发现优秀的 MCP 服务器

LLM API Benchmark MCP Server

Enables benchmarking of Large Language Model APIs by measuring performance metrics such as generation throughput, prompt throughput, and Time To First Token (TTFT) with configurable concurrency levels and parameters.

MCP Ask-to-Code

An autonomous MCP server that uses the Claude Code CLI to solve coding problems without permission prompts.

Neo4j MCP

Enables LLMs to interact with Neo4j graph databases using natural language to execute Cypher queries and introspect database schemas. It supports both read and write operations for local, Docker, and cloud-based instances like Neo4j Aura.

APK Security Guard MCP Suite

Provides a one-stop automated solution for Android APK security analysis by integrating tools like JEB, JADX, APKTOOL, FlowDroid, and MobSF into unified MCP standard API interfaces.

Ghosthand

Enables MCP-capable coding agents to read and drive the user's browser page with a visible, human-like cursor that evades bot detection.

GitGuardian MCP Server

Enables AI agents to scan projects for leaked secrets and manage security incidents using GitGuardian's comprehensive API. It supports automated secret detection, honeytoken creation, and remediation workflows to secure codebases without context switching.

codesearch

Full-text and structural code search for a large monorepo, exposing results as MCP tools so Claude can query the codebase directly without copy-pasting.

SoloFlow

Grok Agent Store

mcp-gdocs

MCP server for Google Docs, Google Drive, and Comments with flexible authentication, enabling document management, editing, formatting, commenting, and drive operations.

Amadeus MCP Server

Enables natural language search for flights, hotels, tours, and city information via the Amadeus Travel API, with automatic USD currency conversion.

kernel-lore-mcp

MCP server enabling structured search and querying over Linux kernel mailing list archives (lore.kernel.org) for LLM-powered developer tools.

IzmirDamMcp

FastMCP server that provides daily water status and occupancy rates for dams in Izmir, Turkey by fetching data from the official IZSU API.

context

Local-first documentation for AI agents

TubeAlfred MCP Server

Bridges MCP clients to the TubeAlfred YouTube API, enabling tools for video details, transcripts, comments, search, and channel info.

mcp-arcgis-orovalley

Enables querying and exploring ArcGIS geospatial data from Town of Oro Valley, Arizona, including parcels, zoning, and city services.

API Agent

Turn any API into an MCP server. Query in English. Get results—even when the API can't.

mem0-mcp-selfhosted

Self-hosted mem0 MCP server for Claude Code. Run a complete memory server against self-hosted Qdrant + Neo4j + Ollama while using Claude as the main LLM.

Swagger API MCP Server

A server that fetches and parses Swagger/OpenAPI documentation from specified URLs, supporting multiple transport methods like stdio, HTTP, and SSE.

AgentForce Reliable Server

可靠的、符合 MCP 标准的 Agentforce API 服务器，具有回退模式

mail-muncher

Serves a strictly read-only mail archive over MCP: ordered filter rules pull matching messages from any IMAP mailbox or the Gmail API and write them to disk as byte-faithful .eml plus markdown with YAML frontmatter. Exposes list_rules, list_messages, search_messages, read_message (with full-thread reads) and sync; it never sends, deletes or modifies mail.

SSH MCP Server

Enables AI assistants to securely execute commands, transfer files, and manage port forwarding on remote servers via SSH.

TRON Energy/Bandwidth MCP Server

TRON Energy & Bandwidth marketplace for AI agents — 27 MCP tools for buying/selling resources, DEX swaps, and automated energy management via Streamable HTTP.

1、前言

MCP服务器示例

mcp-frinkiac

Search and caption Simpsons screencaps from Frinkiac and Morbotron.

Olist Tiny ERP

Read-only MCP server for Olist Tiny ERP, enabling querying of products, inventory, orders, invoices, accounts, contacts, shipping, purchase orders, CRM, and price lists via the official REST API v3.

py-mcp-wiki-helper

MCP server to query a Git-hosted Wiki, offering tools to list, search, and read Markdown documents via Codex or VS Code.

lunchmoney-mcp-server-oauth

Self-hostable remote MCP server for Lunch Money with built-in OAuth 2.1, enabling Claude to access transactions, budgets, and more on mobile, web, and desktop.

Turbot Guardrails MCP Server

Connects AI assistants to Turbot Guardrails for natural language exploration, analysis, and automation of cloud governance.

ClassCraftMCP

An MCP server for creating and validating lesson plans based on the 2022 revised Korean middle school math curriculum, providing context, validation, and rendering tools.

FormIO MCP Server

Enables AI agents to interact with the FormIO API for dynamic form creation, submission management, and user roles using natural language.