Discover Awesome MCP Servers

Custom Elasticsearch MCP Server

A high-performance MCP server that connects tools like Cursor to Elasticsearch clusters using public-key authorization instead of API keys. It provides optimized tools for searching data, listing indices, and inspecting cluster mappings or shards with support for concurrent requests.

NetMCP

Enables AI-powered optimization of Linux network performance through natural language commands, with tools for discovery, planning, validation, and safe execution.

PDF Indexer MCP Server

Enables AI agents to download, index, and semantically search PDF research papers using 8 MCP tools.

Aucterra MCP Server

An MCP-compatible server that enables LLM agents to interact with Aucterra's document understanding APIs, providing structured access to document classification and field extraction services.

svg-mcp

A FastMCP server providing structured SVG authoring tools for LLMs, enabling create, edit, and render SVG graphics through hierarchical primitives, gradients, paths, and reusable resources.

LocalDocs MCP

Creates a local database of indexed technical documentation from web crawls and local files, enabling AI agents to efficiently search and retrieve documentation through MCP tools.

MCP Server

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trae-swagger-mcp

Enables Trae IDE to parse and query Swagger/Knife4j API documentation by converting JSON format interface documents into a searchable text format, allowing developers to efficiently retrieve API information through natural language queries.

Ollama MCP Server

Enables complete local Ollama management including listing models, chatting with local LLMs, starting/stopping the server, and getting intelligent model recommendations for specific tasks through natural language commands.

小红书MCP服务

一个用于小红书API的MCP服务器，支持搜索笔记、获取内容、查看评论和发表评论等功能。

VMware MCP Server

Enables management of VMware vCenter and ESXi environments, including VM operations, resource management, and automation with Ollama AI and n8n workflows.

browser-devtools-mcp

An MCP server that provides AI coding assistants with comprehensive browser automation and debugging capabilities using Playwright, including visual inspection, DOM debugging, and execution monitoring.

code-context

An MCP server that provides dynamic codebase context to Claude Code through tools like hybrid search, recent changes, and symbol definitions, enhancing AI-assisted coding with local RAG.

MCP Server Trello

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roshan-harf-mcp

A self-hostable MCP server for Roshan AI's Persian speech service, Harf, enabling transcription, forced alignment, real-time streaming, and speaker analysis through natural language.

Figma MCP Server

Enables Cursor to access Figma files through the Model Context Protocol, enhancing its ability to accurately interpret and utilize design data for code generation.

Arbitrum Bridge MCP Server

Enables AI agents to perform cross-chain bridging operations using natural language intents, with support for multiple protocols (Across, Stargate) and advanced security features like oracle validation and slippage protection. Provides comprehensive bridging tools including quote estimation, transaction building, and approval management across Arbitrum and Ethereum networks.

Jenkins MCP Proxy

Enables AI agents and external systems to programmatically trigger and monitor Jenkins jobs, retrieve build status and logs via MCP standards.

Enterprise MCP Gateway and Tool Registry

Enables AI agents to discover and execute tools via a secure MCP server with JWT authentication, RBAC, rate limiting, and audit logging.

MCP Server Generator

Creates, manages, and registers custom MCP servers for Claude Desktop. Enables users to generate and configure new MCP servers through natural language.

dataHill

Enables interactive data analysis using a real IPython kernel with session management, supporting CSV/Excel/JSON loading, code execution, and variable monitoring.

onchain-safety-mcp

MCP server that provides AI agents with crypto token safety checks (honeypot, liquidity, rug risk) and alpha signals (smart money buys, fresh rug radar) across PulseChain, Monad, Base, and BSC.

Luxxon

On-demand live vision MCP for AI agents — open a session at a lat/lng, receive a JPEG snapshot or WebRTC stream, settled per-second in USDC on Base. Four tools (get_session, get_frame, get_stream_url, cancel_session); currently Base Sepolia testnet.

mcp-swiss

Swiss open data MCP server — transport, weather, geodata, companies, etc,. Zero API keys.

Claude Continuity MCP Server

A Model Context Protocol server that provides persistent memory and conversation continuity for Claude Desktop and Claude Code, allowing users to save and restore project context when threads hit token limits.

MCPGate

MCPGate aggregates multiple MCP servers into a single unified endpoint, enabling centralized tool management with granular filtering, automatic namespacing, and observability. Features a real-time web dashboard and optional PostgreSQL-backed audit trails for monitoring and controlling AI tool access across local and remote deployments.

Tusk Drift MCP

Enables AI assistants to search, analyze, and debug application API traffic captured by Tusk Drift, including HTTP requests, database queries, distributed traces, latency metrics, and error rates.

Google MCP Server

Enables appending structured content to Google Docs and creating Gmail drafts through an MCP-style interface with human approval.

SongSage

SongSage is a Model Context Protocol (MCP) server that connects BirdNET-Analyzer-Sierra with Claude Desktop, enabling natural language interaction with bioacoustic data for wildlife monitoring and conservation research.

B&R Automation Studio MCP Server

Enables AI assistants to interact with B\&R Automation Studio projects by building code, running ARsim simulators, and reading or writing OPC UA variables. It facilitates industrial automation development and real-time variable integration through natural language commands.