Discover Awesome MCP Servers

wherewent

Zero-config SQL profiler for slow Python/SQLAlchemy jobs, built for agents: returns the exact call site, query count, and fix as compact machine-readable fields instead of raw query logs~55× fewer tokens per diagnosis (≈10k → ≈180) and the matching drop in API cost.

MCP Filesystem Python

이 서버는 MCP를 통해 디렉토리 파일에 대한 안전한 읽기 전용 접근을 제공하며, 파일 검색, .gitignore 준수, 경로 탐색 방지, 그리고 'file://' URI 스킴을 사용한 MIME 타입 감지를 지원합니다.

figma-mcp-poor

AI assistants can read and inspect Figma design context locally via a plugin, without external API keys or rate limits.

pin-the-protocol

A verifying MCP gateway that pins approved tool manifests and skill files to content addresses, blocking tampered descriptions before they reach model context.

MCP-Wait

대기 기능, 진행률 보고, CLI 또는 SSE를 사용하는 HTTP 서버를 지원하는 간단한 MCP 서버. (MCP 서버는 문맥에 따라 의미가 달라질 수 있으므로, 원문을 최대한 살려 번역했습니다.)

DeepSeek Harness Plugin MCP

MCP server that lets AI agents discover, inspect, install, and run DeepSeek Harness plugins via MCP, bridging the gap between the MCP protocol and Cordis-based plugin bundles.

MySQL MCP Server

A Model Context Protocol server that provides Claude agents with the ability to execute SQL queries against a MySQL database, supporting both read operations (SELECT) and write operations (CREATE, INSERT, UPDATE, DELETE).

salesforce-mcp

Salesforce MCP Server

broke2built-skills-mcp

Provides 29 live data skills for AI agents, including email/DNS/domain intelligence, SEO & security audits, content extraction, and EVM on-chain reads, with a free tier that works out of the box.

Agora

Agora is an MCP server that acts as a smart task router for your AI agents. Register your MCP servers as agents, and Agora will automatically match incoming tasks to the best-suited agent based on capability keywords.

flai-mcp

An MCP server that connects AI assistants to FL Studio for music production via Virtual MIDI. It enables users to control transport, manage the mixer, write notes, and manipulate plugin parameters through natural language.

Zerodha Trading MCP Server

An MCP server that integrates with the Zerodha KiteConnect API to facilitate programmatic stock trading operations. It enables users to execute buy and sell commands directly through an MCP-compatible interface.

Kelivo File Maker MCP

Enables Kelivo to generate text files (TXT, HTML, etc.) from code and return HTTPS download links, with files stored temporarily for 24 hours.

mcp-server-github-actions

MCP server for GitHub Actions — view workflow runs, read logs, re-run failed jobs, and manage CI/CD.

Spec Forge MCP

A NestJS MCP server that extracts tables from documents (PDF, etc.) into a single JSON file using OpenRouter's Claude Haiku model.

Crypto News51 MCP Server

Provides cryptocurrency news, prices, sentiment analysis, and market data through the Crypto News51 API.

DriftOS MCP Server

Enables intelligent semantic conversation routing that automatically branches, maintains, and routes between conversation topics instead of relying on entire conversation histories for context.

openroad-mcp

A Model Context Protocol (MCP) server that provides tools for interacting with OpenROAD and ORFS (OpenROAD Flow Scripts).

GitHub Analytics MCP Server

Enables querying and analysis of public GitHub repositories for statistics, contributor data, and commit history. It provides both a RESTful API and an MCP interface for seamless integration with AI agents.

gerrit-mcp-server

A Model Context Protocol server that connects AI coding agents to Gerrit code review, enabling change search, diff review, and comment publishing without leaving the session.

ats-jobs-mcp

Enables users to discover applicant tracking system job boards from company domains, list open roles, detect hiring changes over time, and generate hiring summaries across multiple ATS platforms.

document-conversion-api

Enables conversion between PDF/Office documents and structured JSON, supporting extraction and generation of document content.

gcv-kie-mcp

MCP server for kie.ai providing image, video, and music generation with cost estimation, spending limits, and a transaction ledger.

jiskta-mcp

Provides AI assistants with direct access to historical air quality, ERA5 meteorology, water risk, geocoding, and industrial facility data via the Jiskta API.

mcp-courtwatch

MCP server for free U.S. case-law and court-docket search via CourtListener, providing tools for opinion search, docket lookup, citation verification, and more.

LegalContext MCP Server

LegalContext는 오픈 소스 모델 컨텍스트 프로토콜(MCP) 서버로, 법률 회사의 문서 관리 시스템(특히 Clio)과 AI 어시스턴트(Claude Desktop부터 시작) 간에 안전하고 표준화된 브리지를 생성합니다.

SameTree

Local coordination for coding agents that share a Git working tree.

SAP S/4HANA MCP Server

Enables interaction with SAP S/4HANA systems via OData, allowing service discovery, metadata exploration, field value retrieval, and CRUD operations through natural language.

Bitbucket MCP Server

MCP server for Bitbucket Server integration, enabling project, repository, pull request, source code, branch, and code review operations via the Bitbucket Server APIs.

GitHub MCP Server

GitHub MCP 서버 (SSE)