Discover Awesome MCP Servers

Google Scholar MCP Server

Enables AI assistants to search and access academic papers from Google Scholar via MCP protocol, with support for keyword, author, and year filtering, CAPTCHA handling, and BibTeX retrieval.

webpeel

The web data platform for AI agents. Fetch, search, crawl, extract, monitor, and screenshot any URL. 55+ domain extractors, 65-98% token savings. 7 MCP tools included.

Cortex

Cortex is a local-first MCP server that provides persistent, shared, semantically searchable memory for AI agents across all MCP clients using a single SQLite file.

governed-mcp-gateway

This MCP server preserves a Bearer principal on every tool call and SSE frame, rotates vaulted credentials in place, and enforces per-tool allowlists for agents.

io.github.vouchdev/vouch

Review-gated knowledge base for LLM agents that ensures durable memory via human-approved writes, compiling a wiki with verified citations.

MCP Starter

构建自定义本地模型上下文协议 (MCP) 服务器的基础，这些服务器提供可供 AI 助手（如 Cursor 或 Claude Desktop）访问的工具。

devdocs-mcp

An MCP server that provides version-pinned, deterministic documentation sourced from DevDocs.io to AI assistants (Claude, RooCode, Cline, Copilot etc.) and also via offline mode. Not via Scraping! But using the supported downloading option from devdocs.

Coverity MCP Server

A TypeScript MCP server that connects AI agents to Black Duck Coverity Connect for static analysis defect management, enabling browsing projects, streams, and defects with event traces.

company-state-mcp

Single source of truth and control for agent-operated companies, managing business state with deterministic policy enforcement, seat identity, and hash-chained audit trail.

why-did-you-render-mcp

Bridges unnecessary React re-render data from the browser to coding agents, enabling performance diagnosis and optimization through MCP tools.

Amazon MCP Server

Enables searching Amazon India products, retrieving details, tracking prices, managing favorites, and more with fast caching.

Trace

An MCP server that transforms Claude into an honest CV co-pilot, mechanically verifying all claims against your actual experience through a structured truth base.

Stata Executor MCP

Enables an agent to execute Stata do scripts or inline commands locally and retrieve structured results including status, error diagnostics, and output text for consumption by the model.

MCP

MCP 服务器 (MCP fúwùqì)

fleetstreet

Remote MCP server for the fleetstreet creator platform, enabling AI agents to register creative works, issue/revoke AI licences, access compliance evidence, and manage a creator business (catalog, merch, events) via 46 tools.

Camoufox MCP

A local MCP server for authorized browser automation using Camoufox, managing multiple tabs and providing 21 browser tools for interaction.

omapdf-mcp

Gives AI agents tools to read PDFs, list form fields, apply operations, highlight, add notes, fill fields, place signatures, list signatures, and flatten PDFs.

topolift-mcp

Exposes TopoLift's atom-grounded negotiation reasoning to MCP-capable agents, providing tools to fetch a negotiation vocabulary and perform structured negotiation with traceable citations.

shadcn-registry-mcp

A secure MCP server that gives AI coding assistants direct access to the shadcn/ui registry, enabling fetching, installing, and wiring up components without switching context.

MCPNexus

A discovery and routing layer for MCP servers that loads tool definitions on demand, reducing token usage by keeping servers out of the context window until needed.

ComfyUI-MCP-Server

Enables AI agents to generate images and videos through natural language by exposing ComfyUI workflows as parameter-configurable MCP tools.

GitHub MCP Server

A Model Context Protocol server that exposes read-only GitHub tools to LLM clients, enabling browsing of open issues, pull requests, issue details, and recent repository activity via natural language.

Hokmah MCP Server

Provides AI coding agents with persistent architectural memory of codebases, enabling impact analysis, test generation, and code generation with reduced token usage.

apps-script-mcp-server

An MCP server that lets Claude read and push Google Apps Script code directly into a script project.

SAS MCP Server

Enables execution of SAS code on SAS Viya compute environments with OAuth2 authentication. Allows users to run SAS programs and retrieve execution results including logs and output through the Model Context Protocol.

RAGFlow Claude MCP Server

Integrates RAGFlow's knowledge base API with Claude Desktop for document retrieval, semantic search across multiple datasets, and intelligent query refinement using DSPy.

repowise

Provides AI coding agents with five intelligence layers (dependency graph, git history, documentation, architectural decisions, code health) via nine MCP tools, enabling deep codebase understanding and reducing exploration cost.

xiaomi-device-control

MCP server for controlling Xiaomi/Mi Home smart devices via natural language, supporting device listing, property read/write, action calls, and camera snapshots.

GIMP MCP

Enables AI models and external applications to control GIMP remotely via the Model Context Protocol, allowing image manipulation and object querying through natural language.

vcpkg Package README MCP Server

Enables AI assistants to fetch comprehensive information about vcpkg C++ packages from the vcpkg registry, including README content, package metadata, dependencies, and search functionality with smart caching and GitHub integration.