发现优秀的 MCP 服务器

ai-success-story

Enables AI agents to search and fetch first-person success stories from AI coding sessions, providing transferable patterns and lessons to improve performance on similar tasks.

CaseClerk

MCP server that indexes and searches law firm case documents and drafts Outlook-ready emails, scoped to one client and case at a time.

Synology MCP Server

Comprehensive Synology NAS management through MCP, enabling file operations, downloads, backups, Docker, photos, VMs, snapshots, and more across up to 9 NAS units.

omarchy-mcp

Enables semantic search over Omarchy, Arch Linux, and Hyprland documentation, allowing users to query configuration and usage information via natural language in Cursor, OpenCode, or Claude Code.

Shopify Content Engine MCP Server

Enables agents to validate product content drafts and trigger the Shopify AI content engine workflow to generate complete marketing kits including SEO, ads, blog posts, and images.

vision-mcp

Enables AI-powered vision analysis using local Ollama models. Supports screenshot analysis, OCR, text detection, and health monitoring via MCP protocol.

cpt-analysis-mcp-server

Connects Claude Desktop to a healthcare claims database for natural-language analysis of CPT codes, reimbursement rates, payer performance, and denial patterns.

mcp-ukhsa

Enables natural language queries about UK Health Security Agency (UKHSA) data through the Pipeworx MCP gateway, with no API key required.

laravel-forge-readonly-mcp

A read-only MCP server for the Laravel Forge API, enabling AI assistants to query Forge infrastructure details like servers, sites, deployments, and logs without any write capabilities.

Freshdesk MCP Server

Provides AI assistants with structured access to the Freshdesk customer support platform, including tickets, contacts, companies, agents, groups, knowledge base, and SLA configuration. Features decision-tree navigation and destructive-action guardrails.

runwayMCP

runwayMCP enables job seekers to evaluate US job postings by automatically checking a company's H-1B sponsorship history using real USCIS data, helping them avoid wasting time on roles that won't sponsor visas.

Weather MCP Server

Provides access to real-time weather data, 5-day forecasts, air quality information, and weather comparisons across multiple cities using the free OpenWeatherMap API.

Chrome MCP Bridge

AI-driven browser automation for real Chrome with cookies, login sessions, and extensions intact, enabling Claude Code to control a visible Chrome browser via the Chrome DevTools Protocol.

Epistemic DJ

MCP server that transforms cognitive state into generative music by mapping 13 epistemic vectors to Strudel live coding patterns, with mood presets and a web UI for interactive control.

obliviate

An MCP server for agent memory that enables remembering, recalling, and provably forgetting knowledge with cascade deletion, cryptographic shredding, and signed erasure certificates.

Remote MCP Server on Cloudflare

Deploys a Model Context Protocol server on Cloudflare Workers that enables AI models to access external tools without requiring authentication.

arxiv-mcp-server

基本 arXiv MCP 服务器 (Jīběn arXiv MCP fúwùqì)

Memara

Memara MCP Server provides persistent memory capabilities for Claude Desktop through Server-Sent Events transport. Store conversations, insights, and knowledge with semantic search. Transform Claude from stateless assistant to memory-enabled AI companion.

Web Search MCP Server

Enables web searching and content scraping through Google Custom Search API. Provides tools to search the internet, extract webpage content, and automatically scrape search results for comprehensive information gathering.

MCP Enterprise Architecture Practice 01

Enterprise MCP server providing a suite of tools including file, database, GitHub, Slack, calendar, email, vector search, and Python execution, with safe defaults and OpenAI integration for automatic tool selection.

French Tax MCP Server

Enables AI assistants to calculate French individual income tax and retrieve current tax brackets using official government data. Supports household composition calculations and provides up-to-date tax information for French residents.

HTS MetaTrader5 Trading MCP

Enables Claude AI to perform forex trading operations and market data analysis through MetaTrader 5, including order placement, position management, and multi-timeframe candle data retrieval.

VulScan-MCP

MCP server that scans project dependencies for security vulnerabilities (CVEs) and provides fix instructions directly in VS Code via Copilot.

ast-impact-mapper-mcp

MCP server that analyzes TypeScript/JavaScript codebases via AST parsing and dependency graph tracing to identify affected tests, detect dead code, circular dependencies, and trace import chains, enabling AI agents to run only relevant tests.

hacknplan-mcp

Enables Claude to interact with HacknPlan project management via the MCP protocol. Provides tools for managing projects, work items, boards, milestones, time logs, design models, and cross-project portfolio views.

pyon-mcp

MCP server for the Pyon trading platform that lets AI agents search markets, generate research, build and edit node-graph strategies, run backtests, diagnose problems, and optimize parameters with 2-D sweeps.

DS Web Local

Pluggable local agent capability hub that gives web-based DeepSeek local Agent capabilities (MCP/file operations/skills/desktop automation) and lets local agents reuse the same tools.

jun-skills-hwpx-v2

Unified MCP server for converting Markdown to HWPX documents or generating new HWPX files from templates while preserving formatting.

chapel-support

Enables AI assistants to work with Chapel code, including compiling, linting, and accessing educational primers.