发现优秀的 MCP 服务器

act-testing-mcp

MCP server for testing GitHub Actions workflows locally using nektos/act.

AI Collaboration MCP Server

Enables autonomous AI-to-AI collaboration between Claude and Gemini to execute complex development projects with minimal human intervention. It provides a role-based system with task dependencies, automated project planning, and continuous execution loops.

spatial-memory-mcp

A persistent semantic memory system for LLMs with time-based decay, automatic memory capture, and spatial navigation tools for exploring knowledge graphs.

ai-cost-calculator-api

Enables AI cost calculation, comparison, and optimization across major providers like Anthropic, OpenAI, Google, Meta, and Mistral. Supports cost estimation, budget-aware model finding, and token estimation through a simple API and MCP integration.

Better Google Search Console

Downloads your entire Search Console dataset into a local SQLite database, then gives your LLM a pre-built SQL query library for every standard SEO analysis type, with context available for your LLM to perform any SQL query to answer your questions and analyse for you.

AWS MCP Server

Provides read-only access to AWS resources including S3 buckets, EC2 instances, IAM users, and caller identity verification through the Model Context Protocol.

VisualQ MCP Server

Enables running visual regression tests, polling results, and reading structured failure reports via MCP clients like Cursor or Claude Desktop.

mcp-data-profiler

MCP server that profiles local data files (CSV, Parquet, JSON, Excel) and returns compact structured summaries with data-quality flags, enabling AI agents to understand datasets without seeing raw rows.

Kiseki-Labs-Readwise-MCP

A Model Context Protocol Server that enables language models to access and manipulate Readwise documents and highlights programmatically.

Pane

Enables AI agents to create visual, interactive interfaces with diagrams, structured input forms, and persistent state management instead of text-only responses.

Deepghs MCP

MCP server for the DeepGHS anime AI ecosystem. Dataset discovery, tag search, character dataset finder, and training pipeline code generation.

Amazon CloudWatch Logs MCP Server

一个模型上下文协议 (MCP) 服务器，它使 AI 助手能够通过使用 AWS SDK 的标准化接口与 Amazon CloudWatch Logs 交互。

gmod-mcp

A local-first MCP server for AI-assisted Garry's Mod addon development.

Waktu Solat MCP

MCP server for Malaysian prayer times, providing tools to get daily and monthly prayer schedules, next prayer times, and zone listings via the api.waktusolat.app.

k8s-mcp-server

An MCP server that provides complete Kubernetes API operations, enabling cluster management, resource CRUD, diagnostics, backup/restore, and multi-cluster configuration via natural language.

FastMCP MCP Server

A Model Context Protocol (MCP) server built with FastMCP that provides tools for web scraping and documentation searching.

Workflow86 MCP Server

A Node.js MCP server that enables interaction with the Workflow86 public API for workflow automation.

aws-ecs-mcp

An MCP server for managing AWS ECS clusters, services, tasks, and container logs. Enables AI assistants to perform operations like scaling, deployments, and log retrieval via natural language.

DaVinci MCP Professional

A professional implementation of a Model Context Protocol server that enables integration between DaVinci Resolve video editing software and AI assistants like Claude Desktop or Cursor.

Google Sheets Advanced MCP Server

Enables AI assistants to fully control Google Sheets, including charts, pivot tables, formulas, formatting, and analytics, beyond basic read/write operations.

sunat-datos-abiertos-mcp

MCP server that exposes SUNAT Peruvian tax agency datasets (RUC registry, electronic receipts, IGV agents) via CKAN API with streaming preview and automatic zip decompression.

claude-memory

Provides persistent, searchable memory for Claude Code using local SQLite, semantic embeddings, and full-text search, enabling Claude to recall and retrieve context across sessions and projects without external services.

MCP Server Legifrance

A server implementing the Model Context Protocol to allow direct access to French legal resources (laws, codes, case law) from compatible Large Language Models like Claude, enabling interactive legal research through the Legifrance API.

@grec0/mcp-secure-env-elicit

A secure wrapper that launches other MCP servers, replacing environment secrets with placeholders and eliciting them via an encrypted browser form, never exposing secrets to the model or client.

GitHub MCP Server

Enables GitHub API integration via MCP, allowing search, repository details, file contents, and issue management.

Memory Context MCP Server

A Model Context Protocol (MCP) server that gives LLMs persistent, semantic memory using vector search with ChromaDB.

Ray Group DeFi UX MCP Server

Provides AI agents with direct access to the Ray Group DeFi UX rubric, named patterns, and cognitive-bias glossary for grounded UX assessments of DeFi protocols.

MCP Config Manager

这个软件包提供了管理 MCP 服务器配置的功能，适用于不同的客户端，例如 Cline 和 Claude Desktop。

Ksrk Mcp Server Client

好的，我明白了。您希望我使用 MCP 服务器来获取关于您的最新信息。目前，您可以将该 MCP 服务器添加到 Claude 桌面版，或者创建一个自定义客户端，您可以在文件中找到相关信息。 (Hǎo de, wǒ míngbái le. Nín xīwàng wǒ shǐyòng MCP fúwùqì lái huòqǔ guānyú nín de zuìxīn xìnxī. Mùqián, nín kěyǐ jiāng gāi MCP fúwùqì tiānjiā dào Claude zhuōmiàn bǎn, huòzhě chuàngjiàn yīgè zìdìngyì kèhùduān, nín kěyǐ zài wénjiàn zhōng zhǎodào xiāngguān xìnxī.)

Open Router Audio Transcription MCP

MCP server for audio transcription using OpenRouter models, supporting verbatim, cleaned, and custom transcription modes.