发现优秀的 MCP 服务器

Vec Memory MCP Server

Provides graph-based semantic memory storage and retrieval using vector embeddings and SQLite, enabling relationship creation between memories and similarity-based search through natural language.

odoo-mcp-gateway

Security-first MCP gateway for Odoo 17/18/19 — 27 tools, YAML-driven security

Next.js Todo MCP Server

Enables AI chat integrations to manage todo lists by providing tools for adding, listing, updating, and deleting tasks. It is built with Hono and supports flexible deployment options including Cloudflare Workers with D1 persistence.

AnySite MCP Server

Enables comprehensive access to LinkedIn and Instagram data including user profiles, posts, comments, and account management features like messaging and connections. Also provides Google search and Reddit post search capabilities through the AnySite API.

Docs MCP Server

A flexible Model Context Protocol server that makes documentation or codebases searchable by AI assistants, allowing users to chat with code or docs by simply pointing to a git repository or folder.

mcp-backend

MCP server providing backend access to PostgreSQL, Storage (Supabase/S3), Iceberg data lake, and SQL seeds. It offers 32 tools for database queries, storage operations, seed management, and more.

bach-bin_ip_checker

An MCP server that provides tools for credit card BIN lookups and IP address verification to help prevent fraudulent transactions. It enables users to validate card details and perform IP lookups using the Bin Ip Checker API.

GhidraMCP

Enables LLMs to autonomously reverse engineer binaries using Ghidra's capabilities including decompilation, function analysis, automatic renaming, and BSim integration for function similarity matching.

Vercel MCP Integration

MCP 服务器连接 Claude 到 Vercel (MCP 服务器连接 Claude 至 Vercel) - This is a more formal and slightly more common way to say it.

TokenLens MCP Server

Enables AI agents to compare AI model pricing plans, run cost scenarios, find break-even points, and get plan recommendations using TokenLens data.

novada-mcp

One MCP server. All web data. Search, scrape, crawl, proxy, and AI research — in a single npx command.

ElevenLabsMcp-Windows

Windows-optimized MCP server for ElevenLabs text-to-speech and audio processing, with fixed file paths and Cursor IDE integration.

AFC Commander (Free Edition)

Enables managing a parametric CLI command registry with profile isolation and pipelines from Cursor agents via 11 MCP tools.

Storybook MCP Server

一个模型上下文协议（Model Context Protocol）服务器，它与 Storybook 集成，以帮助 AI 工具查询 UI 组件并从静态 Storybook 文件中检索使用示例。

Hyper MCP Terminal

一个基于 MCP 协议的 Electron 桌面终端应用，为 AI 助手提供安全的远程 shell 执行能力。

mk-qa-master

mcp-test-runner is an MCP server that lets your AI client (Claude / Cursor / Codex / Gemini) drive your entire QA loop end-to-end: * Run tests across pytest / Jest / Cypress / Go / Maestro — single MCP surface, one env var to switch * Analyze a URL (Web DOM probe) or a live mobile screen (Maestro hierarchy) to extract testable modules + candidate cases * Generate runna

Railway MCP Server

Enables interaction with Railway cloud platform through the CLI to manage projects, services, deployments, and environments. Supports creating projects, deploying templates, managing environment variables, and monitoring logs through natural language commands.

TIDAL MCP: My Custom Picks

An MCP server that enables highly personalized music recommendations from TIDAL based on custom criteria, allowing users to create and manage playlists directly in their TIDAL account.

Conectica

An MCP server that enables multiple AI models (Claude, ChatGPT, Gemini) to share and persist context via a local-first vault of markdown files and SQLite index, allowing seamless cross-AI memory.

MCP SAP GUI Server

An MCP server that enables AI assistants to interact with SAP GUI for Windows through the SAP GUI Scripting API.

DexScreener MCP Server

一个 MCP 服务器实现，可以访问 DexScreener API 数据，从而提供跨多个区块链的 DEX 交易对、代币概况和市场统计的实时信息。

Snowflake MCP Server

Provides secure, read-only access to Snowflake data warehouses, enabling AI assistants to explore schemas, write queries, and analyze data with SSO authentication and smart caching.

canido

Regulatory intelligence API — look up permits, licenses, and fees for food service businesses in Austin, SF, and NYC.

MCP Framework Documentation Server

Provides tools for AI agents to search, browse, and retrieve the full documentation for the mcp-framework. It enables agents to access documentation sections and page content directly within MCP-compatible environments like Claude Code and Cursor.

Talk2Data InsightGenius

Analyze survey data (.sav, .csv, .xlsx) through Claude — crosstabs with significance testing, ANOVA, correlation, gap analysis, and publication-ready Excel exports. Upload once, analyze unlimited.

mcp_arena

A production-ready Python library for building MCP servers with agent orchestration and domain-specific presets for platforms like GitHub, Slack, and Notion.

Accordo

A YAML-driven workflow guidance MCP server that enables AI coding agents to follow structured development workflows with real-time state tracking and progression control.

Resume Gap Analyzer

Analyzes resumes against job descriptions to identify missing skills, keywords, and improvement opportunities using AI. Provides structured feedback including gap analysis, ATS optimization suggestions, and actionable recommendations to improve job application success.

Enhanced Memory MCP Server

A high-performance memory management system for AI agents with 200+ tools including 4-tier memory architecture, advanced RAG pipeline, and Git-like versioning.