Discover Awesome MCP Servers

Swagger MCP

Automatically converts Swagger/OpenAPI specifications into MCP servers, enabling AI agents to interact with any REST API through natural language by exposing endpoints as AI-friendly tools.

PocketBase MCP Server

A comprehensive Model Context Protocol server for PocketBase that provides both user and administrative functionality, enabling authentication, collection/record management, file operations, and system administration through a standardized interface.

Instagram MCP Server

Enables AI assistants to interact with Instagram and Facebook accounts through their APIs, supporting messaging, post management, commenting, and content creation.

Roblox Bridge MCP

Enables AI agents to interact with and control Roblox Studio instances in real-time through the Model Context Protocol. It provides a unified tool for building, scripting, and manipulating 3D worlds with over 90 operations including instance management and Luau scripting.

GitLab MCP Server

Connects AI assistants to GitLab projects, enabling natural language queries for merge requests, code reviews, pipeline tests, job logs, and commit discussions with support for responding to comments.

Memara

Memara MCP Server provides persistent memory capabilities for Claude Desktop through Server-Sent Events transport. Store conversations, insights, and knowledge with semantic search. Transform Claude from stateless assistant to memory-enabled AI companion.

Handwriting OCR MCP Server

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MCP Server

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MCP Server for Cappt

A Model Context Protocol server that allows generating outlines and presentations with Cappt.cc, featuring tools to create structured presentations from user input.

Oracle MCP Server

Enables consulting oracle AI models (Codex or Claude) for expert reasoning and analysis on complex problems, architectural decisions, and design tradeoffs through a unified CLI interface.

Stata-MCP

Một máy chủ MCP cho phép các Mô hình Ngôn ngữ Lớn tương tác với phần mềm Stata để thực hiện phân tích hồi quy và các thao tác thống kê khác.

MCP Development Scaffold

A TypeScript scaffold for building Model Context Protocol (MCP) tools that let AI models call external services like sending emails or notifications.

CrabCut

Turn YouTube videos into short clips — from Claude, Cursor, or any AI assistant that supports MCP. You give it a YouTube link. It finds the best moments, reframes them for vertical video, adds subtitles, and gives you download links. All from a chat.

MCP HTTP Server Demo

A minimal Model Context Protocol (MCP) server that uses streamable HTTP transport to provide demo tools for calculations, notes, and time. It serves as a standalone example for testing MCP connectivity and gateway registration through a standard HTTP endpoint.

redis-mcp-server

Máy chủ MCP dựa trên Redis

UTCP-MCP Bridge

A universal MCP server that exposes all UTCP-registered tools to MCP clients while providing a web interface for tool management.

PacedLoop MCP Server

Enables interaction with the hosted PacedLoop API to manage workflows and monitor process runs. It provides tools for workflow CRUD operations, run execution management, and access to detailed performance analytics within MCP-capable clients.

Merlin Energy

AI-powered BESS quoting & energy sales intelligence for Claude and any MCP client

Enapter MCP Server

MCP server providing tools for AI-agents to interact with Enapter EMS.

Snowfort Circuit MCP

A comprehensive Model Context Protocol (MCP) server suite that enables AI coding agents to automate both web browsers and Electron desktop applications with auto-snapshots and element references.

LinkedIn MCP Server

Enables direct access to LinkedIn through natural conversation, allowing users to search for people, jobs, companies, and groups, as well as view profiles using their existing Chrome browser session.

geolabel-mcp

Turn GPS coordinates into place name, category, and live opening hours via OpenStreetMap. Works in Claude, Hermes Agent, OpenClaw, and any MCP client.

Flight + Stay Search MCP

Enables searching for flights (one-way, round-trip, multi-city) and hotels using the Duffel API, with support for filtering by cabin class, passengers, dates, and viewing accommodation reviews.

MCP SQLite Demo

A server that exposes SQLite database operations as tools, allowing natural language interactions with a database through LlamaIndex and Ollama LLM integration.

Expo MCP Server

Enables programmatic interaction with Expo/React Native projects and EAS (Expo Application Services) for managing builds, publishing OTA updates, submitting apps to stores, and accessing comprehensive documentation.

Documentation MCP Server

Generates professional documentation for multi-language codebases with deep AST-based code analysis, supporting Docusaurus, MkDocs, and Sphinx frameworks. Includes API documentation generation, PDF export, OpenAPI spec generation, and sales-ready documentation for code marketplaces.

Mnemex

Provides human-like memory dynamics for AI assistants where memories naturally fade over time unless reinforced through use, mimicking the Ebbinghaus forgetting curve. Enables automatic saving, searching, and management of contextual information with temporal decay algorithms.