#python

Production-grade MCP server for FreshBooks — 25 tools for invoices, clients, expenses, payments, time tracking, projects, estimates, and financial reports. OAuth2 with automatic token refresh.

MCP server that saves up to 90% tokens when AI reads code. Returns AST structural overviews instead of dumping full files. 18 tools: smart_read, read_symbol, read_for_edit, find_usages, project_overview, and more. Works with Claude Code, Cursor, Codex, Cline. Supports 29 languages via ast-index + regex fallback for TS/JS/Python without binary.

MCP server that connects AI agents (Claude Code, Cursor, Codex) to Dida365/TickTick. 40 tools for tasks, projects, tags, habits, folders, and search — manage everything through natural language.

Security-first MCP gateway for Odoo 17/18/19 — 27 tools, YAML-driven security

Agent-native travel search. 5 second flights & hotels $50 cheaper. Free forever for the first 1000 Stargazers.

CP Log Analyzer automatically triages your log files using a local AI model. It scans for errors, deduplicates repeated events, analyses root causes using Ollama (deepseek-r1:14b), and files structured GitHub Issues — all running on your own machine with zero data sent to external servers.

MCP server for multi-database PostgreSQL analytics. Ask your databases questions in natural language - get schema exploration, profiling, trends, anomaly detection, and cross-database comparisons. Read-only, safe, local.

Dead code detection, security scanning, and code quality analysis for Python, TypeScript, and Go. 98% recall with 3x fewer false positives than Vulture. 5 tools: analyze, security_scan, quality_check, secrets_scan, remediate. AI-powered auto-fix agent.

MCP server for Lightdash analytics platform. Enables AI assistants like Claude to discover data, execute queries, create charts, and manage dashboards programmatically. Supports Lightdash Cloud and self-hosted instances.

Persistent memory MCP for AI agents — Knowledge graph + Hebbian learning + Anti-hallucination. 12 tools, 1 dependency, zero manual setup.

MCP server for Webmin system administration. 61 tools across 12 modules covering system monitoring, services, users, cron, packages, files, storage (SMART + LVM), security (Fail2ban), MySQL databases, Webmin ACL, and disk quotas. Four-tier safety framework with safe mode on by default. Python, MIT license, Docker and local deployment supported.

MCP server for the FortiMonitor v2 monitoring API. 241 tools across 33 modules covering server management, outage monitoring, maintenance windows, metrics, notifications, cloud monitoring, SNMP, dashboards, reporting, and more. Unofficial community project, not affiliated with Fortinet. Python, MIT license, Docker and local deployment supported.

AI Git workflow MCP server. Generates conventional commit messages, branch names, PR descriptions, and manages work streams (wip, hotfix, review, experiment). Works with Cursor, Claude Desktop, Claude Code, Windsurf, and VS Code. Install: pip install gitrama-mcp

Fully decentralized P2P web search engine for LLMs. No API key, no billing, unlimited free search via MCP. Crawls, indexes, and searches the web through a peer-to-peer network. Features offline local search, credit-based incentives, privacy-first design, and 5 MCP tools: search, search_local, fetch_page, crawl_url, network_stats.

Comprehensive Monarch Money integration with read and write support for accounts, transactions, budgets, cashflow, credit history, and more. Secure browser-based auth with tokens stored in the OS keychain. Installs in one click via .mcpb for Claude Desktop.

Local stdio MCP server exposing Sentinel Signal as agent tools: score workflows, check limits/usage, and submit feedback. Supports env-based auth or auto-minted trial key for fast start.

Code intelligence MCP server that makes AI coding safer. Builds a dependency graph of your entire codebase so Claude, Cursor, or any MCP client knows what breaks before making changes. 60+ tools for impact analysis, health scoring, dead code detection, and architecture enforcement. Built for vibecoders who ship fast and teams who need reliability. Supports Python, TypeScript, JavaScript.

Structured 3-layer memory system for AI trading agents. L1 records every trade automatically. L2 discovers patterns via reflection engine. L3 evolves strategy in real-time. Built on MCP. Supports MT5, Binance, Alpaca. Python/FastAPI/SQLite. MIT licensed.

MCP server that provides read-only access to HyperKitty, the web-based email archive component of Mailman 3.

A production-grade Model Context Protocol (MCP) server for Microsoft SharePoint. Connect Claude Desktop, VS Code Copilot, Cursor, Continue, or any MCP-compatible AI agent to your SharePoint — read files, manage folders, and reason over your organisation's knowledge.

Structured failure knowledge for AI agents — 1,000+ errors across 20 domains. Dead ends, workarounds, error chains, and freshness tracking.

Deterministic quality gates for AI coding agents. Rigour runs 23 automated checks on every file AI writes — structural analysis, security scanning, AI-drift detection, and agent governance. Works as an MCP server for Claude Desktop, Cursor, and Cline. Supports TypeScript, JavaScript, Python, Go, Ruby, and C#. Forces AI agents to write production-grade code with PASS/FAIL enforcement.

Structured failure knowledge for AI agents — 501 errors across 14 domains. Dead ends, workarounds, and error chains.

Sandboxed Python execution for AI agents. Scripts run in ephemeral, isolated environments (bubblewrap on Linux, Docker on macOS) with PEP 723 inline dependencies — zero host pollution, zero leftover venvs, zero package conflicts. Supports multi-version Python (3.13–3.15), configurable timeouts, and output truncation.

Security scanner MCP server that protects AI coding agents from generating vulnerable code. Uses tree-sitter AST analysis to detect OWASP Top 10 vulnerabilities, hardcoded secrets, and prompt injection attacks. Includes package hallucination detection across 4.3M packages (npm, PyPI, RubyGems, crates.io, pub.dev, CPAN, Raku). Works with Claude Desktop, Claude Code, Cursor, Cline, and any MCP-compatible client. Full feature list (for detailed descriptions): • 275+ security rules covering Python, JavaScript, TypeScript, Java, Go, Ruby, PHP, C/C++, Rust, C#, Terraform, Kubernetes • AST-based detection with tree-sitter (falls back to regex when unavailable) • Taint analysis for tracking user input to dangerous sinks • Package hallucination detection: verifies 4.3M+ packages across 7 ecosystems • Prompt injection detection: blocks exfiltration, jailbreaks, and malicious instructions • Automatic fix suggestions for common vulnerabilities • Zero config: works instantly with npx • CWE/OWASP metadata for compliance reporting

High-performance MCP server for USPTO Patent File Wrapper API with secure document downloads, metadata access, and context reduction

High-performance MCP server for USPTO Patent Trial and Appeal Board (PTAB) with context reduction, progressive disclosure workflows, and seamless cross-MCP integration

Python MCP server for Hevy fitness app. Log workouts with natural language, search exercises, manage routines. Features web interface, demo mode, and 22 MCP tools.

An MCP (Model Context Protocol) server for searching and fetching Unsplash photos with proper attribution. Built for LLM workflows that generate content pages and need compliant, ready-to-embed credits.

Turn Claude or Cursor into your personal AI Financial Analyst. FinancialData.Net API provides end-of-day and intraday stock market data, company financial statements, key financial ratios and metrics, insider and institutional trading data, sustainability data, earnings releases, and much more. Over 20 years of historical data is available, including information on 17,000+ stocks, 20,000+ funds, 3,000+ ETFs, 13,000+ OTC securities, and 200,000+ derivatives.

A fully-featured MCP server for TickTick

## Features - **Device Control**: GPIO, PWM, sensors, cameras - **Robotic Arms**: Amber B1, Lucid One with gripper support - **Mesh Networking**: Auto-discovery across LAN - **Security**: AES-256 encryption, token auth ## Installation pip install regennexus

Intelligent code versioning (snapshots) and automatic documentation generator. With CLI, REST API, and MCP support.

Memorious-MCP is a minimal Model Context Protocol (MCP) server that provides a persistent key-value memory store with vector-similarity lookup using ChromaDB.

Provide docs and source code access for the HMR library on PyPI. Docs: https://py3.online/hmr

Educational Python refactoring assistant with guided suggestions for AI assistants

Educational Python refactoring assistant with guided suggestions for AI assistants

A Python SDK for downloading patents from Google Patents with Model Context Protocol (MCP) support.

MCP-Airflow-API is a Model Context Protocol (MCP) server that transforms Apache Airflow REST API operations into natural language tools for LLM integration. Built for DevOps engineers, data engineers, and Airflow administrators who need intuitive cluster management capabilities.

MCP Ambari API is a powerful Model Context Protocol (MCP) server that enables seamless Apache Ambari cluster management through natural language commands. Built for DevOps engineers, data engineers, and system administrators who work with Hadoop ecosystems.

Runs basic CLI commands on Alcatel Lucent Enterprise AOS switches through a ssh connection.

An advanced Model Context Protocol (MCP) server that provides AI-powered Python testing tools. This project leverages both Google's Gemini AI and BAML (Boundary ML) to intelligently generate comprehensive unit tests and perform sophisticated fuzz testing on Python code.

A comprehensive JSON Schema validation server implementing the Model Context Protocol (MCP) with support for JSON Schema Draft 2020-12, external references, schema management, and real-time streaming validation.

Professional MCP server providing access to 600k+ foods from USDA FoodData Central. Features dual architecture (MCP + HTTP API), three deployment options (hosted/local/custom), and production-ready tools for nutrition analysis, food comparison, and dietary planning.

A Python MCP server for file operations

Enable AI assistants to securely access and manage Yandex Tracker issues, queues, users, and related data through a comprehensive MCP server. Perform advanced searches, retrieve detailed issue information, and manage queues with optional caching for improved performance. Integrate seamlessly with various AI clients using stdio or SSE transports.

IP Geolocation MCP server that query the geolocation information using IP2Location.io API. User can query for 1,000 per day without an API key, or 50,000 per month with a free API key.

IP Geolocation MCP server that query the geolocation information using IP2Location.io API. User can query for 1,000 per day without an API key, or 50,000 per month with a free API key.

这是一个基于 Model Context Protocol (MCP) 的 FFmpeg 视频音频处理服务器。该项目为 AI 助手提供了强大的视频和音频处理能力，包括格式转换、切割合并、特效添加等功能，支持硬件加速处理。

A comprehensive MCP server providing financial data through unofficial Yahoo Finance APIs for educational purposes. Features 20+ tools including real-time stock prices, financial statements, analyst recommendations, ESG scores, company profiles, and historical data. Built with Python and yahooquery library, offering production-ready error handling and cross-platform compatibility. Perfect for learning financial analysis, educational research, and market data exploration. Note: Uses unofficial APIs - not for commercial trading decisions.

IvoryOS is a Python-based unified robot control web interface, developed for user-friendly workflow design and control for Self-Driving Labs (SDLs). It works by introspecting the Python script, dynamically searching for available module and their method. The methods are available through direct function calls and stacking into workflows for later iteration. The IvoryOS MCP support all features including designing, managing workflows, and interacting with the loaded hardware/software execution layer. * paper: https://www.nature.com/articles/s41467-025-60514-w * code: https://gitlab.com/heingroup/ivoryos

Consult7 allows your agent to leverage models with massive context windows to analyze large codebases/ document collections ➜ For Claude Code users, Consult7 is a game changer.

This MCP server lets you access your Fulcra Context history -- health data, locations, and more - from your favorite LLM frontend or agentic framework.

Repositório com um MCP-Server que traz um resumo de notícias, mas só se tiver a senha correta da tool

🧠 Automated AI conversation recording and knowledge management system with MCP integration for Claude Desktop, VSCode, and Cursor

A simple protoype of a MCP server for Jira

AgenticMaid is a Python library designed to interact with one or more Multi-Capability Protocol (MCP) servers.

MCP server to access Azure using az commands.

Quick little template for a local MCP MySQL server.

FastMCP server containerized for deployment in Google Kubernetes Engine alongside enhanced-mcp-agent

This repository contains a modular setup for experimenting with MCP in Python. It includes both a server and a client, as well as reusable tool modules.

This is a robust Python-based MCP Filesystem Server. It enables AI models and applications to securely interact with the host system's file directories through a defined set of tools, allowing for operations like reading, writing, moving, and listing files and directories.

MCP Server to fetch the information about issues in JIRA

AI Agent built with Google ADK that leverages Google Maps MCP Server to answer real-world location questions with tool usage and traceable execution via Opik.

MCP Sandbox transforms JavaScript modules into secure MCP servers, enabling AI systems to access functions safely. With automatic reflection and type inference, it simplifies the integration process for developers. 🛠️💻

this is a cloned version of

MCP server for Unreal Engine that uses Unreal Python Remote Execution

A real example of a custom cliente Tona mcp custom server

MCP server basic demo with stdio and sse transports

This MCP server provides documentation about Strands Agents to your GenAI tools, so you can use your favorite AI coding assistant to vibe-code Strands Agents.

An sdk for creating MCP Servers with north

This open-source curriculum is designed to teach the concepts and fundamentals of the Model Context Protocol (MCP), with practical examples in .NET, Java, TypeScript, JavaScript and Python.

A Model Context Protocol (MCP) Gateway. Serves as a central management point for tools, resources, and prompts that can be accessed by MCP-compatible LLM applications. Converts REST API endpoints to MCP, composes virtual MCP servers with added security and observability, and converts between protocols (stdio, SSE).

K8s MCP Server

This repository contains files for Crypto Price Tracker MCP Server using Coingecko API.

Interactive dashboard for analyzing ETFs using both real time API data and historical data pulled through yfinance endpoints

Simplest example of MCP client-server architecture over HTTP using Python & Golang

🌐Web Agent Protocol (WAP) - Record and replay user interactions in the browser with MCP support

A MCP Server Of python runner

LLM based autonomous agent that conducts deep local and web research on any topic and generates a long report with citations.

MCP client/server example using qwen3

🚀 Your Private App Platform - Deploy Node.js, Python, Go, Java & more to CapRover, AWS, GCP with one CLI. Features MCP integration for Cursor.com, smart collision detection, auto-SSL, and costs 80% less than Heroku. Transform any $5 server into your personal Vercel.

Lightweight MCP client that uses a local Ollama LLM to query multiple MCP servers defined in config.json

Stop AI coding disasters before they cost you weeks. Real-time anti-pattern detection for vibe coders who love AI tools but need a safety net to avoid expensive overengineering traps.

for IT Hackathon

Trying to build a MCP server with python instruction

MCP server for accessing N8N node information through Claude Desktop

Repo for holding my MCP servers

Production-Ready MCP Server Framework • Build, deploy & scale secure AI agent infrastructure • Includes Auth, Observability, Debugger, Telemetry & Runtime • Run real-world MCPs powering AI Agents

Python library for integrating the Alation API into agentic workflows

A Model Context Protocol server that provides task orchestration capabilities for AI assistants

A simple MCP server that can be tested with a client

Python-based Model Context Protocol (MCP) server for real-time microphone input to Claude Desktop on Windows. FastMCP + sounddevice + multiple STT engines for sub-500ms latency voice conversations.

pythonによる自分専用のMCPServerリポジトリです．

Enterprise-ready vector database toolkit for building searchable knowledge bases from multiple data sources. Supports multi-project management, automatic ingestion from Confluence/JIRA/Git, intelligent file conversion (PDF/Office/images), and semantic search. Includes MCP server for seamless AI assistant integration in development environments.

Self-hosted MCP Japanese text indexing & search—chunking+embeddings with BM25×vector rerank

🔗 Model Context Protocol server for todo.txt files - Connect your todo.txt to AI assistants like Claude Desktop

The easiest path to getting an MCP server going

MCP server poc python

Twitter / X MCP Server

🔌 Itential Platform MCP Server