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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fastapi_mcp_v1github.com/amitdhongde/fastapi_mcp_v1updated this year
Fastapi_MCP_V1
Apache-2.0 -
Example web app mounting a model context protocol (MCP) server on a FastAPI server
MIT -
An example MCP server implementation built with FastAPI_mcp
MIT -
JWT Authentication di FastAPI: Implementasi Model Context Protocol
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fastapi-mcp-todogithub.com/thaisc98/fastapi-mcp-todoupdated this year
FastAPI todo API with SQLite, auto-exposed as an MCP server for AI clients like Cursor
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fastapi-multi-server-mcpgithub.com/AlwaysSany/fastapi-multi-server-mcpupdated this year
A comprehensive FastAPI application that hosts multiple MCP servers, each providing access to different public APIs and services.(Multi server MCP)
MIT ★ 3 -
A single-route FastAPI app that handles multiple AI tasks, includes optional JWT auth, integrates a minimal MCP server/client for tool calling, and ships with a basic trading backtest utility. Tested locally on macOS.
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A comprehensive FastAPI microservice for health-related operations,which is also powered by the MCP server (FastAPI to MCP)
MIT ★ 5 -
Integracion de un chatbot n8n con una API de fastapi, implemantando un servidor MCP creado con fastapi_mcp y consumido por n8n
★ 1 -
MCP speech-to-text server: FastAPI + fastapi-mcp, FFmpeg preprocessing, and policy-based routing across OpenAI and Groq via LiteLLM.
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MCP OCR server: Mistral OCR behind a FastAPI /v1/ocr endpoint (images and PDFs, with size and type checks), exposed as an MCP tool via fastapi-mcp.
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Ollama-MCPServer-pythongithub.com/naseemap47/Ollama-MCPServer-pythonupdated this year
Personal Agentic AI Assistant - build with Ollama, MCP, FastAPI frameworks.
MIT -
FastAPI-based MCP server providing banking tools via Streamable HTTP.
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A FastAPI-based financial data service that provides comprehensive stock market information through RESTful APIs and MCP.
Apache-2.0 ★ 2 -
学术科研辅助工作流：编排论文检索、摘要整理与引用生成，支持工具调用追踪和失败回退。LangGraph + MCP + FastAPI。
MIT -
Kanban Board live from Markdown files — FastMCP server + FastAPI + Ionic app. Zero-config, md-native.
MIT -
chemdraw-servergithub.com/tom832/chemdraw-serverupdated this year
This repository provides a unified FastAPI and MCP wrapper for an API that converts between ChemDraw chemical names and SMILES.
MIT ★ 5 -
A FastAPI for memory management. Built with MCP servers and alternative agentic toolkits in mind.
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Minimal personal feed reader: FastAPI backend, vanilla JS frontend
MIT -
Curated, read-only access to your geospatial data for AI assistants. MCP server built on FastAPI.
Apache-2.0 ★ 2 -
A python implementation of the Model Context Protocol (MCP) server with fastmcp, fastapi and streamablehttp.
MIT ★ 8 -
Workflow tool · Self-hosted AI task manager and PWA: natural-language capture, LLM sorting, calendar sync (FastAPI)
MIT -
案内の樹形図を辿る MCP サーバー。エージェントが回答のラベルを投げると、次に確認・案内すべきことが決定的に返る（FastAPI + MCP・読み取り専用の Web UI 付き）
MIT -
AI-powered options trading research and paper-trading agent built with Python and FastAPI.
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mcp-devgithub.com/dawiegriesel/mcp-devupdated this year
MCP server that scaffolds full-stack projects (FastAPI + React/HTMX) with Docker, CI/CD, and database config
MIT -
A quantitative macroeconomic engine implementing Ray Dalio's Changing World Order frameworks with Python, FastAPI, Streamlit, and MCP interfaces.
MIT ★ 2 -
Soundtrack Curator & Staging Studio — a self-hosted FastAPI web app for Spotify playlist curation, TMDB filmography, and MCP tools management.
pypi MIT License -
smolurlsgithub.com/sujeetgund/smolurlsupdated this year
A production-ready URL shortener with click analytics and native MCP tools, built with FastAPI, PostgreSQL, and Next.js
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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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This project was created by a study exploring the Model Context Protocol (MCP), applied in Python and FastAPI, aiming to understand its use.
MIT -
parcel-ai-mcpgithub.com/joshdels/parcel-ai-mcpupdated this year
This will be my first ai python mcp using fastapi to serve those endpoints to be consumed by maplibre
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GitPulse Analytics — High-Performance GitHub Developer & Repository Intelligence Platform built with FastAPI, DuckDB, and Next.js 15
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Open_Weather_Mapgithub.com/jaiswalraj03014/Open_Weather_Mapupdated this year
A FastAPI MCP server that provides real-time weather data and forecasts for cities worldwide using natural language queries and OpenWeatherMap API.
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A modular CMS for editing and publishing TEI corpora — Python/FastAPI + Vue 3 + eXist-db
MIT ★ 2 -
be-cleargithub.com/pat-the-geek/be-clearupdated this year
Application de pilotage des interactions ORG/ENV/ENG/EVENT — FastAPI + React 19 + PostgreSQL
★ 1 -
llamaindex_pydantic_raggithub.com/yagosamu/llamaindex_pydantic_ragupdated this year
Multi-source RAG (LlamaIndex + Pydantic) that routes questions across SQL, vector, and graph stores - exposed via FastAPI and MCP.
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RAG over docs with verified citations, hybrid BM25 + embedding retrieval, an eval harness, and an MCP server. Python, FastAPI, Gemini/Groq.
NOASSERTION -
Agentic B2B outbound platform — ICP → lead discovery (Apollo, Playwright, LLM, Neo4j) → Global Orchestrator (FastAPI, MCP) → outreach handoff.
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docker-agent-backendgithub.com/ahmed-gelemli/docker-agent-backendupdated this year
Lightweight, secure Docker agent with REST and WebSocket APIs for container management and real-time monitoring, built with FastAPI.
MIT ★ 3 -
Junction-2025github.com/alexha11/Junction-2025updated this year
End-to-end platform for optimizing HSY Blominmäki wastewater pumping using multi-agent forecasts, a FastAPI orchestration backend, a React operator dashboard, and supporting digital-twin tooling.
★ 5 -
End-to-end promotion analytics: a Streamlit frontend, a FastAPI backend, an MCP server and an LLM agent that analyze campaign effects using ML models + LLM + MCP tools.
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Encuesta Intercensal del INEGI (2015 y 2025) como API pública y servidor MCP para IAs · ETL a DuckDB, FastAPI, FastMCP, Docker
MIT -
Publicly reachable Model Context Protocol (MCP) server built with FastAPI for solving HTTP header-based exam challenges via JSON-RPC 2.0.
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A project demonstrating how to expose a simple FastAPI CRUD API as a set of tools using FastMCP, with Docker containerization. Includes connection instructions for Gemini CLI and Copilot Chat.
★ 1 -
rag-X-mcp-v1github.com/Sarthak6o1/rag-X-mcp-v1updated this year
MCP-ready RAG monorepo: FastAPI hybrid search, FastMCP tool server, admin upload portal.
Apache-2.0 -
Self-hosted Telegram toolkit: comment collector, chat indexer, full-text search, audience overlap analytics and channel finder (Telethon + FastAPI + React, Docker)
MIT ★ 2 -
Fast local MCP server for deterministic cross-service API-chain discovery across REST, GraphQL, Kafka, TypeScript, and FastAPI.
pypi MIT License -
基于大语言模型的自然语言数据库查询与分析工作台（NL2SQL + 图谱 Schema Linking + AST 安全护栏 + 业务语义层 + MCP 服务中心 + RBAC 权限管理），内置 FastAPI + React 工作台，支持 DeepSeek / GLM / OpenAI / Qwen / Gemini / Ollama
MIT ★ 11 -
Cortex-aigithub.com/CharonK652302/Cortex-aiupdated this year
Production RAG app — LangChain LCEL, LlamaIndex, Crew.ai multi-agent, FAISS, FastAPI, Docker, MLflow evaluation, GitHub Actions CI, MCP server — zero paid APIs
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Crawl, index, and hybrid-search documentation sites; served to LLM agents as an MCP server. FastAPI + DuckDB + BM25/embeddings, fully offline-testable.
MIT -
repo-aware-code-raggithub.com/ManavK003/repo-aware-code-ragupdated this year
AST-aware hybrid RAG over codebases with file:line citations — FastAPI + MCP. Public demo of a private live system.
MIT -
Multi-user MCP server for semantic search over personal document collections. Built with FastMCP, FastAPI, Qdrant, and React — features per-user isolation and measurable retrieval precision.
MIT -
A Minimal AI assistant setup with OPENAI & MCP Server (Model Context Protocol) tool support and a Gradio chat UI. Built with FastAPI, FastMCP, and Gradio.
MIT ★ 1 -
projeto-rag-geometricogithub.com/Dellos12/projeto-rag-geometricoupdated this year
"Motor de RAG fundamentado em Geometria da Informação e Variedades Estatísticas. Implementação industrial com Docker, FastAPI e MCP para alinhamento vetorial de alta precisão."
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SkyMategithub.com/arpitamisal/SkyMateupdated this year
AI-powered flight assistant using React, FastAPI, and MCP-based tool orchestration for real-time flight tracking, delay detection, and personalized travel insights.
MIT -
Give your local LLM internet search — no API keys, no rate limits. Self-hosted SearXNG + FastAPI middleware for LM Studio & Ollama.
★ 2 -
Autonomous AI agents that create and fund startups in real-time. Built with CrewAI, Gemini 2.5 Flash, FastAPI, and Model Context Protocol (MCP).
MIT ★ 1 -
data-center-healthcheckgithub.com/GagauzSergii/data-center-healthcheckupdated this year
AI-powered data center health check dashboard with FastAPI, React, Docker, and MCP-based incident triage for log analysis, Jira bug creation, and Slack notifications
MIT -
AI-powered car marketplace built with FastAPI, Gemini, MCP, and a skills-based architecture for searching, comparing, recommending, and managing car listings.
MIT -
API‑first MCP demo: FastAPI exposes REST and MCP tools over a backed todo service. Next.js as MCP Client showing per‑response tool‑call details.