发现优秀的 MCP 服务器

Firecrawl MCP Server

镜子 (jìng zi)

ctxdebug

MCP server that connects WinDbg, IDA Pro, and x64dbg to AI assistants for reverse engineering and Windows security research, offering 160+ tools for debugging, analysis, and cross-debugger workflows.

kaval

Freshness gate for AI agents: verify a belief is still true against the live world before you act.

DevRev MCP server

镜子 (jìng zi)

Instagram

Lets you publish photos, videos, carousels, Reels, and Stories via the official API, manage comments and DMs, and pull profile and media insights. The Advanced plan also enables following, unfollowing, liking, and viewing stories.

3xpl.com JSON API MCP server

一个模型上下文协议（MCP）服务器，用于使用 3xpl.com JSON API 查询来自 48 个区块链的数据。

MCP Playwright Browser

Exposes Playwright-powered automation tools to AI assistants for navigating web pages, interacting with elements, and extracting structured data. It features specialized scrapers for Indeed and Google Search, along with stealth mode to bypass bot detection.

MCP-AppleScript

A local MCP server that provides a secure bridge for automating macOS applications like Notes, Calendar, and Mail through AppleScript. It uses template-based execution and policy-based allowlists to enable safe, structured interaction with system tools.

ickyMCP

RAG-powered document search server that enables semantic search across large collections of legal and business documents (PDF, Word, Excel, PowerPoint) using local embeddings with no API costs.

mcp-forge

A FastAPI-style framework for building MCP servers in Python, enabling declarative tool definitions with automatic schema validation and multiple transport options.

mnemo

MCP server providing persistent, local-first memory for AI agents via Markdown files in a git repo, with search, branching, and auditability.

FAA Delays MCP

Provides live US airport operational status and delay data from the FAA, free and without authentication.

local-expense-tracker

A local MCP server for tracking personal expenses using SQLite, enabling users to add, list, and summarize expenses via natural language.

Brand Images → Notion

Enriches Claude with tools to generate brand-consistent images using OpenAI's gpt-image-2 and upload them directly to Notion pages.

Qwen Vision MCP Server

Enables to analyze local images or remote URLs using Alibaba Qwen3.7-plus vision model via DashScope's Anthropic-compatible endpoint.

MS SQL Server MCP Server

用于 MS SQL 集成的 MCP 服务器 - 为 Microsoft SQL Server 提供 ModelContextProtocol 支持

big-mailer

MCP server for the big-mailer self-hosted email platform, exposing 93 tools to manage subscribers, consent, sequences, broadcasts, segments, and Stripe reconciliation via natural language.

3dstreet-mcp

A Model Context Protocol server that lets Claude Desktop or Claude Code drive a 3DStreet scene running in your browser, enabling scene creation, editing, and geospatial features.

fetch-guard

Fetch URLs and return clean, LLM-ready markdown with metadata and layered prompt injection defense. Configurable timeouts, word limits, JS rendering, and link extraction. All-in-one MCP server + CLI.

screenplaywriter-mcp

An MCP server for reading, writing, and analyzing screenplays in Fountain format. It parses screenplays into structured data, edits scenes, generates character reports and production breakdowns, and writes proper Fountain syntax.

yardstick-mcp

Enables AI assistants to read Yardstick personal finance data, including net worth, transactions, accounts, and spending insights, through natural language queries.

warmstart

An MCP server that exposes a verified manifest of a repository's development commands, allowing AI coding agents to instantly learn the correct dev loop without trial-and-error.

ppxc-leads-mcp

Enables AI agents to discover high-intent leads from social media comments (Douyin, Xiaohongshu, Kuaishou) using PPXC's analysis engine, with tools for login, keyword search, and lead management.

Constrained Optimization MCP Server

Enables solving complex combinatorial optimization problems with logical and numerical constraints through multiple solvers (Z3, CVXPY, HiGHS, OR-Tools). Specializes in portfolio optimization, scheduling, resource allocation, and constraint satisfaction problems.

D-Knowledge Graph

A local-first, LLM-agnostic MCP server that lets you ask hard questions about your documents, media, and code, and get traceable answers entirely offline.

Rememberizer MCP Server

Enables interaction with Rememberizer.ai knowledge repositories to search, retrieve, and store information across sources like Slack, Gmail, and Google Drive. It supports semantic search and agentic queries to access and manage personal or team internal knowledge.

dld-mcp

Enables querying 1.6M+ Dubai Land Department sales transactions and 9.5M+ Ejari rental contracts with flexible filters by area, property type, bedrooms, and date range.

ROS2 Exec MCP Server

Enables execution of ROS 2 CLI commands through the Model Context Protocol, supporting configurable timeouts, working directories, and secure command whitelisting.

timedoctor-mcp

MCP Server for extracting Time Doctor time tracking data via AI assistants.

personal-fitbit-mcp-server

Enables AI assistants to access and analyze Fitbit health data (activity, sleep, heart rate, weight, profile) via natural language through the Fitbit Web API.