MCP Servers

MarkItDown is Microsoft's lightweight Python utility for converting files to Markdown for use with LLMs and text-analysis pipelines, and this repository includes the markitdown-mcp package that exposes the converter through MCP. It converts PDF, PowerPoint, Word, Excel, images (EXIF metadata and OCR), audio (EXIF metadata and speech transcription), HTML, text-based formats such as CSV, JSON, and XML, ZIP files, YouTube URLs, and EPUBs, preserving document structure such as headings, lists, tables, and links.

Connect and unify data across various platforms and databases with .

🐍 - A high-level framework for building MCP servers in Python

🐍 🏠 - A fully-featured coding agent that relies on symbolic code operations by using language servers.

The official Python SDK for the Model Context Protocol. With it, developers build MCP servers that expose tools, resources, and prompts to any MCP host, and MCP clients that connect to any MCP server, over the standard stdio, Streamable HTTP, and SSE transports; it requires Python 3.11+, and the optional CLI extra adds the mcp command-line tool (mcp dev, mcp run, mcp install). It is a development library, not a ready-made data server.

MCP server that connects Blender to LLM clients through a Blender addon and a socket-based connection. It lets an AI create, modify, and delete 3D objects, apply materials and colors, execute Blender Python code, and pull in assets from Poly Haven, Sketchfab, and Poly Pizza, with multi-angle views and renders so the model can check its own work.

📇 🏠 - Memory manager for AI apps and Agents using various graph and vector stores and allowing ingestion from 30+ data sources

🐍 🏠 - Run Python code in a secure sandbox via MCP tool calls

](https://glama.ai/mcp/servers/yusufkaraaslan/Skill_Seekers) 🐍 🏠 🍎 🪟 🐧 - Transform 17 source types (docs, GitHub repos, PDFs, videos, Jupyter, Confluence, Notion, Slack/Discord) into AI-ready ski

Hindsight is an agent memory system built so agents learn over time, rather than only recalling conversation history. It organizes long-term memory into banks with three core operations, retain, recall, and reflect, plus observations and mental models, and it can be added to an agent through integrations that include an MCP server, client SDKs for Python and TypeScript, or an embedded Python mode with no server required.

A zero-configuration tool for automatically exposing FastAPI endpoints as MCP tools by ****

🎖️ ☁️ - AWS MCP servers for seamless integration with AWS services and resources.

A simple, composable framework to build agents using Model Context Protocol by ****

MCP server that allows AI assistants to perform binary analysis and reverse engineering inside IDA Pro. Its tools include lookup_funcs and list_funcs for finding functions, decompile for decompiling a function at an address, and set_comments for annotating disassembly and decompiler views; it requires IDA Pro 8.3 or higher (IDA Free is not supported) and Python 3.11+, and the author now recommends the official Hex-Rays IDA MCP server instead.

🐍 📇 - Extract and convert YouTube video information.

MCP server for Atlassian products, Confluence and Jira, supporting Confluence Cloud, Jira Cloud, and Jira Server/Data Center. It provides tools for searching, reading, creating, and updating Confluence pages and Jira issues, authenticated with Atlassian API tokens (or personal access tokens for Server/Data Center).

Baserow database integration with table search, list, and row create, read, update, and delete capabilities.

🐍 🏠 - An Excel manipulation server providing workbook creation, data operations, formatting, and advanced features (charts, pivot tables, formulae).

🎖️ 🐍 🏠 - Tools and templates to create validated and maintainable data charts and dashboards.

MCP server to interact with an Obsidian vault via the Local REST API community plugin. Its tools are list_files_in_vault and list_files_in_dir for browsing, get_file_contents for reading notes, search for full-vault text search, patch_content and append_content for editing, and delete_file; it is a Python server configured with an Obsidian API key, host, and port.

🐍 🏠 🍎 🪟 🐧 An MCP server that indexes local code into a graph database to provide context to AI assistants with a graphical code visualizations for humans.

🐍 🏠 - All-in-one MCP server for Postgres development and operations, with tools for performance analysis, tuning, and health checks

☁️ 🐍 - Search ArXiv research papers

🐍 ☁️ 🍎 🪟 🐧 - Comprehensive Google Workspace MCP server with full support for Google Calendar, Drive, Gmail, and Docs, Forms, Chats, Slides and Sheets over stdio, Streamable HTTP and SSE transports

🐍 🏠 - Yet another CLI tool for testing MCP servers

📇 🏠 - Universal memory service providing semantic search, persistent storage, and autonomous memory consolidation

codemcp turns Claude Desktop into a pair-programming assistant that works on a codebase on your computer: Claude implements features, fixes bugs, and refactors by editing files directly and running tests. All LLM edits are versioned with Git so changes can be rolled back on a fine-grained basis, and shell access is restricted to commands predeclared in codemcp.toml instead of an unrestricted shell.

🐍 🏠 - A Qdrant MCP server

🐍 🏠 - MySQL database integration with configurable access controls, schema inspection, and comprehensive security guidelines

🐍 🏠 🍎 - An MCP Server that autonomously debugs web applications with browser-use browser agents

🐍 🏠 🍎 🪟 🐧 - 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 Context Engineering

🐍 🏠 - Complete voice interaction server supporting speech-to-text, text-to-speech, and real-time voice conversations through local microphone, OpenAI-compatible APIs, and LiveKit integration

MCP server that provides web search through DuckDuckGo, with additional tools for fetching and parsing webpage content. Search results are formatted for LLM consumption, over-long result URLs are shortened into ref:// tokens that the fetch tool accepts directly, and built-in rate limiting and error handling cover both search and content fetching.

🐍 🏠 - Model Context Protocol (MCP) Server for Jupyter.

🐍 🏠 - Telegram API integration for accessing user data, managing dialogs (chats, channels, groups), retrieving messages, sending messages and handling read status.

🐍 📇 🏠 🎥 🔊 🖼️ - An omnimodal AIGC framework that seamlessly converts ComfyUI workflows into MCP tools with zero code, enabling full-modal support for Text, Image, Sound, and Video generation with

🐍 - MCP server integration for DaVinci Resolve providing powerful tools for video editing, color grading, media management, and project control

🐍 🏠 - Model Context Protocol with Neo4j (Run queries, Knowledge Graph Memory, Manaage Neo4j Aura Instances)

() - MCP Manager (MCPM) is a Homebrew-like service for managing Model Context Protocol (MCP) servers across clients by ****

🐍 ☁️/🏠 - A Model Context Protocol (MCP) server for Kubernetes that enables AI assistants like Claude, Cursor, and others to interact with Kubernetes clusters through natural language.

🐍 ☁️ 🏠 - Meta Ads automation that just works. Trusted by 10,000+ businesses to analyze performance, test creatives, optimize spend, and scale results — simply and reliably.

🐍 ☁️ - A Model Context Protocol server for interacting with Google Sheets. This server provides tools to create, read, update, and manage spreadsheets through the Google Sheets API.

🐍 - browser-use packaged as an MCP server with SSE transport. includes a dockerfile to run chromium in docker + a vnc server.

🐍 🏠 - Structured 3-layer memory system (trades → patterns → strategy) for AI trading agents. Supports MT5, Binance, and Alpaca.

🐍 ☁️ - ClickHouse database integration with schema inspection and query capabilities

🐍 🏠 - 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 capabilities and rules&prompts

](https://glama.ai/mcp/servers/@mnemox-ai/idea-reality-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Pre-build reality check for AI coding agents. Scans GitHub, Hacker News, npm, PyPI, and Product Hunt to detect existing com

🐍 🏠 - Autonomous shell execution, computer control and coding agent. (Mac)

🐍 🏠 - MCP server providing accurate information about NixOS packages, system options, Home Manager configurations, and nix-darwin macOS settings to prevent AI hallucinations.

🐍 🏠 🪟 🐧 - A local MCP server that generates animations using Manim.

Official MCP server for dbt, giving AI agents context from dbt Core, dbt Fusion, and dbt Platform projects. Tools include execute_sql and text_to_sql for SQL, Semantic Layer tools such as list_metrics and query_metrics, Discovery API tools for models, sources, lineage, exposures, and model health, and dbt CLI tools such as build, compile, and docs.

🎖️ 🐍 ☁️ 🏠 - Chroma MCP server to access local and cloud Chroma instances for retrieval capabilities

🐍 ☁️ - Enables autonomous data exploration on .csv-based datasets, providing intelligent insights with minimal effort.

🗄️ 🚀 - MCP server for seamless document format conversion using Pandoc, supporting Markdown, HTML, PDF, DOCX (.docx), csv and more.

The official Redis MCP Server is a natural-language interface for managing and searching data in Redis from MCP clients. It provides string, hash, list, set, and sorted set tools, pub/sub and Streams tools, JSON document tools, vector index management and vector search through its query engine tools, a tool to search Redis documentation, and a server management tool.

🐍☁️ - MCP server to interact with browser-based meeting platforms (Zoom, Teams, Google Meet). Enables AI agents to send bots to online meetings, gather live transcripts, speak text, and send messages

🐍 ☁️ - Integration with gmail and Google Calendar.

🏎️ 🏠 - Docker container management and operations through MCP