Discover Awesome MCP Servers

genesys-memory

Causal graph memory engine for AI agents. Scores memories using relevance × connectivity × reactivation, connects them in a causal graph, and actively forgets irrelevant ones. 11 MCP tools including store, recall, search, traverse, and explain.

mcp-epochs

Provides current Unix timestamp in seconds, milliseconds, and ISO 8601 format to LLMs via a simple MCP tool.

agent-bm25-knowledge-mcp

A local BM25 knowledge retrieval MCP server that indexes configured files and directories for agents like Claude Code, Kiro CLI, and Codex, providing interpretable search and chunk retrieval tools.

Realty In Ca1 MCP Server

Enables users to access the Realty In Ca1 API to search for residential and commercial property listings, view detailed property information, and retrieve neighborhood demographics or statistics. It supports filtering by geographic location, price range, building type, and other real estate characteristics.

Last.fm Taste MCP

Provides Last.fm listening analytics and recommendations by combining Last.fm and MusicBrainz metadata, maintaining a local listening index, and recording explicit preferences. Enables queries for listening summaries, taste profiles, artist context, and evidence-backed recommendations via MCP tools.

mcp-opentable

Enables AI agents to search restaurants, check availability, and book reservations on OpenTable, with persistent sessions and MFA handling.

MCP Lab Workshop

MCP server for controlling a real-time interactive dashboard deployed on Cloudflare Workers. It provides tools to toggle features, update statistics, set messages, and simulate traffic.

URL Fetcher MCP Server

Enables AI assistants to fetch and analyze web content from URLs through MCP protocol. Supports batch processing, content extraction, summarization, and metadata extraction with intelligent filtering of ads and navigation elements.

@mudravaorg/mcp-server

MCP server for PixelFixer, a visual bug tracking and kanban board tool. Connects AI agents to your PixelFixer projects.

mcp-server

Production-ready TypeScript MCP server exposing utility, GitHub, and Microsoft Teams tools over stdio.

mcp-optimizer

mcp-optimizer

MCP Server Example

一个模型上下文协议（Model Context Protocol，MCP）服务器的教育性实现，演示了如何构建一个功能性的 MCP 服务器，以便与各种 LLM 客户端（如 Claude Desktop）集成。

Adopte un Conteneur — Container Delivery Calculator

Calculate empty shipping container delivery costs in France. Automatically selects the optimal depot and returns real prices (without and with VAT).

MCP System Bridge

A server that bridges the Model Context Protocol (MCP) to native OS functionalities, allowing AI assistants to open URLs, manage clipboard content, and retrieve date information.

UNHCR Population Data MCP Server

提供一个标准化的界面，以便访问联合国难民署 (UNHCR) 的难民统计数据，允许人工智能代理通过原籍国、庇护国和年份来查询数据。

mcp-server-mattermost

Lets AI assistants read, search, and post messages in Mattermost channels, manage threads, reactions, files, and users with 38 tools.

wavespeed-mcp-worker

Remote MCP server that integrates WaveSpeed's image and video generation into Claude, supporting text-to-image, image editing, video generation, and job status polling via custom connector.

GitLab-MCP-Server

镜子 (jìng zi)

kaseya-bms-mcp

MCP server for Kaseya BMS PSA — tickets, accounts, time entries, and contracts. Enables AI assistants to manage service desk operations via the Kaseya BMS API.

web-tools-mcp-server

Drop-in replacement for Claude's native web_search and web_fetch tools, resolving IP blocks and user-agent detection by using your own API keys and proxy.

mcp-mercado-bitcoin

MCP server for Mercado Bitcoin exchange that provides 31 tools for consulting prices, managing accounts, trading cryptocurrencies, and handling wallet operations via natural language.

Starterbox

A meta-MCP server that helps users install and configure other MCP servers directly through Claude prompts, supporting both npm and PyPi packages.

Iris MCP

Enables Claude Code instances across different project directories to communicate and coordinate. Stay in one project while asking questions to teams in other codebases through cross-project messaging and coordination.

MCP Voice Soundboard

A text-to-speech MCP server with 48 voices across 9 languages, supporting emotion spans, SFX tags, and multi-speaker dialogue. Deployable via a single npx command with built-in guardrails and swappable backends.

MCPGuard-Lab

A security research MCP server for testing tool call safety with deterministic policies like allowlists, path boundary enforcement, SSRF prevention, output redaction, and prompt injection detection, without requiring external LLMs or API keys.

evalgate

Eval-integrity statistics for AI benchmark claims — multiple-testing correction, power/MDE for model gaps, judge-bias and leaderboard-rank checks. Catches a benchmark number that won't survive a second look.

OpenAPI Contracts MCP Server

Enables AI assistants to browse, read, compare, and validate OpenAPI contracts for providers and consumers.

Enhanced Reablocks MCP Server

A Model Context Protocol server that generates production-ready React components using the Reablocks design system through natural language processing.

Jina Reader MCP Server

Jina Reader MCP 服务器。通过在 GitHub 上创建帐户来参与 wong2/mcp-jina-reader 的开发。

barberhq-mcp

Exposes foldkit's 7-prime spine, 7 κ-bands, and 6 fold operations as MCP tools and resources, enabling folding, unfolding, and band classification in any MCP client.