MCP servers that ship as code — a repository or a package you install and run locally (usually over stdio). They have no hosted endpoint, so we cannot probe or grade them: instead each one shows its repository, install command, license, stars and when it was last updated.
Collected from GitHub repositories and npm, PyPI, Cargo, Go, Maven, NuGet and RubyGems packages tagged as MCP servers, the official MCP Registry, Docker's MCP catalog, ModelScope, Baidu MCP World, Cline and other public directories; one entry per repository. A server that also offers a hosted endpoint is listed under Remote instead. These entries are not counted in our reachability, verification or readiness statistics.
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debtstack-pythongithub.com/debtstack-ai/debtstack-pythonupdated this year
Corporate credit data for AI agents — Python SDK, LangChain tools, and MCP server
Apache-2.0 ★ 2 -
mcp-notesgithub.com/konradxmalinowski/mcp-notesupdated this year
A Python MCP server that exposes RAG-powered note management as AI agent tools — combining PostgreSQL, ChromaDB, and Google Gemini via a LangChain LCEL pipeline.
MIT -
oasyce-sdkgithub.com/Shangri-la-0428/oasyce-sdkupdated this year
Python SDK + MCP Server + LangChain Tools for Oasyce — on-chain AI agent economy. pip install oasyce-sdk[mcp]
★ 3 -
Tanod SDKs and agent-framework tools (Python, TypeScript, LangChain, Vercel AI SDK, MCP configs) for pay-per-call x402 tools. Operated by an autonomous AI agent.
npm MIT -
x402-facilitator-proxygithub.com/seob5285-alt/x402-facilitator-proxyupdated this year
"An open, multi-tenant HTTP 402 infrastructure gateway and Model Context Protocol (MCP) server daemon built for autonomous AI agents. Enables programmatic 1% platform-fee split settlements in USDC on Base L2 with plug-and-play templates for Express.js, LangChain (TS), and CrewAI (Python)."
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Agentic memory for CTI in Python — STIX knowledge graphs, threat-actor alias resolution, offline-first RAG, MCP server for Claude Code and LangChain agents
MIT ★ 67 -
Official SDKs for the AI Stupid Level Smart Router (benchmark-driven LLM router) and Data API: TypeScript, Python, Vercel AI SDK provider, MCP server, LangChain, n8n.
MIT -
Cognitive reconstruction engine for AI agents — Python SDK + CLI. Loop-Ready Contract: cursor-paged settle feed (snapshot_transitions: next_cursor, horizon_tx, truncated) + structural causal model view (snapshot_scm); KARM contract surface: CognitiveSnapshot with laws/policies/failures/uncertainty, CognitiveStateProvider/Sink traits; LawExtractor; PolicyRegistry; MDL sparsity GC; 64-tool / 7-resource MCP; WAL-persistent. LangChain, AutoGen, CrewAI, MCP
pypi Apache-2.0 -
GraphRAG, RAG, LlamaIndex, LangChain, 15 Prop Graph, 4 RDF, 10 Vector, 3 Search DBs. 14 data srcs, auto sync, Alfresco, Nuxeo, SharePoint, Box, CMIS, S3,GCS,Azure, web. KG auto-bld, Ontologies, 13 LLM providers, Docling, LlamaParse, LiteParse, Hybrid Search, AI Chat. TypeScript React, Vue, Angular, Python, REST, MCP, OpenArch, Langflow, CocoIndex.
Apache-2.0 ★ 201 -
An intelligent HR assistant that orchestrates multiple data sources using Model Context Protocol (MCP) and Retrieval-Augmented Generation (RAG) to provide accurate, context-aware responses. Built with Python, LangChain, ChromaDB, Groq, and Streamlit.
MIT ★ 1 -
Web search, page reading and browser automation for Python and AI agents. Search Brave, DuckDuckGo, Yahoo, Mojeek, Google and Bing with no API key, read pages as clean Markdown, and give both to agents as OpenAI, Anthropic, LangChain, LlamaIndex or CrewAI tools, or over MCP. Browser TLS impersonation, consensus ranking, honest block detection, caching, Selenium and Playwright.
pypi MIT -
langchain-mcp-servergithub.com/LiteObject/langchain-mcp-serverupdated this year
MCP server that provides LangChain documentation
★ 1 -
ResearchPaperMCPgithub.com/Sauravroy34/ResearchPaperMCPupdated this year
MCP for querying google search , read webpages and get papers and citations Server is hosted on Hugging face spaces using fastmcp
★ 2 -
An AI detective for your codebase. Uses LangChain and MCP to hunt down bugs in your Git history and prove exactly what broke.
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AI-powered storage management app using React, FastAPI, LangChain, and FastMCP for storage analysis, duplicate detection, and safe file cleanup.
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Python library for integrating the Alation API into agentic workflows
Apache-2.0 ★ 18 -
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sqlmindgithub.com/VeloceAI/sqlmindupdated this year
SQL intelligence layer for LLM agents — phase-locked generation, property graph schema, 10 dialects, MCP server
MIT ★ 3 -
healthifAIgithub.com/HarshZazadiya/healthifAIupdated this year
Agentic AI powered Healthcare webapp
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Python cli tool using mcp protocol and llama-8b using groq api to calculate roots of a quadratic eqn.
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pinraggithub.com/ndjordjevic/pinragupdated this year
A powerful RAG (Retrieval-Augmented Generation) system built with LangChain, designed as an MCP server for Cursor, VS Code, and other AI assistants
MIT ★ 2 -
An async multi-agent learning roadmap planner built with LangChain, LangGraph, Tavily, and a custom FastMCP course server.
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Collection of MCP servers
MIT -
This cli tool/Model Context Protocol (MCP) server chunks source code files using LangChain's RecursiveCharacterTextSplitter and stores the resulting chunks in a ChromaDB vector database, including line range metadata for each chunk.
MIT ★ 2 -
Local-first encrypted memory for AI agents
Apache-2.0 ★ 4 -
swarm-disaster-agentsgithub.com/barruadi/swarm-disaster-agentsupdated this year
An AI-powered autonomous drone swarm simulation for post-disaster search-and-rescue in Indonesia
★ 1 -
Servidor MCP para ciberseguridad en Windows. Expone herramientas defensivas como APIs HTTP listas para ser usadas por agentes IA, Claude Desktop o scripts personalizados. Fácil de integrar, extensible y listo para automatizar tu defensa digital.
MIT ★ 5 -
RCA-agentgithub.com/rohhitsingh19/RCA-agentupdated this year
An autonomous, ReAct-style conversational agent for diagnosing delivery SLA breaches (OR2A) across quick-commerce dark stores.
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The semantic cache for LLM apps and Agentic AI. Open source, Apache 2.0. sulci.io
NOASSERTION ★ 11 -
SCM_OpenSourcegithub.com/clyrai/SCM_OpenSourceupdated this year
SCM Memory: embedded lifecycle memory for AI agents, with consolidation, contradiction handling, forgetting, and wake summaries.
MIT -
stateweavegithub.com/GDWN-BLDR/stateweaveupdated this year
git for agent brains — move, debug, and secure AI agent state across 10 frameworks
Apache-2.0 ★ 8 -
Official SDKs and MCP server for VeriSwarm — trust infrastructure for AI agents
MIT ★ 2 -
Agentic web infrastructure: fetch, scrape, extract, download with MCP server, browser fingerprinting, and crawl-scrape-download pipeline
MIT ★ 2 -
A Python-based server implementation of the Model Context Protocol (MCP) designed for Retrieval-Augmented Generation (RAG) workflows. It manages the flow of context, tool invocation and model output in one unified service. Supports modular “Models” and “Modules” directories for extensible integrations, environment configuration, and easy deployment
MIT ★ 4 -
AI-powered e-commerce search agent that simultaneously scans 11+ platforms (Amazon, eBay, Walmart, etc.) for intelligent product discovery, price comparison, and deal analysis using GPT-4o
MIT ★ 2 -
eda-agentgithub.com/Kareem404/eda-agentupdated this year
An AI Agent that analyzes a csv file by answering questions, plotting graphs, and applying modifications. Can be used locally or using an MCP server.
★ 2 -
ayirugithub.com/ruth411/ayiruupdated this year
Verified, machine-readable safety verdicts for AI agents running shell commands. Append-only audit log, six verification levels, deterministic risk engine. MIT.
★ 2 -
Agentic B2B outbound platform — ICP → lead discovery (Apollo, Playwright, LLM, Neo4j) → Global Orchestrator (FastAPI, MCP) → outreach handoff.
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🤖 AI-powered, multi-cloud security & compliance co-pilot. 🏆 Submission for the HackerEarth Global MCP Hackathon (Theme 2).
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goop-shield-communitygithub.com/kobepaw/goop-shield-communityupdated this year
Runtime defense for AI agents. 24 inline defenses, 3 output scanners, MCP server, framework adapters.
Apache-2.0 ★ 2 -
Open-source, self-hosted Tavily alternative: web search, extract, crawl and map API for AI agents, with an MCP server
MIT ★ 3 -
Unofficial MCP server for Alibaba.ir travel discovery and AI agent integration (portfolio project — not affiliated with Alibaba.ir).
MIT -
Open-source Python library for 73 API connectors — Gmail, Slack, GitHub, Stripe, OpenAI, Anthropic & more. MCP server, OpenAI function calling, Anthropic tool use. 1,519 actions, 11 live-verified. Apache 2.0.
Apache-2.0 ★ 6 -
heventure-search-mcpgithub.com/HughesCuit/heventure-search-mcpupdated this year
Free, API-key-free MCP web search server — DuckDuckGo, Bing, Google + optional SerpAPI/Tavily. Works with Claude Desktop, Cursor, and any MCP client.
★ 10 -
Real-time-web-search-RAG-with-MCPgithub.com/PranithChowdary/Real-time-web-search-RAG-with-MCPstale
A conversational agent that combines static knowledge (RAG over your docs) with real-time web search using an MCP server.
MIT ★ 5 -
An intelligent research assistant that searches, analyzes, and writes academic papers using a Retrieval-Augmented Generation (RAG) pipeline. Built with LangGraph, FAISS vector database,MCP and Google Gemini.
★ 1 -
AI-powered codebase onboarding tool — point it at any repo and ask questions about the code. Uses tree-sitter parsing, RAG, and local LLMs.
MIT ★ 5 -
Research-Paper-Connection-Findergithub.com/manav-darji-aiml/Research-Paper-Connection-Finderupdated this year
Interactive AI agent system that utilizes FastMCP and graph networks to map out research paper connections and discover collaborative project ideas.
★ 1 -
The-Auto-PPT-Agentgithub.com/Arunika7/The-Auto-PPT-Agentupdated this year
AI agent that turns a single prompt into a fully designed PowerPoint - dual MCP servers handle research & design, powered by Qwen2.5-7B + Streamlit.
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A collection of Model Context Protocol (MCP) servers enabling AI assistants to securely access and interact with local files, Gmail, and web content, facilitating integration with MCP-compatible applications.
MIT ★ 1 -
MCP server that acts as a persistent context engine for AI assistants: task, epic and dependency tracking in SQLite/PostgreSQL so agents keep perfect state across tool calls and sessions
MIT -
bubbleq-agentsgithub.com/Mikol838/bubbleq-agentsupdated this year
0-UI era. Official SDKs & MCP Server for Bubbleq - the machine-to-machine intelligence layer delivering zero-noise financial knowledge graphs to autonomous agents.
MIT -
Document intelligence service: upload docs, search by meaning, get cited answers from a local LLM (RAG), exposed to AI assistants via MCP. FastAPI, Qdrant, Postgres, Ollama, sentence-transformers, LangSmith.
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An MCP-powered Python agent that answers natural language questions by querying Wikipedia content.
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analytics-mcpgithub.com/Dakshin10/analytics-mcpupdated this year
An AI-powered HRMS Analytics MCP Server for workforce intelligence, conversational SQL, and automated HR insights. Features multi-agent reasoning, secure Cloudflare D1 access, employee analytics, and Google Sheets integration.
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支持查询主流agent框架技术文档的MCP server(支持stdio和sse两种传输协议), 支持 langchain、llama-index、autogen、agno、openai-agents-sdk、mcp-doc、camel-ai 和 crew-ai
★ 153 -
An agentic AI–powered IaC scanner that evaluates cloud infrastructure against security and compliance benchmarks. It also delivers cost analysis and AWS Well-Architected recommendations, with support for custom policies, checks, and configurable exceptions.
Apache-2.0 ★ 4 -
study-Tools-mcp-servergithub.com/francis-rf/study-Tools-mcp-serverupdated this year
AI-powered study assistant built with Model Context Protocol (MCP) - Generate quizzes, flashcards, summaries, and concept explanations from your study materials. Integrates with Claude Desktop and provides a FastAPI web interface.
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Give your AI assistant a phone. An MCP server that calls businesses for you to book tables, get quotes, check availability and ask questions, then returns structured results. Built with LangGraph + Retell AI.
NOASSERTION -
A simple MCP (Model Context Protocol) server that provides weather alert information for US states, leveraging the National Weather Service (NWS) API. It also includes an example client application that demonstrates how to interact with the MCP server using the mcp_use library.