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.

A curated, community-maintained list of Model Context Protocol (MCP) servers, organized by category, with sections for MCP clients, tutorials, and community resources. The repository is a directory of production-ready and experimental servers that extend AI capabilities through file access, database connections, and API integrations; it is a list, not a runnable MCP server itself.

🎖️ 🏠 ☁️ 📟 🍎 🪟 🐧 - Discovery, exploration, reporting and root cause analysis using all observability data, including metrics, logs, systems, containers, processes, and network connections

📇 ☁️ - Up-to-date code documentation for LLMs and AI code editors.

Connect and unify data across various platforms and databases with .

Official Microsoft Playwright MCP server, enabling LLMs to interact with web pages through structured accessibility snapshots

📇 🏠 - Browser automation capabilities using Puppeteer, both support local and remote browser connection.

📇 ☁️ - Official GitHub server for integration with repository management, PRs, issues, and more.

📇 ☁️ 🏠 - AI-powered task management system for AI-driven development. Features PRD parsing, task expansion, multi-provider support (Claude, OpenAI, Gemini, Perplexity, xAI), and selective tool loadi

🐍 - 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.

🎖️ 🦀 🏠 🍎 Local-first system capturing screen/audio with timestamped indexing, SQL/embedding storage, semantic search, LLM-powered history analysis, and event-triggered actions - enables building c

📇 🏠 - 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

🏎️ ☁️ - Open source MCP server specializing in easy, fast, and secure tools for Databases.

📇 🏠 - Provide coding agents direct access to Figma data to help them one-shot design implementation.

🏎️ ☁️ - Remote Storage Access: SFTP, S3, FTP, SMB, NFS, WebDAV, GIT, FTPS, gcloud, azure blob, sharepoint, etc.

](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

The official TypeScript SDK for Model Context Protocol servers and clients

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 ****

☁️ 🏠 - Connect with 2,500 APIs with 8,000+ prebuilt tools, and manage servers for your users, in your own app.

🐍 ☁️ - An MCP server for Inbox Zero. Adds functionality on top of Gmail like finding out which emails you need to reply to or need to follow up on.

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

ghidraMCP is an MCP server and Ghidra plugin that lets LLMs autonomously reverse engineer applications inside Ghidra. It exposes core Ghidra functionality to MCP clients, including decompiling and analyzing binaries, automatically renaming methods and data, and listing methods, classes, imports, and exports.

A solution for hosting MCP Servers by extending the API Gateway (based on Envoy) with wasm plugins.

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.

📇 ☁️ - is a generic remote MCP server to connect to ANY repository or project for documentation

📇 🏠 - Automate your local Chrome browser

📇 🏠 🍎 🪟 🐧 - A swiss-army-knife that can manage/execute programs and read/write/search/edit code and text files.

🐍 📇 - Extract and convert YouTube video information.

🐍 🏎️ - An MCP server for searching your personal WhatsApp messages, contacts and sending messages to individuals or groups

📇 - An MCP server using Playwright for browser automation and webscrapping

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).

📇 🏠 🐧 🍎 - MCP Server for Android/iOS application and device automation, development and app scraping. Simulator/Emulator/Physical devices like iPhone, Google Pixel, Samsung supported.

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

The official Go SDK for Model Context Protocol servers and clients. Maintained in collaboration with Google.

🎖️ 📇 ☁️ – A Model Context Protocol (MCP) server lets AI assistants like Claude use the Exa AI Search API for web searches. This setup allows AI models to get real-time web information in a safe and

The official C# SDK for Model Context Protocol servers and clients. Maintained in collaboration with Microsoft.

🏎️ 🏠 - Kubernetes bulk port forwarding with service discovery, /etc/hosts management, traffic monitoring, and pod log streaming

(****) - A curated list of MCP servers by ****

TypeScript MCP server for chart generation using the AntV visualization libraries. It provides more than 26 tools, including generate_line_chart, generate_bar_chart, generate_pie_chart, generate_radar_chart, generate_sankey_chart, generate_word_cloud_chart, and generate_spreadsheet, plus map charts (district, path, and pin maps) that use AMap and currently cover China only.

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

🏎️ 🏠 🐧 🍎 🪟 - Containerized environments for coding agents. Multiple agents can work independently, isolated in fresh containers and git branches. No conflicts, many experiments. Full execution hi

🎖️ 📇 ☁️ - Integration with Cloudflare services including Workers, KV, R2, and D1

🎖️ 🐍 🏠 - 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.

📇 🏠 - A MCP server for interacting with the Godot game engine, providing tools for editing, running, debugging, and managing scenes in Godot projects.

The official Java SDK for Model Context Protocol servers and clients. Maintained in collaboration with Spring AI

The official Rust SDK for the Model Context Protocol

🎖️ 📇 - Automate browser interactions in the cloud (e.g. web navigation, data extraction, form filling, and more)

🎖️ 📇 ☁️ Connect AI agents to 600+ integrations with a single interface - OAuth, scaling, and monitoring included

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

📇 - A high-level framework for building MCP servers in TypeScript

🎖️ 🐍 🏠 ☁️ - Search dashboards, investigate incidents and query datasources in your Grafana instance

📇 🏠 - MCP server that gives AI assistants seamless access to shadcn/ui v4 components, blocks, demos, and metadata.

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