Projects in Awesome Lists tagged with fastmcp
A curated list of projects in awesome lists tagged with fastmcp .
https://github.com/jlowin/fastmcp
🚀 The fast, Pythonic way to build MCP servers and clients
fastmcp llm mcp mcp-client mcp-server model-context-protocol
Last synced: 13 May 2025
https://github.com/zinja-coder/zin-mcp-client
MCP Client which serves as bridge between mcp servers and local LLMs running on Ollama, Created for MCP Servers Developed by Me, However other MCP Servers may run as well
ai cli-app cybersecurity-tools ethical-hacking-tools fastmcp llm mcp mcp-client model-context-protocol model-context-protocol-client python rich-console vapt
Last synced: 07 Sep 2025
https://github.com/utensils/mcp-nixos
MCP-NixOS - Model Context Protocol Server for NixOS resources
ai-assistant ai-integration ai-tools anthropic claude developer-tools devops-tools fastmcp llm-tools mcp model-context-protocol nix nix-options nix-packages nix-search nixos package-search python sre-tools
Last synced: 29 Apr 2025
https://github.com/hyperb1iss/lucidity-mcp
AI-powered code quality analysis using MCP to help AI assistants review code more effectively. Analyze git changes for complexity, security issues, and more through structured prompts.
ai-tools claude code-analysis code-quality code-review cursor developer-tools fastmcp git-analysis language-agnostic mcp prompts python static-analysis vibes
Last synced: 13 Oct 2025
https://github.com/zongmin-yu/semantic-scholar-fastmcp-mcp-server
A FastMCP server implementation for the Semantic Scholar API, providing comprehensive access to academic paper data, author information, and citation networks.
agent fastmcp llm mcp semantic-scholar
Last synced: 17 Jun 2025
https://github.com/rbidou/pyrasp
PyRASP is a Runtime Application Self Protection package for Python-based Web Servers (Flask, FastAPI and Django), Serverless Functions (AWS Lambda, Azure and Google Cloud Functions) and MCP Servers (FastMCP)
application-security aws-lambda azure-functions django fastapi fastmcp flask gcp-cloud-functions mcp mcp-servers rasp runtime-security security
Last synced: 14 Dec 2025
https://github.com/UsamaK98/python-notebook-mcp
Lightweight Python Notebook MCP - Enable AI assistants to create, edit, and view Jupyter notebooks via Model Context Protocol
ai-tools claude claude-desktop cursor-ide fastmcp ipynb jupyter jupyter-notebooks mcp model-context-protocol model-context-protocol-servers notebook-editor python windsurf
Last synced: 07 Sep 2025
https://github.com/yuzongmin/semantic-scholar-fastmcp-mcp-server
A FastMCP server implementation for the Semantic Scholar API, providing comprehensive access to academic paper data, author information, and citation networks.
agent fastmcp llm mcp semantic-scholar
Last synced: 13 May 2025
https://github.com/sitbon/magg
Magg: The MCP Aggregator
aggregator ai docker docker-compose fastmcp json-rpc llm mcp mcp-sdk mcp-server mcp-servers modelcontextprotocol proxy pydantic pydantic-v2 python
Last synced: 18 Jul 2025
https://github.com/remyguercio/tailscale-mcp-echo
Identity aware MCP server example using Tailscale serve.
fastmcp mcp mcp-server python tailscale
Last synced: 10 Aug 2025
https://github.com/kfastov/telegram-mcp-server
MCP server implementation for Telegram
ai-agents fastmcp mcp mcp-server telegram telegram-client
Last synced: 17 Jun 2025
https://github.com/vibheksoni/stealth-browser-mcp
The only browser automation that bypasses anti-bot systems. AI writes network hooks, clones UIs pixel-perfect via simple chat.
ai-agent-tools ai-tools anthropic anti-bot-bypass automation-tools browser-automation chrome-devtools claude-mcp cloudflare-bypass developer-tools fastmcp mcp-server model-context-protocol network-interception nodriver python stealth-browser undetectable-browser web-automation web-scraping
Last synced: 07 Sep 2025
https://github.com/MadnessEngineering/Omnispindle
A comprehensive MCP-based todo management system, that serves as a central nervous system for Madness Interactive, a multi-project task coordination workshop.
ai claude-desktop fastmcp mcp mcp-server python todo-app todo-list todolist-application
Last synced: 17 Jun 2025
https://github.com/zayedrais/ai_agent_with_mcp
MCP server built with Google’s Agent Development(ADK) Kit featuring multiple specialised agents that collaborate through intelligent routing. The system provides RESTful API endpoints for various capabilities including web searches, data analysis, and code generation while maintaining extensibility through a modular architecture
agent agentic-ai agents ai ai-agents ai-tools airtificialintelligence fastmcp google-adk groq-api litellm llm llmagents mcp mcp-client mcp-server model-context-protocol openrouter-api python tools
Last synced: 29 Aug 2025
https://github.com/rafaljanicki/x-twitter-mcp-server
X/Twitter MCP server
fastmcp mcp twitter twitter-api vibecoding
Last synced: 17 Jun 2025
https://github.com/github30/note-mcp-server
A lightweight Python MCP (Message Communication Protocol) server implementation for note.com. Enables authentication, server-side message relay, and developer-mode integrations via MCP endpoints.
api-server authentication developer-tools fastmcp fastmcp-cloud mcp mcp-server message-broker microservices note note-com notedotcom python relay
Last synced: 14 Oct 2025
https://github.com/dhanababum/supermcp
🚀 SuperMCP - Create multiple isolated MCP servers using a single connector. Build powerful Model Context Protocol integrations for databases (PostgreSQL, MSSQL) with FastAPI backend, React dashboard, and token-based auth. Perfect for multi-tenant apps and AI assistants.
fastapi fastmcp mcp mcp-client mcp-server
Last synced: 24 Dec 2025
https://github.com/modelscope/modelscope-mcp-server
ModelScope MCP Server (in development)
agent aigc fastmcp llm mcp mcp-server modelscope
Last synced: 23 Jul 2025
https://github.com/aorumbayev/arcontextify
Algorand ARC-56 to MCP server converter
ai algokit algorand fastmcp mcp python smart-contracts
Last synced: 25 Jun 2025
https://github.com/dannysubsense/youtube-mcp-server
A comprehensive Model Context Protocol (MCP) server providing real-time YouTube Data API access for AI assistants. Features 14 functions including intelligent content evaluation with technology freshness scoring for knowledge base curation.
ai-agent ai-assistant ai-integration claude claude-desktop content-curation cursor fastmcp knowledge-base mcp model-context-protocol python video-analysis youtube youtube-api youtube-data-api
Last synced: 13 Jul 2025
https://github.com/cheolwanpark/claude-agent-toolkit
Python framework for building agents using claude-code-sdk with programmable tools
agent agentic-ai agentic-ai-development agentic-workflow agents ai ai-agents claude claude-ai claude-code claude-code-sdk fastmcp mcp python
Last synced: 06 Sep 2025
https://github.com/covertlabsaus/colab-mcp
Share context across AI coding tools - Claude, Cursor, Codex & more
ai-tools claude context-sharing cursor fastmcp mcp
Last synced: 09 Oct 2025
https://github.com/zakahan/pypreader-mcp
This is an MCP service that assists in AI programming. It can read the source code of third - party libraries and their basic description documents, etc. It is very suitable for use with AI IDEs. 这是个辅助AI编程的MCP服务,能够读取第三方库的源代码,读取第三方库的基本描述文档之类的,非常适合搭配AI IDE使用。
ai-coding cursor fastmcp mcp mcp-server trae
Last synced: 11 Aug 2025
https://github.com/jamiesonio/defectdojo-mcp
An experimental ModelContextProtocol server connecting LLMs to DefectDojo for AI-powered security workflows. Enables natural language interaction with vulnerability data, simplifies security analysis, and automates reporting through a lightweight middleware integration.
appsec defectdojo devsecops fastmcp mcp security security-automation
Last synced: 02 Apr 2025
https://github.com/hochfrequenz/transformerbee.mcp
MCP server wrapper around transformer.bee aka edifact-bo4e-converter
edifact energiewirtschaft fastmcp mcp transformer
Last synced: 24 Jun 2025
https://github.com/gooboot/mcp-bos
MCP-BOS: 模块化、可扩展的Model Context Protocol服务器框架 使用基于约定的自动模块发现机制,为Claude Desktop打造的灵活MCP服务器框架。通过简洁的模块接口和声明式配置,轻松扩展AI应用功能,无需修改核心代码。支持FastMCP标准,包含完整工具、资源和提示模板注册能力。
claude fastmcp mcp mcp-client mcp-server python3
Last synced: 24 Jun 2025
https://github.com/alwayssany/health-api
A comprehensive FastAPI microservice for health-related operations that also powered by MCP
alembic fastapi fastmcp mcp mcp-server postgresql pydantic python
Last synced: 18 Jun 2025
https://github.com/husniadil/ultrathink
MCP server for sequential thinking and complex problem-solving. Built iteratively using itself. Features confidence scoring, multi-session support, and clean DDD architecture.
developer-tools fastmcp mcp model-context-protocol problem-solving python sequential-thinking
Last synced: 02 Nov 2025
https://github.com/kimtth/mcp-remote-call-ping-pong
🏓 An experimental and educational script for Ping-pong server demonstrating remote MCP (Model Context Protocol) calls
fastapi fastmcp mcp mcp-client mcp-server model-context-protocol sse
Last synced: 23 Jul 2025
https://github.com/marios-mamalis/pythonlibrary2mcp
Quickly expose existing Python library functions as MCP server tools
automation fastmcp model-context-protocol model-context-protocol-servers python-library
Last synced: 25 Oct 2025
https://github.com/damionrashford/RivalSearchMCP
Advanced MCP server for comprehensive web research, content discovery, and trends analysis. Features multi-engine search, intelligent content extraction, website traversal, and real-time data streaming.
ai-assistant content-retrieval data-extraction fastmcp mcp-server model modelcontextprotocol research-tools search-engine trends-analysis web-research web-scraping
Last synced: 07 Sep 2025
https://github.com/pvoo/bigquery-mcp
Practical MCP server for quickly navigating BigQuery datasets and tables. Suitable for larger projects with many datasets/tables, optimized to keep LLM context small while staying fast and safe.
bigquery claude-code cursor fastmcp mcp mcp-server mcp-servers mcp-tools windsurf
Last synced: 21 Aug 2025
https://github.com/github30/qiita-mcp-server
A minimalist Python server for publishing Qiita articles via MCP API Simple, lightweight, and compliant integration between Qiita and MCP workflows
api automation chatgpt fastmcp fastmcp-cloud integration lightweight mcp mcp-server minimal publish published python qiita qiita-api qiita-apiv2 web-server
Last synced: 14 Oct 2025
https://github.com/gpsxtreme/mcp-coinglass
MCP server for coinglass platform
Last synced: 28 Aug 2025
https://github.com/messeb/py-mcp-server-explorer-notebook
🧪 Explore and test MCP servers with fastmcp and FastAgent. List tools, invoke APIs, and augment LLMs with real-time capabilities using OpenAI, Claude, and Brave Search.
ai-workbench brave-search claude fast-agent-mcp fastmcp jupyter-notebook llm-agents mcp openai python tool-calling
Last synced: 01 Jul 2025
https://github.com/gojoel/google-play-mcp
MCP server for managing apps on the Google Play Store.
android api fastmcp google-play llm mcp model-context-protocol python server
Last synced: 19 Apr 2025
https://github.com/terry-li-hm/prometheus
PDF Liberation MCP Server - Break large PDFs into digestible chunks for Claude
ai-tools claude-code document-processing fastmcp mcp-server pdf-processing pdf-splitter prometheus pymupdf python text-extraction
Last synced: 03 Sep 2025
https://github.com/sebastianmunoz21/lucidity-mcp
AI-powered code quality analysis using MCP to help AI assistants review code more effectively. Analyze git changes for complexity, security issues, and more through structured prompts.
ai-tools claude code-analysis code-review cursor developer-tools fastmcp git-analysis language-agnostic mcp prompts python static-analysis vibes
Last synced: 24 Mar 2025
https://github.com/anirbanbasu/frankfurtermcp
A MCP server for the Frankfurter API for currency exchange rates.
currency-converter currency-exchange-rates fastmcp finance frankfurter-api mcp mcp-composition mcp-server model-context-protocol model-context-protocol-server
Last synced: 14 Jun 2025
https://github.com/keminghe/nodejs-dialogflow-cx-companion-mcp-server
Self-updating MCP server to ref latest official @google-cloud/dialogflow-cx Node.js code and docs
dialogflow-cx docker fastmcp google-cloud mcp-server nodejs
Last synced: 05 Sep 2025
https://github.com/marron-b/papermate
PaperMate is an all-in-one toolkit for academic paper search, similar paper recommendation, and PDF to Word conversion.
claude fastmcp mcp python tavily-search
Last synced: 09 Apr 2025
https://github.com/stanleyj03/mcp-for-security
MCP for Security: A collection of Model Context Protocol servers for popular security tools like SQLMap, FFUF, NMAP, Masscan and more. Integrate security testing and penetration testing into AI workflows.
ai ai-tools claude fastmcp git-analysis kali-linux npm pentesting prompts python security security-integrations wazuh-integration web-security
Last synced: 09 Apr 2025
https://github.com/watchakorn-18k/template-swagger-to-mcp
Bootstrap any OpenAPI/Swagger spec into a FastMCP-powered Model Context Protocol server so Claude Code, Codex, and other AI copilots can call your API in minutes.
ai-integration api-automation claude-code codex-cli developer-tool fastmcp mcp-server model-context-protocol openapi swagger
Last synced: 05 Oct 2025
https://github.com/aucus/s3-upload-mcp-server
High-performance MCP server for uploading images to AWS S3 with FastMCP v2 framework
async aws claude-desktop fastmcp figma image-processing mcp python s3 upload
Last synced: 07 Oct 2025
https://github.com/sannketnikam/test-remote-mcp-server
A test mcp server
claude fastmcp fastmcp-cloud local-server mcp remote-server uv
Last synced: 15 Oct 2025
https://github.com/abhaysingh71/expense-tracker-mcp-server
MCP server built with FastMCP for tracking, listing, and summarizing expenses. Works with Claude Desktop or MCP Inspector for seamless expense management.
claude-desktop fastmcp jsonrpc2 mcp-inspector mcp-server sqlite uv
Last synced: 11 Oct 2025
https://github.com/harshpreet931/mcp-server-examples
Plug-and-play server examples for the Model Context Protocol (MCP), built with FastMCP. Your launchpad for creating tools for Claude, Gemini, and other AI agents.
ai-agents ai-tools claude fastmcp gemini-api llm mcp model-context-protocol python server-examples
Last synced: 11 Oct 2025
https://github.com/pulkit0111/db_rag_mcp
Chat with your database using plain English! This is a Model Context Protocol (MCP) server that transforms natural language into SQL queries using AI. Instead of writing complex SQL, just ask questions like "Show me all users from New York" and get instant results.
fastmcp mcp mcp-server openai postgresql sql
Last synced: 14 Oct 2025
https://github.com/github30/zenn-mcp-server
A MCP server for Zenn that automates publishing new articles from GitHub via GitHub Actions.
api automation ci-cd content-publishing fastmcp fastmcp-cloud github-actions mcp mcp-server python zenn
Last synced: 14 Oct 2025
https://github.com/PicardRaphael/mcp-server-documentation
🔍 FastMCP-powered documentation search engine that provides unified access to multiple framework docs (Next.js, Tailwind, Framer Motion, etc.) with intelligent name resolution and async processing.
developer-tools documentation-search documentation-tools duckduckgo fastmcp python-async
Last synced: 07 Sep 2025
https://github.com/muralianand12345/MCP-ChatBot
Simple MCP Client-Server example
chatbot fastmcp llm mcp-client mcp-server pydantic-ai
Last synced: 07 Sep 2025
https://github.com/isfnr1/qdrant-neo4j-crawl4ai-mcp
Discover the Qdrant Neo4j Crawl4AI MCP Server, a powerful tool for intelligent AI coordination using vector and graph intelligence. 🌐🚀
agentic-rag ai crawl4ai fastmcp graph-database hybrid-search keyword-search kubernetes mcp mcp-server neo4j pydantic-ai pydantic-v2 qdrant reranking semantic-search vector-database vector-embeddings
Last synced: 09 Jul 2025
https://github.com/dwain-barnes/police-uk-api-mcp-server
A Python-based MCP server providing tools to access and interact with the police.uk API, offering data on crimes, police forces, neighbourhoods, and stop-and-search incidents.
claude crime-data fastmcp mcp-server police-uk python stop-and-search
Last synced: 21 Mar 2025
https://github.com/merxazsnde/azure-mcp-server
Azure MCP Server is a robust platform designed for managing Azure resources efficiently. 🌐 Join our community and contribute to the project on GitHub! 🚀
adls agents ai azure-container-apps azure-devops azure-functions django fastapi fastmcp flask gcp-cloud-functions llm mcp mcp-client mcp-server mcp-servers rasp security
Last synced: 17 Jun 2025
https://github.com/moiri-gamboni/image-reader-mcp
An MCP (Model Context Protocol) server (using FastMCP) to provide tools for listing local image files and reading their content. Designed for LLM agent integration.
cursor fastmcp llm mcp mcp-server
Last synced: 07 May 2025
https://github.com/trungdangtapcode/crm-mcp-ai-agent
AI assistant built with PydanticAI and Model Context Protocol (MCP). I've already implemented some tools. Easy setup with Chainlit UI and FastMCP.
agentic-ai chainlit fastmcp mcp mongodb pydantic-ai
Last synced: 21 Jun 2025
https://github.com/suyashsangale/mcp-server-client
A modular, open-source framework for building and deploying AI-powered tools and agent-based chat systems using MCP server and Streamlit App
fastmcp generative-ai mcp mcp-client mcp-server rest-api streamlit
Last synced: 22 Jun 2025
https://github.com/akougkas/zulipchat-mcp
ZulipChat MCP Server - A Model Context Protocol server that bridges AI agents with Zulip Chat. Built with FastMCP for lightning-fast performance, featuring comprehensive chat management, intelligent summarization, and seamless Docker deployment. Transform your Zulip workspace into an AI-powered collaboration hub!
ai-agent ai-integration automation fastmcp mcp messaging model-context-protocol zulip
Last synced: 22 Jun 2025
https://github.com/kaushalprajapatikp/custom-mcp-servers
Custom MCP Server with RAG, Weather, Brave Search & Notes — A fully featured MCP server built with FastMCP, integrating OpenAI models, GroundX RAG capabilities, Brave News Search, Weather API, and local notes handling. Designed for developers to run intelligent multi-agent systems with semantic search, document ingestion,and LLM-based interactions.
fastmcp groundx mcp mcp-server mcp-tools openai-api rag
Last synced: 22 Jun 2025
https://github.com/0xsaurabhx/memori-mcp
Memori is an open-source context management MCP that provides a modern web interface for managing, searching, and organizing AI conversation memories and knowledge.
ai fastapi fastmcp mcp mcp-server memori memori-mcp
Last synced: 22 Jun 2025
https://github.com/reti0/ollama-mcp-bridge
Ollama MCP Bridge connects multiple Model Context Protocol servers with Ollama, allowing seamless access to various AI tools. This API service features a modular design and a FastAPI backend for efficient interactions. 🐙🌉
ai api bridge cli-app cybersecurity-tools fastapi fastmcp llm local-ai local-llm mcp mcp-client mcp-server model-context-protocol model-context-protocol-client python rich-console whatsapp
Last synced: 22 Jun 2025
https://github.com/bjornmelin/qdrant-neo4j-crawl4ai-mcp
MCP server combining Qdrant vector search, Neo4j knowledge graphs, and Crawl4AI web intelligence with agentic RAG capabilities. FastMCP 2.0 architecture with enterprise security, monitoring, and Kubernetes deployment. AI/ML engineering powerhouse.
agentic-rag ai crawl4ai fastmcp graph-database hybrid-search keyword-search kubernetes mcp mcp-server neo4j pydantic-ai pydantic-v2 qdrant reranking semantic-search vector-database vector-embeddings
Last synced: 28 Jul 2025
https://github.com/magmabasilisk/mcp-run-python
🖥️ Run Python code securely in a sandbox using MCP and Pyodide, enabling safe execution for testing and development.
agents api aws claude connection-pooling devops fastapi fastmcp llm mcp mcp-python-server mcp-run mcp-server observability python qwen third-party tls
Last synced: 30 Dec 2025
https://github.com/theskyinflames/mcp-example
This is an example of a MCP application, with a host using two servers, one built with Golang, and the other one built with Python
ai ai-agent deepseek docker docker-compose fastmcp golang llm make makefile mcp mcp-client mcp-go mcp-host mcp-server python
Last synced: 30 Dec 2025
https://github.com/nishthasharma-22/ppt-mcp
an mcp to save me hours by turning student ptm data into polished ppts
Last synced: 12 Sep 2025
https://github.com/usamak98/python-notebook-mcp
Lightweight Python Notebook MCP - Enable AI assistants to create, edit, and view Jupyter notebooks via Model Context Protocol
ai-tools claude claude-desktop cursor-ide fastmcp ipynb jupyter jupyter-notebooks mcp model-context-protocol model-context-protocol-servers notebook-editor python windsurf
Last synced: 22 Jun 2025
https://github.com/call518/mcp-mysql-ops
🔍 Professional MySQL database monitoring & operations server with 19 specialized tools. Natural language queries, Performance Schema integration, MySQL 5.7+/8.0+ support. MCP-compatible for AI assistants.
database-health-check database-management database-monitoring docker-compose fastmcp information-schema llm mcp-server mcpo mysql mysql-database mysql-diagnostics mysql-management mysql-performance mysql-server natural-language openwebui performance
Last synced: 19 Sep 2025
https://github.com/aryahadii/notion-mcp-server
Minimal MCP Server for Notion, using FastMCP
authentication fastmcp llm llmtools mcp mcp-server notion python server
Last synced: 28 Jul 2025
https://github.com/estelacode/fastmcp_lab
Learning about Model Context Protocol (MCP) & FastMCP
client-server-architecture fastapi fastmcp mcp mcp-client mcp-server
Last synced: 07 Aug 2025
https://github.com/parthapray/ollama_mcp_gradio
This repo presents MCP server for localized Ollama using Gradio
fastmcp gradio-interface large-language-models llamaindex localhost localization mcp-client mcp-server ollama
Last synced: 11 Aug 2025
https://github.com/chrisgve/workspace-qdrant-mcp
Project-scoped Qdrant MCP server for workspace collections with scratchbook functionality. Python port of claude-qdrant-mcp with FastEmbed and project-aware collection management.
ai-tools asyncio claude-code claude-desktop cli document-management embeddings fastmcp hybrid-search mcp mcp-server model-context-protocol pydantic python python3 qdrant search semantic-search vector-database workspace
Last synced: 04 Oct 2025
https://github.com/nbaradar/obsidian-mcp-server
Obsidian Local MCP Server implementation. Allows multi-vault usage, optimized for token efficiency, and based on how markdown actually works.
claude-desktop fastmcp knowledge-management llm-tools mcp-server model-context-protocol obsidian-md pkm
Last synced: 10 Nov 2025
https://github.com/tokusumi/wassden-mcp
**Note: Early development phase. stable production use is not yet possible.** `wassden` is an MCP-based toolkit that enforces spec-driven development for AI agents, inspired by kiro. Acting as a "warden," it guides agents to generate and follow structured specifications, serving as an assistant that ensures agents create
claude-code copilot cursor fastmcp kiro mcp python spec-driven-development
Last synced: 26 Aug 2025
https://github.com/pilarcode/mcp_lab
👩💻 Learning about Mcp (model context protocol)
fastapi fastmcp lab mcp mcp-client mcp-server prompts resources tools
Last synced: 27 Aug 2025
https://github.com/thomasjerard/chatsql
🔍 Convert natural language into PostgreSQL queries using Google Gemini and FastMCP’s Model Context Protocol. 💬 Ask database questions in plain English — get valid SQL instantly.
chatbot chatsql fastmcp gemini-api gemini-flash-2 modelcontextprotocol nlp postgresql
Last synced: 18 Jun 2025
https://github.com/gkzhb/fastmcp-template
TypeScript MCP Server Template
fastmcp mcp template typescript
Last synced: 17 Oct 2025
https://github.com/ankitgmishra/hands-on-mcp
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.
fastmcp groq-api langchain mcp-client mcp-server python qwen-32b
Last synced: 29 Jun 2025
https://github.com/nimblebraininc/mcp-pdfco
PDFCo MCP Server
api fastmcp hacktoberfest mcp pdfco python
Last synced: 26 Dec 2025
https://github.com/halovina/fastmtcp-gemini-csv
Example Sales Data Analysis with Python, FastMCP, and Gemini
fastmcp generative-ai mcp-client mcp-server python pythonsdk
Last synced: 01 Sep 2025
https://github.com/arimxyer/doc-manager-mcp
MCP server for comprehensive documentation lifecycle management. Automates change detection, link validation, quality assessment, and documentation synchronization for software projects.
documentation documentation-management documentation-tools fastmcp link-validation markdown mcp mcp-server mkdocs model-context-protocol python quality-assessment sphinx tree-sitter
Last synced: 27 Dec 2025
https://github.com/sin4ch/mono-mcp
A comprehensive Model Context Protocol (MCP) server for Nigerian banking operations using the Mono Open Banking API.
Last synced: 02 Sep 2025
https://github.com/23alfred23/python-notebook-mcp
Lightweight Python Notebook MCP - Enable AI assistants to create, edit, and view Jupyter notebooks via Model Context Protocol
ai-tools claude claude-desktop cursor-ide fastmcp jupyter-notebooks mcp model-context-protocol model-context-protocol-servers notebook-editor python windsurf
Last synced: 31 Mar 2025