcp/servers/alcylu/nightlife-mcp) ๐ โ๏ธ - MCP server for Tokyo nightlife event discovery, venue search, performer info, AI recommendations, and VIP table booking.
+- [amirdaraee/luxembourg-mcp](https://github.com/amirdaraee/luxembourg-mcp) [](https://glama.ai/mcp/servers/amirdaraee/luxembourg-mcp) ๐๏ธ ๐ โ๏ธ ๐ - Keyless access to official Luxembourg public data: laws, statistics, live parking and traffic, weather alerts, environment, parliament, geodata, GTFS stops, and the national open-data catalogue. 21 read-only tools, zero dependencies; hosted endpoint at mcp.luxembourg-mcp.com or local Python server. No API keys.
- [Autonomad1/autonomad-travel](https://github.com/Autonomad1/autonomad-travel) [](https://glama.ai/mcp/servers/Autonomad1/autonomad-travel) ๐ โ๏ธ - AI travel agent over MCP โ live flights, hotels, activities, and events worldwide, then completes the booking on autonomad.ai (free signup at checkout, first month of Premium included).
- [campertunity/mcp-server](https://github.com/campertunity/mcp-server) ๐๏ธ ๐ ๐ - Search campgrounds around the world on campertunity, check availability, and provide booking links
- [cobanov/teslamate-mcp](https://github.com/cobanov/teslamate-mcp) ๐ ๐ - A Model Context Protocol (MCP) server that provides access to your TeslaMate database, allowing AI assistants to query Tesla vehicle data and analytics.
+- [Flightmussy/sunshine-atlas-mcp](https://github.com/Flightmussy/sunshine-atlas-mcp) [](https://glama.ai/mcp/servers/Flightmussy/sunshine-atlas-mcp) ๐ โ๏ธ - Where is it sunny? Monthly 0โ100 Sunshine Scores, day/night temperatures, rainfall and sea temperature for 3,833 destinations that all have their own airport โ ranked sunny-in-a-month searches, best-time-to-visit lookups and side-by-side comparisons from long-term climate normals. Hosted at https://sunshineatlas.com/api/mcp, no key required. Data CC BY 4.0.
- [forgemeshlabs/travel-agent-mcp](https://github.com/forgemeshlabs/travel-agent-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/travel-agent-mcp) ๐ โ๏ธ - 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) [](https://glama.ai/mcp/servers/forgemeshlabs/travel-mcp) ๐ โ๏ธ - 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) [](https://glama.ai/mcp/servers/HemmaBo-se/hemmabo-mcp-server) ๐ โ๏ธ ๐๏ธ - Host-owned, agent-native direct booking for vacation rentals: agents discover a host's own domain, verify a host-domain signed (VRP ยท Ed25519/JWKS) stay offer, read live availability and pricing, and book directly at 0% commission. Live endpoint: https://www.hemmabo.com/mcp
@@ -3174,6 +3324,7 @@ Interact with Git repositories and version control platforms. Enables repository
### ๐ข Workplace & Productivity
+- [alex13slem/openproject-codex-plugin](https://github.com/alex13slem/openproject-codex-plugin) [](https://glama.ai/mcp/servers/alex13slem/openproject-codex-plugin) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Write-capable MCP server for OpenProject API v3 with Community Edition support. Search, create, update, assign, prioritize, and comment on work packages. Published as `io.github.alex13slem/openproject` in the official MCP Registry and installable with `npx -y openproject-codex-plugin`.
- [wisflux/docmost-local-mcp](https://github.com/wisflux/docmost-local-mcp) [](https://glama.ai/mcp/servers/wisflux/docmost-local-mcp) ๐ฆ ๐ ๐ ๐ช ๐ง - MCP server for self-hosted [Docmost](https://docmost.com/) (an open-source Notion/Confluence alternative). Read and write spaces, pages, comments, and members from Claude, Cursor, or VS Code. Works on the free Community Edition. `npx -y @wisflux/docmost-local-mcp`
- [temporal-cortex/mcp](https://github.com/temporal-cortex/mcp) [](https://glama.ai/mcp/servers/@billylui/cortex-mcp) ๐ฆ โ๏ธ ๐ - AI-native calendar middleware for scheduling, availability, and conflict-free booking across Google Calendar, Outlook, and CalDAV. 15 tools across 5 layers: temporal context, calendar operations, multi-calendar availability, open scheduling, and Two-Phase Commit booking. Deterministic datetime resolution and RRULE expansion powered by Truth Engine.
- [Agentled/mcp-server](https://github.com/Agentled/mcp-server) [](https://glama.ai/mcp/servers/Agentled/mcp-server) ๐ โ๏ธ - AI-native workflow orchestration with long-term memory, 100+ integrations, and unified credits. 32 MCP tools for building and running intelligent business workflows โ lead enrichment, content publishing, company research, media production, and more. Knowledge Graph that learns across executions.
@@ -3201,8 +3352,10 @@ Interact with Git repositories and version control platforms. Enables repository
- [davegomez/fizzy-mcp](https://github.com/davegomez/fizzy-mcp) [](https://glama.ai/mcp/servers/@davegomez/fizzy-mcp) ๐ โ๏ธ - 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) [](https://glama.ai/mcp/servers/delega-dev/delega-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - 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) ๐ ๐ - 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.
+- [drzamarian/n8n-mcp-community](https://github.com/drzamarian/n8n-mcp-community) [](https://glama.ai/mcp/servers/drzamarian/n8n-mcp-community) ๐ ๐ - Security-focused MCP server for self-hosted n8n Community Edition: 44 bounded tools for workflows, executions, credentials, tags, and diagnostics, read-only by default, with no external AI calls.
- [ellmos-ai/n8n-manager-mcp](https://github.com/ellmos-ai/n8n-manager-mcp) [](https://glama.ai/mcp/servers/ellmos-ai/n8n-manager-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - MCP server for managing n8n workflows through AI assistants, including workflow CRUD, synchronization, inspection, and execution support.
- [ernestocorona/kanboard-mcp](https://github.com/ErnestoCorona/kanboard-mcp) [](https://glama.ai/mcp/servers/ErnestoCorona/kanboard-mcp) ๐ ๐ ๐ ๐ช ๐ง - TypeScript MCP server for [Kanboard](https://kanboard.org) with multi-project routing via `.kanboard.yaml`. 37 tools, 982 unit tests, Docker multi-arch on GHCR, provenance-signed npm releases via OIDC, Diรกtaxis-structured docs, MIT licensed.
+- [OurThinkTank/founders-os](https://github.com/OurThinkTank/founders-os) [](https://glama.ai/mcp/servers/OurThinkTank/founders-os) ๐ ๐ - Self-hosted business context for your AI client: CRM, check points, automation triggers, financial ledger, tasks, playbooks, news feeds, projects, and semantic memory in one MCP server. Ask one question and it reads your CRM and books together. Your data stays in your own database. MIT licensed.
- [foxintheloop/UpTier](https://github.com/foxintheloop/UpTier) ๐ ๐ ๐ช - Desktop task manager with clean To Do-style UI and 25+ MCP tools for prioritization, goal tracking, and multi-profile workflows.
- [getalai/alai-mcp-server](https://github.com/getalai/alai-mcp-server) [](https://glama.ai/mcp/servers/getalai/Alai) ๐ โ๏ธ ๐๏ธ - Generate, edit, and export high quality presentations with AI to PDF, PPTX, or a shareable link.
- [giuseppe-coco/Google-Workspace-MCP-Server](https://github.com/giuseppe-coco/Google-Workspace-MCP-Server) ๐ โ๏ธ ๐ ๐ช ๐ง - MCP server that seamlessly interacts with your Google Calendar, Gmail, Drive and so on.
@@ -3211,6 +3364,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [human-pages-ai/humanpages](https://github.com/human-pages-ai/humanpages) [](https://glama.ai/mcp/servers/human-pages-ai/humanpages) ๐ โ๏ธ ๐ ๐ช ๐ง - Access real-world people who listed themselves to be hired by agents. Search by skill, location, and equipment, send job offers, post listings, and message workers. Free tier, Pro subscription, and x402 pay-per-use.
- [sunsiyuan/human-survey](https://github.com/sunsiyuan/human-survey) [](https://glama.ai/mcp/servers/sunsiyuan/human-survey) ๐ โ๏ธ ๐ ๐ช ๐ง - Feedback collection for AI agents. Create surveys from JSON schema, collect structured responses from groups of people, and retrieve aggregated results. 4 MCP tools for long-horizon agent workflows: post-event feedback, product launches, team health checks.
- [ianaleck/harvest-mcp-server](https://github.com/ianaleck/harvest-mcp-server) [](https://glama.ai/mcp/servers/ianaleck/harvest-mcp-server) ๐ โ๏ธ ๐ - Harvest time tracking integration with 40+ tools for managing time entries, projects, clients, tasks, and generating time reports via the Harvest API v2
+- [ilia-sokolov/OfficeAgent.NET](https://github.com/ilia-sokolov/OfficeAgent.NET) [](https://glama.ai/mcp/servers/ilia-sokolov/OfficeAgent.NET) #๏ธโฃ ๐๏ธ ๐ โ๏ธ ๐ ๐ช ๐ง - Let agents edit real Microsoft Word (.docx) documents - tracked changes, tables, styles, comments, content controls, and document properties - with edits validated and previewed before saving. Built on the Open XML SDK; reads and writes documents in place through filesystem or SharePoint storage without automating Word. Runs over stdio or streamable HTTP.
- [nicolascroce/keepsake-mcp](https://github.com/nicolascroce/keepsake-mcp) ๐ โ๏ธ - Personal CRM โ manage contacts, interactions, tasks, notes, daily journal, and tags through 42 MCP tools
- [n24q02m/better-notion-mcp](https://github.com/n24q02m/better-notion-mcp) [](https://glama.ai/mcp/servers/@n24q02m/better-notion-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Markdown-first Notion MCP server with 9 composite tools and 39 actions. ~77% token reduction via tiered docs. Auto-pagination and bulk operations.
- [khaoss85/mcp-orchestro](https://github.com/khaoss85/mcp-orchestro) ๐ โ๏ธ ๐ ๐ช ๐ง - Trello for Claude Code: AI-powered task management with 60 MCP tools, visual Kanban board, and intelligent orchestration for product teams and developers.
@@ -3219,6 +3373,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [MarceauSolutions/hvac-quotes-mcp](https://github.com/MarceauSolutions/hvac-quotes-mcp) ๐ ๐ โ๏ธ - HVAC equipment RFQ management for contractors - submit quotes to distributors, track responses, and compare pricing
- [Martinqi826/dida-mcp](https://github.com/Martinqi826/dida-mcp) [](https://glama.ai/mcp/servers/Martinqi826/dida-mcp) ๐ โ๏ธ - [Dida365](https://dida365.com/) (TickTick China) MCP server for AI-powered task management. 13 tools for projects, tasks, tags, and habits with OAuth 2.0 authentication. Compatible with OpenClaw, Claude Desktop, and any MCP client.
- [MarkusPfundstein/mcp-gsuite](https://github.com/MarkusPfundstein/mcp-gsuite) ๐ โ๏ธ - Integration with gmail and Google Calendar.
+- [minhhq-a1/odoo-pulse](https://github.com/minhhq-a1/odoo-pulse) [](https://glama.ai/mcp/servers/minhhq-a1/odoo-pulse) ๐ โ๏ธ - An AI Business Analyst for Odoo ERP: one-call reports with a verdict (business_pulse, pipeline_review, receivables_health, inventory_risk, sales_snapshot, absence_overview) over the XML-RPC API.
- [mnoomnoo/resume-mcp-server](https://github.com/mnoomnoo/resume-mcp-server) [](https://glama.ai/mcp/servers/mnoomnoo/resume-mcp-server) ๐ ๐ ๐ช ๐ง - MCP server for searching and retrieving structured information from local resume and job application documents (.docx, .pdf, .md, .txt) with auto hot-reload. 21 tools for full-text search and filtering by skill, company, and education, plus structured extraction of work experience, achievements, badge skills, and side projects. `pip install resume-mcp-server`
- [moro3k/mcp-altegio](https://github.com/moro3k/mcp-altegio) ๐ โ๏ธ - MCP server for Altegio API โ appointments, clients, services, staff schedules for salon/spa/clinic management. 18 tools with Docker support.
- [io.github.opsconduit/jobber-mcp](https://github.com/opsconduit/jobber-mcp) [](https://glama.ai/mcp/servers/opsconduit/jobber-mcp) ๐ โ๏ธ ๐ - Customer-hosted, read-only MCP server for Jobber operations queries: owner action lists, overdue invoices, stale requests, estimates, jobs, and safe read-only GraphQL validation.
@@ -3241,6 +3396,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [christulino/todoist-v1-mcp-server](https://github.com/christulino/todoist-v1-mcp-server) [](https://glama.ai/mcp/servers/christulino/todoist-v1-mcp-server) ๐ ๐ - MCP server for Todoist built on the unified API v1. Stdio transport, 20 tools covering tasks, projects, sections, and labels. No daily reconnection issues.
- [tubasasakunn/context-apps-mcp](https://github.com/tubasasakunn/context-apps-mcp) ๐ ๐ ๐ ๐ช ๐ง - AI-powered productivity suite connecting Todo, Idea, Journal, and Timer apps with Claude via Model Context Protocol.
- [tuanle96/mcp-odoo](https://github.com/tuanle96/mcp-odoo) [](https://glama.ai/mcp/servers/tuanle96/mcp-odoo) ๐ ๐ ๐ ๐ช ๐ง - Production-grade MCP server for Odoo ERP (16-19) with zero Odoo-side install. 24 tools across read, write (approval-token gated), diagnose, migrate, and audit. JSON-2 transport for Odoo 19+, real Docker Compose smoke tests against Odoo 16/17/18/19, diagnostics (`diagnose_odoo_call`, `upgrade_risk_report`, `fit_gap_report`, `scan_addons_source`), and 5 reusable agent prompts.
+- [TVLSS/hirejack-mcp](https://github.com/TVLSS/hirejack-mcp) [](https://glama.ai/mcp/servers/TVLSS/hirejack-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Live tech-hiring intelligence from [HireJack](https://hirejack.com): search 130K+ live job postings collected daily from ~500 tech companies' own career sites, plus company hiring profiles and tech stacks, salary benchmarks, market pulse, and skill trends. Five tools need no account (`npx -y @hirejack/mcp`); the hosted OAuth endpoint unlocks the full 22-tool career-intelligence surface.
- [twtrubiks/odoo19-mcp-server](https://github.com/twtrubiks/odoo19-mcp-server) [](https://glama.ai/mcp/servers/twtrubiks/odoo19-mcp-server) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - MCP Server for Odoo 19 ERP using JSON-RPC API, built with FastMCP. Supports CRUD operations, model inspection, and user/company context with readonly mode and delete confirmation safety.
- [universalamateur/reclaim-mcp-server](https://github.com/universalamateur/reclaim-mcp-server) ๐ โ๏ธ - Reclaim.ai calendar integration with 40 tools for tasks, habits, focus time, scheduling links, and productivity analytics.
- [UnMarkdown/mcp-server](https://github.com/UnMarkdown/mcp-server) [](https://glama.ai/mcp/servers/@UnMarkdown/mcp-server) ๐ โ๏ธ - The document publishing layer for AI tools. Convert markdown to formatted documents for Google Docs, Word, Slack, OneNote, Email, and Plain Text with 62 templates.
@@ -3258,11 +3414,13 @@ Interact with Git repositories and version control platforms. Enables repository
- [bit2beat/bitrix24-mcp](https://github.com/bit2beat/bitrix24-mcp) [](https://glama.ai/mcp/servers/bit2beat/bitrix24-mcp) ๐ ๐ ๐ ๐ช ๐ง - MCP server that connects Claude to Bitrix24 โ 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) ๐ โ๏ธ - 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). [](https://glama.ai/mcp/servers/Tempguru-co/tempguru-mcp)
- [juergenkoller-software/inkra-mcp](https://github.com/juergenkoller-software/inkra-mcp) [](https://glama.ai/mcp/servers/juergenkoller-software/inkra-mcp) ๐ ๐ - MCP bridge for [Inkra](https://store.juergenkoller.software/en/apps/inkra) โ 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.
+- [seameet-ai/seameet-mcp](https://github.com/seameet-ai/seameet-mcp) [](https://glama.ai/mcp/servers/seameet-ai/seameet-mcp) ๐ โ๏ธ ๐ ๐ ๐ช - Connect AI agents to SeaMeet meeting recordings, transcripts, AI summaries, screenshots, action items, webhooks, and desktop recorder controls.
- [Servation/job-search-mcp](https://github.com/Servation/job-search-mcp) [](https://glama.ai/mcp/servers/Servation/job-search-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - 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) [](https://glama.ai/mcp/servers/Chronary/chronary-mcp) ๐๏ธ ๐ โ๏ธ ๐ ๐ช ๐ง - Calendar API built for AI agents โ 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`.
### ๐ ๏ธ Other Tools and Integrations
+- [atomno-mcp/mcp-rosreestr](https://github.com/atomno-mcp/mcp-rosreestr) [](https://glama.ai/mcp/servers/atomno-mcp/mcp-rosreestr) ๐ โ๏ธ - MCP-ัะตัะฒะตั ะฝะฐะด ะพัะบััััะผะธ ะดะฐะฝะฝัะผะธ ะ ะพััะตะตัััะฐ: ะฟัะพะฒะตัะบะฐ ะบะฒะฐััะธัั/ััะฐััะบะฐ, ะธััะพัะธั ัะดะตะปะพะบ (ะฟะพ ะดะพัััะฟะฝัะผ ะดะฐะฝะฝัะผ), ะบะฐะดะฐัััะพะฒะฐั ััะพะธะผะพััั
- [douglasgan/asktian](https://github.com/douglasgan/asktian-mcp) [](https://glama.ai/mcp/servers/douglasgan/asktian-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Chinese metaphysics (bazi ๅ ซๅญ, qimen ๅฅ้, 5-element, daily ๅนฒๆฏ) as decision-support tools. Ask "when should I do X" and get specific time windows instead of vague advice. 5 tools: daily reading, compat, best-time-for-action, today's energy, name analysis. `npm install -g @asktian/mcp-server`
- [2niuhe/plantuml_web](https://github.com/2niuhe/plantuml_web) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - A web-based PlantUML frontend with MCP server integration, enable plantuml image generation and plantuml syntax validation.
@@ -3313,6 +3471,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [esignaturescom/mcp-server-esignatures](https://github.com/esignaturescom/mcp-server-esignatures) ๐ โ๏ธ๏ธ - Contract and template management for drafting, reviewing, and sending binding contracts via the eSignatures API.
- [evalstate/mcp-hfspace](https://github.com/evalstate/mcp-hfspace) ๐ โ๏ธ - Use HuggingFace Spaces directly from Claude. Use Open Source Image Generation, Chat, Vision tasks and more. Supports Image, Audio and text uploads/downloads.
- [evalstate/mcp-miro](https://github.com/evalstate/mcp-miro) ๐ โ๏ธ - Access MIRO whiteboards, bulk create and read items. Requires OAUTH key for REST API.
+- [FarEastAI/feode-mcp](https://github.com/FarEastAI/feode-mcp) [](https://glama.ai/mcp/servers/FarEastAI/feode-mcp) ๐๏ธ ๐ โ๏ธ - Offshore oilfield services: query FEODE's well plug & abandonment, subsea wellhead (BV+CCS classed), continuous circulation drilling, and a NOV Grant Prideco drill-string spec reference.
- [feuerdev/keep-mcp](https://github.com/feuerdev/keep-mcp) ๐ โ๏ธ - Read, create, update and delete Google Keep notes.
- [fotoetienne/gqai](https://github.com/fotoetienne/gqai) ๐ ๐ - Define tools using regular GraphQL queries/mutations and gqai automatically generates an MCP server for you.
- [FoodXDevelopment/foodblock-mcp](https://github.com/FoodXDevelopment/foodblock) ๐ ๐ - 17 MCP tools for the food industry. Describe food in plain English and get structured, content-addressed data blocks back. Covers actors, places, ingredients, products, transforms, transfers, and observations. Works standalone with zero config via `npx foodblock-mcp`.
@@ -3326,6 +3485,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [HenryHaoson/Yuque-MCP-Server](https://github.com/HenryHaoson/Yuque-MCP-Server) - ๐ โ๏ธ A Model-Context-Protocol (MCP) server for integrating with Yuque API, allowing AI models to manage documents, interact with knowledge bases, search content, and access analytics data from the Yuque platform.
- [hiromitsusasaki/raindrop-io-mcp-server](https://github.com/hiromitsusasaki/raindrop-io-mcp-server) ๐ โ๏ธ - An integration that allows LLMs to interact with Raindrop.io bookmarks using the Model Context Protocol (MCP).
- [hmk/attio-mcp-server](https://github.com/hmk/attio-mcp-server) - ๐ โ๏ธ Allows AI clients to manage records and notes in Attio CRM
+- [hushvert/mcp](https://github.com/hushvert/mcp) [](https://glama.ai/mcp/servers/hushvert/mcp) ๐ โ๏ธ - File-conversion tools for AI agents: convert documents, images, audio, video, archives and PDFs across formats (convert_file, convert_poll, list_formats, check_usage). Runs local-doable conversions in the browser and refuses to bill for them. Backed by hushvert.com.
- [hypescale/storyblok-mcp-server](https://github.com/hypescale/storyblok-mcp-server) [](https://glama.ai/mcp/servers/martinkogut/storyblok-mcp-server) ๐ โ๏ธ - MCP server for the Storyblok headless CMS with 160 tools across 30 modules. Manage stories, components, assets, workflows, releases, and more via AI assistants.
- [imprvhub/mcp-claude-spotify](https://github.com/imprvhub/mcp-claude-spotify) ๐ โ๏ธ ๐ - An integration that allows Claude Desktop to interact with Spotify using the Model Context Protocol (MCP).
- [inkbytefo/screenmonitormcp](https://github.com/inkbytefo/screenmonitormcp) ๐ ๐ ๐ ๐ช ๐ง - Real-time screen analysis, context-aware recording, and UI monitoring MCP server. Supports AI vision, event hooks, and multimodal agent workflows.
@@ -3355,6 +3515,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [kw510/strava-mcp](https://github.com/kw510/strava-mcp) ๐ โ๏ธ - An MCP server for Strava, an app for tracking physical exercise
- [latex-mcp-server](https://github.com/Yeok-c/latex-mcp-server) - An MCP Server to compile latex, download/organize/read cited papers, run visualization scripts and add figures/tables to latex.
- [louiscklaw/hko-mcp](https://github.com/louiscklaw/hko-mcp) ๐ ๐ - MCP server with basic demonstration of getting weather from Hong Kong Observatory
+- [luotwo/easyaccesspdf-mcp](https://github.com/luotwo/easyaccesspdf-mcp) [](https://glama.ai/mcp/servers/luotwo/easyaccesspdf-mcp) โ๏ธ - PDF accessibility checks (veraPDF PDF/UA-1), auto-tagging remediation and document-to-Markdown conversion via a hosted EU service. Remote Streamable HTTP endpoint at easyaccesspdf.com, free tier available.
- [magarcia/mcp-server-giphy](https://github.com/magarcia/mcp-server-giphy) ๐ โ๏ธ - Search and retrieve GIFs from Giphy's vast library through the Giphy API.
- [MAG-Cie/mcp-microsoft-todo](https://github.com/MAG-Cie/mcp-microsoft-todo) [](https://glama.ai/mcp/servers/MAG-Cie/mcp-microsoft-todo) ๐ ๐ ๐ ๐ช ๐ง - Microsoft To Do task management via Microsoft Graph API. MSAL device code flow (no client secret needed), persisted token cache, full MCP safety annotations.
- [marcelmarais/Spotify](https://github.com/marcelmarais/spotify-mcp-server) - ๐ ๐ Control Spotify playback and manage playlists.
@@ -3424,6 +3585,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [UnitVectorY-Labs/mcp-graphql-forge](https://github.com/UnitVectorY-Labs/mcp-graphql-forge) ๐๏ธ โ๏ธ ๐ ๐ช ๐ง - A lightweight, configuration-driven MCP server that exposes curated GraphQL queries as modular tools, enabling intentional API interactions from your agents.
- [wanaku-ai/wanaku](https://github.com/wanaku-ai/wanaku) - โ๏ธ ๐ The Wanaku MCP Router is a SSE-based MCP server that provides an extensible routing engine that allows integrating your enterprise systems with AI agents.
- [megberts/mcp-websitepublisher-ai](https://github.com/megberts/mcp-websitepublisher-ai) โ๏ธ - Build and publish websites through AI conversation. 27 MCP tools for pages, assets, entities, records and integrations. Remote server with OAuth 2.1 auto-discovery, works with Claude, ChatGPT, Mistral/Le Chat and Cursor.
+- [vin-spiegel/htmldrop](https://github.com/vin-spiegel/htmldrop) [](https://glama.ai/mcp/servers/vin-spiegel/htmldrop) ๐๏ธ ๐ โ๏ธ - Publish HTML artifacts (reports, dashboards, demos) as instant shareable links with TTL expiry, social preview cards, and optional password protection. Hosted at [htmldrop.link](https://htmldrop.link) or self-hostable.
- [wishfinity/wishfinity-mcp-plusw](https://github.com/wishfinity/wishfinity-mcp-plusw) ๐ โ๏ธ ๐ - Universal wishlist for AI shopping experiences. Save any product URL from any store to a wishlist. Works with Claude, ChatGPT, LangChain, n8n, and any MCP client.
- [wong2/mcp-cli](https://github.com/wong2/mcp-cli) ๐ ๐ - CLI tool for testing MCP servers
- [ws-mcp](https://github.com/nick1udwig/ws-mcp) - Wrap MCP servers with a WebSocket (for use with [kitbitz](https://github.com/nick1udwig/kibitz))
@@ -3481,4 +3643,4 @@ Now Claude can answer questions about writing MCP servers and how they work
-
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