发现优秀的 MCP 服务器

perf-mcp

Enables LLMs to analyze Linux perf data files using 26 perf analysis commands, including report, script, annotate, and more, through typed tool parameters.

k-phi

Enables AI assistants to perform anonymous financial analysis on uploaded general ledger (GL) exports, covering ratios, DSCR, cash flow, and other diagnostics, with deep links to the K-Phi platform for conversion.

Tiger Salesforce MCP Server

Enables semantic search of Salesforce case summaries using embeddings, accessible via MCP tools and REST API.

Home Controller

A unified smart home automation system that enables control and monitoring of Miele appliances, LG ThinQ devices, HUUM saunas, and Phyn water monitors through Claude using the Model Context Protocol.

chuk-mcp-s3-bucket-manager

The CHUK MCP S3 Bucket Manager is a Python-based tool for managing Amazon S3 buckets using the MCP runtime. This utility provides a simple interface for listing, creating, and deleting S3 buckets.

OrgX MCP

Provides organizational memory for AI agents, enabling shared company memory, decision recall, artifact management, approval review, task delegation, and initiative tracking.

DOSBox-X MCP Debugger

This MCP server enables AI agents to inspect and control the native DOSBox-X debugger through bounded MCP tools, including breakpoint management, execution control, register/memory inspection, and disassembly for DOS program debugging and reverse engineering.

Textra Japanese to English Translator

Translates Japanese text into English using the Textra API service, enabling LLMs with limited Japanese understanding to process Japanese instructions.

@vforvaick/pi-codebase-memory-mcp

MCP server that wraps codebase-memory-mcp to provide code indexing, search, tracing, and architecture analysis tools with automatic reindexing after source changes.

ecommerce-3d-mcp

Enables AI assistants to generate 3D product viewers, AR try-on experiences, Shopify integrations, and SEO metadata for e-commerce stores.

@takeokunn/metabase-mcp

A Model Context Protocol server for Metabase that enables AI assistants to interact with Metabase instances, providing 418 tools across 58 categories for database, card, dashboard, collection, user, permissions, and more management.

Bionics

MCP server for controlling Unreal Engine 5 with 199 tools across 37 categories, including Blueprint analysis, animation pipeline, and async tasks.

tiny-mcp-gateway

A zero-dependency MCP proxy/gateway server that aggregates multiple MCP servers, routes tools by prefix, load balances, and enforces authentication and rate limits.

MCP-Server-CollageAI

Provides tools for querying student academic data such as subjects, marks, performance reports, timetable, exams, fees, events, holidays, and assignments via natural language.

mcp-cli-tools

MCP server that gives AI coding agents (Claude Code, Cursor, Cline, etc.) access to multiple AI models through Antigravity CLI and OpenAI Codex CLI, enabling mid-conversation model consultation and code review.

MCP Starter Server

Provides a Model Context Protocol server with tools for arithmetic and system status, resources for info and configuration, and prompts for code review and summarizing meeting notes.

ticktick-mcp

Enables AI assistants to manage TickTick tasks and projects via natural language, including CRUD operations, moving tasks, and advanced filtering.

windows-computer-use-mcp

An MCP server that gives AI agents human-like control over Windows via visual perception and simulated mouse and keyboard input, enabling automation of any application without APIs.

Kratos MCP

Ultra-lean memory system for AI coding tools that stores project knowledge locally with SQLite and enables AI to remember your project across sessions.

Polygraph MCP Server

Provides MCP tools that expose runtime-proven data lineage verdicts from Polygraph, allowing agents to verify declared catalog lineage, detect undeclared sources and phantom edges, and retrieve incident reports.

mcp-google

Exposes 25 tools for Claude Code across Gmail, Calendar, Drive, Docs, Sheets, and Slides. Supports multi-account, local-first, encrypted OAuth tokens.

fastapi-sse-mcp

A FastAPI MCP server that uses Server-Sent Events as a transport layer, providing echo functionality through tools, resources, and prompts.

tuxedo-qa

Enables AI assistants to create, run, autocorrect, and monitor Playwright tests for your app with a local dashboard, credential vault, and public status page.

YAPI MCP Server

Enables AI assistants to manage YAPI API documentation by providing tools to create, update, and retrieve interface details. It also supports running automated tests and managing API data across multiple configured projects.

apc-mcp

apc-mcp is a Model Context Protocol server that brings audio plugin development workflows into any MCP-compatible client by wrapping CMake, ctest, clang-format, pluginval, and clap-validator into a clean tool interface for building, testing, linting, validating, and scaffolding JUCE, CLAP, VST3, and ARA plugin projects.

tydro-mcp

MCP server for the Tydro lending protocol on Ink blockchain, enabling AI agents to interact with lending reserves including supply, borrow, repay, and withdraw operations.

Advanced Prompting Engine

An MCP server that provides a multidimensional philosophical framework for prompt engineering by mapping intent across ten distinct branches of thought. It generates a principled construction basis, including active constructs and spectrum tensions, to guide the creation of structured and intentional prompts.

codex-fusion-mcp

MCP server enabling Claude to consult Codex (GPT-5.x) mid-task for second opinions, plan/diff review, brainstorming, and codebase exploration via structured debates and permission-controlled interactions.

discord-sovereign-mcp

Enables full-lifecycle Discord server management from any LLM, including creation, administration, and scaffolding, with a sovereignty guard ensuring mutations only occur when the client has the highest role.

datanika-mcp

Read-only-by-default MCP server for Datanika, an open-source dlt + dbt-core data pipeline platform: browse connections, introspect and preview source tables, compile and run dbt transformations, and monitor pipeline runs. 25 tools (17 read-only, plus 8 write tools gated behind --allow-write); source lives in the datanika-mcp/ subdirectory of the repo.