Discover Awesome MCP Servers

openalgo-mcp

MCP server for OpenAlgo, enabling algorithmic trading operations via natural language commands.

TestRail MCP Server

AI-native Model Context Protocol (MCP) server for TestRail. Lets Claude, Cursor, Windsurf, and other AI assistants browse projects, create and update test cases, kick off test runs, and record results through natural-language conversation — with strongly-typed tool schemas and per-project custom field validation that helps LLMs generate valid TestRail requests on the first try.

PointsYeah MCP Server

Enables award flight search across 20+ airline programs using PointsYeah, with tools for comparing programs, estimating points value, and checking redemption deals.

Mcp-Swagger-Server

A Model Context Protocol (MCP) server that converts OpenAPI/Swagger specifications to MCP format, enabling AI assistants to interact with REST APIs through standardized protocol.

🧠 Telegram Bot MCP Server

电报机器人 MCP 服务器 (Diànbào jīqìrén MCP fúwùqì)

Elasticsearch Memory MCP

Provides persistent, intelligent memory using Elasticsearch with hierarchical categorization and semantic search for LLM contexts.

expenses-mcp-server

Enables LLM clients to manage a financial ledger by adding, listing, and summarizing expenses via a remote MCP server using SSE transport.

MCP Guidelines Server

A remote MCP server that serves versioned Enterprise & Architecture guidelines (security, architecture, compliance) to LLM clients via Streamable HTTP with Bearer-token authentication.

businys

Multi-practice operations platform for independent professionals — 221 MCP tools across 26 practices including clients, invoices, contracts, bookings, and more.

mcp-server-muscxml

MCP server for MusicXML references.

mcp-oss-onramp

An MCP server that scouts truly beginner-friendly open-source issues from GitHub, checking availability and summarizing them for AI consumption.

Desktop Commander MCP

一个服务器，它允许 Claude 桌面应用通过模型上下文协议在你的电脑上执行终端命令和编辑文件，具有命令执行、进程管理和高级文件操作等功能。

idotmatrix-mcp

An MCP server that lets AI assistants draw pixel art on iDotMatrix LED displays over Bluetooth.

sovseal MCP Server

Provides a private, on-device memory with semantic search for MCP clients, enabling encrypted storage and recall of context facts without external API calls.

MCP Filesystem Server

Provides LLM-optimized tools for advanced code analysis, repository complexity evaluation, and call graph generation. It enables users to visualize directory structures, detect code patterns, and build semantic context with significant token savings.

Colab MCP

A Model Context Protocol server that enables users to control and interact with Google Colab instances via a reverse proxy. It supports executing shell commands, running persistent Python code, and monitoring system resources like CPU, GPU, and RAM.

mem0-mcp-toggle

A local Mem0 MCP server for macOS with a menu bar toggle, storing memories locally in Chroma and using any OpenAI-compatible LLM for fact extraction.

mcp-chromium-cdp

MCP server for controlling Chromium/Chrome via Chrome DevTools Protocol. Supports cross-platform automation, auto-launch, and automatic reconnection.

agentic-memory

A persistent, bitemporal, injection-safe memory MCP server for coding agents, offering unified retrieval across six memory layers, non-destructive belief revision, and multi-tenant namespace isolation.

Apple Health Shortcuts MCP

This MCP server exposes read-only Apple Health data to AI assistants via three tools (health_now, health_detail, health_trends), deployable to Cloudflare with a one-click button and no coding required.

x402 Stellar MCP Server

Enables AI agents to pay for protected HTTP resources using Stellar USDC via the x402 protocol, facilitating automated payments and access to paid APIs.

hap-oauth-mcp

Provides automated login and credential refreshing for Mingdao (HAP) using Playwright to extract session tokens and cookies. It enables AI tools to maintain authenticated access to Mingdao Cloud for automation scripts and MCP configurations.

jenkins-mcp

Provides AI assistants with full access to Jenkins CI/CD systems, enabling querying, managing, and controlling Jenkins jobs, builds, nodes, and queues through natural language.

hybrid-rag-mcp-server

Enables natural language search over PDF documents using vector search, allowing MCP clients like Claude Desktop to query PDF content.

Photography AI MCP

Photography AI - MCP server providing AI-powered tools and automation by MEOK AI Labs

au-trademark-trends-mcp

MCP server for analyzing Australian trade mark trends using IP Australia's IPGOD data. Provides 12 tools for filing trends, class rankings, keyword analysis, applicant profiles, and more via DuckDB.

@redairforce/wikijs-mcp

A comprehensive MCP server for Wiki.js integration with hierarchical documentation support and multi-level context management.

OpenWrt MCP Controller

Enables management and control of OpenWrt devices via a simple API, including reboot, status checks, log reading, and LED control.

mcp-stock-research

A lightweight MCP server that provides stock research tools for Japanese and US stocks, including price, dividends, valuation, and screening, powered by yfinance.

WordPress MCP Server

Enables AI agents to interact with WordPress websites through structured tools, supporting posts, pages, media, users, categories, tags, plugins, themes, menus, and WooCommerce with secure authentication.