Discover Awesome MCP Servers

google_scholar_mcp

MCP server for searching academic papers via Google Scholar, retrieving metadata and abstracts, with support for Chinese queries and auto-translation.

Smart Docs MCP Server

Enables intelligent analysis of codebases to generate comprehensive documentation, calculate documentation coverage, and identify missing documentation with severity levels. Supports TypeScript, JavaScript, and Python with AI-powered suggestions for documentation improvements.

Yandex Metrika MCP

A Model Context Protocol (MCP) server that provides access to Yandex Metrika analytics data through various tools and functions. This server allows AI assistants and applications to retrieve comprehensive analytics data from Yandex Metrika accounts.

Functional Requirements MCP Server

Enables developers to generate structured software documentation including user stories, requirements, technical specifications, and more using AI-powered prompts via the MCP protocol.

Arthor-Agent

AI agent for security teams: automate assessment of documents, questionnaires & reports. Multi-format parsing, RAG knowledge base, OpenAI/Ollama. Risks, compliance gaps, remediations. MIT.

Student Progress Tracker MCP Server

Enables AI assistants to manage student profiles, track assessments, calculate topic mastery, identify learning gaps, and recommend focus areas. Integrates with Claude Desktop and Claude Code for interactive learning analytics.

pw-browser-mcp

Enables browser automation with Playwright, offering 17 tools for navigation, session management, Chrome profile selection, and action recording.

codebase-cartographer

Maps a local Python repository into an AST-backed symbol graph and performs verified multi-file refactors, enabling scope-aware renaming, moving, and deletion of symbols with safety checks.

EU5MinerMCP

MCP server for inspecting and interacting with Europa Universalis V game installs and mods, including file browsing, entity queries, diplomacy and religion reports, and mod update workflows.

@depthark/css-first

This server integrates with Mozilla Developer Network (MDN) documentation to suggest CSS properties, check browser support, and provide implementation guidance with user consent mechanisms.

Plugin Hub

Single MCP server providing over 500 developer tools for Claude Code, covering security, testing, documentation, and more.

MCP Context Server

Enables persistent multimodal context storage for LLM agents with thread-based scoping, metadata filtering, and hybrid search capabilities.

devdoc

A documentation MCP server that crawls websites and Git repositories, stores them as Markdown, and provides tools to search and retrieve documentation for local LLMs and AI agents.

Figma Structured MCP

Enables automated export, compression, and cloud upload of Figma design assets by simply providing Figma links. Supports batch processing of nodes and children, returning structured data with publicly accessible image URLs.

InvoiceX-Ray

An MCP server for detecting Trade-Based Money Laundering (TBML) in Indian trade finance, cross-referencing invoices against commodity benchmarks, customs records, and regulatory timelines to identify over/under-invoicing, phantom shipments, and duplicate financing.

GPT Search Orchestrator

A read-only MCP server that searches Chinese and global public platforms and fetches public pages, marking evidence status without judging truth.

Disco Engine

Enables AI agents to play Disco Elysium through MCP protocol, with a SQLite ROM containing the game's script and rules, plus a real-time browser observatory.

@misarblog/mcp

Enables AI assistants to publish and manage blog posts on Misar.Blog, including drafts, series, AI content generation, and analytics.

FiveM Enhanced MCP

An unofficial, source-grounded MCP server for FiveM for GTAV Enhanced development, providing exact native lookups, platform constraints, manifest/security reviews, NUI compatibility evidence, and direct primary sources.

ObjectStack MCP Server

Connects Claude Code to any ObjectStack deployment, enabling discovery, querying, and updating of objects and records, plus running business actions, all under user permissions and row-level security.

Healthcare MCP Server

AIアシスタントが、FDA医薬品情報、PubMed研究、健康に関するトピック、臨床試験、医学用語検索など、医療データツールへのアクセスを提供する、モデルコンテキストプロトコルサーバー。

llms-txt-mcp

Enables fast, token-efficient access to large documentation files in llms.txt format through semantic search. Solves token limit issues by searching first and retrieving only relevant sections instead of dumping entire documentation.

Bitbucket MCP Server

An MCP server that enables interaction with Bitbucket repositories through the Model Context Protocol, supporting both Bitbucket Cloud and Server with features for PR lifecycle management and code review.

dcc-mcp-renderdoc

Enables automated graphics capture and replay with RenderDoc, allowing agents to launch executables, inspect captures, and export thumbnails or timeline JSON for regression triage.

Phoenixd MCP Server

Enables LLMs to manage a phoenixd Bitcoin Lightning wallet, including creating and paying invoices, managing channels, and querying balances and node info.

o3de-mcp

Automate Open 3D Engine (O3DE) with AI — an MCP server for editor control, project & build management.

Funplay MCP for Unity

This MCP server integrates AI assistants with Unity Editor, allowing them to create scenes, generate scripts, simulate input, and automate workflows using 91 built-in tools.

carbonstop-mcp

Enables AI assistants to automatically call Carbonstop Cloud API for carbon footprint modeling, product query, and emission analysis through natural language.

Mind Forge

Ingest, query, and generate study materials from documents (PDF, DOCX, Markdown, images, web pages) using vector search, knowledge graph, and study tools through OpenCode chat.

vaultrecall-mcp

A local MCP server that turns an Obsidian vault into a searchable second brain for Claude with meaning-based search, note read/write, and insight reports like contradictions and stale TODOs.