发现优秀的 MCP 服务器

twelvelabs-indexing

Enables video indexing with TwelveLabs by uploading local video files and tracking task status.

jira-mcp-server

Enables Claude Code CLI to interact with Jira, including fetching issue details, searching issues with JQL, retrieving comments, and getting user info, with support for multiple Jira environments.

gitlab-mcp-server

Model Context Protocol (MCP) server for GitLab — exposes 1006 GitLab REST & GraphQL API operations as MCP tools (42 meta-tools / 57 enterprise), 24 resources, 38 prompts, and 17 completion types for AI assistants. Written in Go, single static binary, stdio and HTTP transport.

Attendee MCP Server

A Model Context Protocol server that allows users to create and manage meeting bots capable of joining video calls, speaking, sending chat messages, and retrieving meeting transcripts.

Painel Sintético Concorde

Enables AI assistants to explore a panel of 787 synthetic Brazilian banking consumer personas for product discovery, with deterministic filtering and statistical facts.

JauMemory MCP Server

Provides persistent memory for AI assistants, enabling storage, recall, and analysis of information across conversations with intelligent memory management.

GitHub MCP Server

Enables natural language interaction with GitHub repositories, allowing listing repos, managing issues and pull requests, and reading files. Built with FastMCP and the GitHub REST API, it supports rate limiting and Docker deployment.

AINative ZeroDB MCP Server

Provides AI assistants with vector search and persistent memory capabilities using ZeroDB. Enables storing and retrieving context across sessions, semantic document search, and analytics through natural language interactions.

🚀 MCP-AWS: AI Agent for AWS EC2 Management

POC：使用 OpenAI Agents SDK 的 MCP 服务器

Stelar Signals MCP

Enables AI agents to access crypto market signals including regime, sentiment, price, risk, and text tools like summarization and fact-checking, backed by a live production-grade classifier.

Halal Terminal MCP

Provides 22 tools for Shariah-compliant stock and ETF screening across 5 methodologies, portfolio auditing, zakat calculation, and live market data for AI agents.

oas-execute-mcp

An MCP server that adds a safety layer with eight independent checks and audit logging between a language model and a broker order, supporting both on-disk simulation and live MetaTrader 5 terminals.

Clojars MCP Server

镜子 (jìng zi)

tsugime

tsugime is an MCP server that declares expected correspondences between tools (like index files and actual files) and checks them. It reports any mismatches, never modifying anything.

studiomeyer-crm

AI-native CRM with 33 tools. Pipeline, leads, health scores, revenue analytics, CSV import/export.

apex-browser-mcp

Local, multi-session MCP server driving real Chrome, Chromium, WebKit, and Safari engines, with attach-to-running-Chrome support, no API keys or cloud required.

elastic-security-mcp

A Python MCP server that provides AI agents with a controlled, read-first interface to Elasticsearch, Kibana Security, Fleet, and Elastic Defend.

Apache Spark MCP Server by CData

Apache Spark MCP Server by CData

uthere

Camera-based presence detection MCP server for Claude Code. Uses your webcam to check if you're sitting at your computer, and can automatically keep Claude working when you step away.

SparkMango

Sparkmango 允许代理从合约 ABI 生成和使用 MCP 服务器。

Security Weekly MCP

An MCP server that generates security weekly reports and manages a terminology glossary for the Taiwanese cybersecurity community.

PurelyMail MCP Server

Provides AI assistants with access to PurelyMail's email management API, enabling user, domain, routing, and billing management through natural language.

2Bot

Enables ChatGPT to execute Codex CLI prompts locally through a secure MCP tool, with support for both local stdio and remote HTTP modes.

Simple Calculator MCP

Provides basic mathematical operations including addition, subtraction, multiplication, division, and power calculations through a Model Context Protocol interface.

NodeCodeStudio

NodeCodeStudio is a hybrid MCP implementation that lets AI agents activate and manage tools like Gmail, Google Calendar, WordPress, Asana and more through a unified interface. It also includes a Browser MCP extension with ready-made automations like LinkedIn jobs and price searches.

SNIFA MCP Server

Connects Claude to public environmental enforcement data from Chile's Superintendencia del Medio Ambiente (SNIFA), enabling search and retrieval of sanctions, inspections, measures, and registrable units filtered by category, region, and entity.

discord-developer-mcp

Enables AI agents to interact with a Discord test bot to verify bot behavior by sending messages, managing channels and roles, and observing gateway events.

DocGraph

MCP server that indexes Markdown, Word, HTML, and PDF documents into a SQLite knowledge graph with CJK+Latin full-text search and cross-document reference tracking. Runs drift audits to surface stale policies, conflicting research claims, superseded ADRs, and undocumented code exports.

BugBounty MCP Server

Enables comprehensive security testing and penetration testing through natural language conversations with 92+ tools for reconnaissance, vulnerability assessment, web application testing, OSINT, and reporting. Designed for authorized bug bounty hunting and security assessments.

Microsoft Copilot Studio ❤️ MCP

A Model Context Protocol (MCP) server that provides joke-fetching capabilities, demonstrating how to deploy an MCP Server and integrate it with Microsoft Copilot Studio.