658 servers built with Python
MCP tool access to MarkItDown -- a library that converts many file formats (local or remote) to Markdown for LLM consumption.
Connect and unify data across various platforms and databases with [MindsDB as a single MCP server](https://docs.mindsdb.com/mcp/overview).
A fully-featured coding agent that relies on symbolic code operations by using language servers.
Memory manager for AI apps and Agents using various graph and vector stores and allowing ingestion from 30+ data sources
Transform 17 source types (docs, GitHub repos, PDFs, videos, Jupyter, Confluence, Notion, Slack/Discord) into AI-ready skills and RAG knowledge. 35...
Hindsight: Agent Memory That Works Like Human Memory - Built for AI Agents to manage Long Term Memory
MCP server for IDA Pro, allowing you to perform binary analysis with AI assistants. This plugin implement decompilation, disassembly and allows you...
MCP server for Atlassian products (Confluence and Jira). Supports Confluence Cloud, Jira Cloud, and Jira Server/Data Center. Provides comprehensive...
Baserow database integration with table search, list, and row create, read, update, and delete capabilities.
Tools and templates to create validated and maintainable data charts and dashboards.
An Excel manipulation server providing workbook creation, data operations, formatting, and advanced features (charts, pivot tables, formulae).
An MCP server plus a CLI tool that indexes local code into a graph database to provide context to AI assistants.
All-in-one MCP server for Postgres development and operations, with tools for performance analysis, tuning, and health checks
Comprehensive Google Workspace MCP server with full support for Google Calendar, Drive, Gmail, and Docs, Forms, Chats, Slides and Sheets over stdio...
Universal memory service providing semantic search, persistent storage, and autonomous memory consolidation
An MCP Server that autonomously debugs web applications with browser-use browser agents
MySQL database integration with configurable access controls, schema inspection, and comprehensive security guidelines
The ROS MCP Server supports robot control by converting user-issued natural language commands into ROS or ROS2 control commands.
Production-ready RAG platform combining Graph RAG, vector search, and full-text search. Best choice for building your own Knowledge Graph and for C...
Complete voice interaction server supporting speech-to-text, text-to-speech, and real-time voice conversations through local microphone, OpenAI-com...
An omnimodal AIGC framework that seamlessly converts ComfyUI workflows into MCP tools with zero code, enabling full-modal support for Text, Image, ...
Model Context Protocol with Neo4j (Run queries, Knowledge Graph Memory, Manaage Neo4j Aura Instances)
Telegram API integration for accessing user data, managing dialogs (chats, channels, groups), retrieving messages, sending messages and handling re...
connects QGIS Desktop to Claude AI through the MCP. This integration enables prompt-assisted project creation, layer loading, code execution, and m...
A Model Context Protocol (MCP) server for Kubernetes that enables AI assistants like Claude, Cursor, and others to interact with Kubernetes cluster...
Supabase MCP Server with support for SQL query execution and database exploration tools
browser-use packaged as an MCP server with SSE transport. includes a dockerfile to run chromium in docker + a vnc server.
A Model Context Protocol server for interacting with Google Sheets. This server provides tools to create, read, update, and manage spreadsheets thr...
MCP server integration for DaVinci Resolve providing powerful tools for video editing, color grading, media management, and project control
ClickHouse database integration with schema inspection and query capabilities
Meta Ads automation that just works. Trusted by 10,000+ businesses to analyze performance, test creatives, optimize spend, and scale results — si...
Integrate with Docker to manage containers, images, volumes, and networks.
MCP server for the Dingo: a comprehensive data quality evaluation tool. Server Enables interaction with Dingo's rule-based and LLM-based evaluation...
A Model Context Protocol server for Mem0 that helps manage coding preferences and patterns, providing tools for storing, retrieving and semanticall...
Pre-build reality check for AI coding agents. Scans GitHub, Hacker News, npm, PyPI, and Product Hunt to detect existing competition before building...