Discover Awesome MCP Servers

Code Graph Context

Builds rich code graphs from TypeScript/NestJS codebases using AST analysis and Neo4j, enabling semantic search, natural language querying, and intelligent graph traversal to provide deep contextual understanding of code relationships and dependencies.

@jingjingbox/mcp-cli-bridge

Bridges CLI tools to AI assistants via MCP, enabling knowledge graph management and file reading capabilities.

Clangaroo

Provides fast C++ code intelligence for LLMs by combining Tree-sitter parsing with clangd LSP for efficient symbol lookup, navigation, and hierarchy analysis. It optionally integrates Google Gemini AI to deliver deeper architectural insights and automated documentation summaries.

Mineru MCP Server

Enables batch conversion of PDF files to HTML format using Mineru's official PDF parsing API. Supports automatic file scanning, customizable parsing parameters, and organized output with renamed image assets.

Berlin-Search-Service

A model context protocol server that provides Berlin administrative service data, allowing AI assistants to search and retrieve over 1000 public service information provided by Berlin authorities.

Globalping

Globalping

MCP Tooling Lab

A Node.js-based MCP server that enables AI agents to generate embeddings, index documents, and perform semantic vector searches using OpenAI and Chroma. It facilitates the creation of retrieval-augmented generation (RAG) pipelines for internal knowledge assistants and document-based workflows.

yelp-mcp-min

Minimal MCP server for the Yelp Fusion API v3, enabling business search, phone lookup, match, details, and reviews via FastMCP.

agentmetal/mcp

Enables AI agents to provision, manage, and renew cloud servers with USDC payments via x402, requiring no human signup.

Reuters Business and Financial News MCP Server

Provides access to the Reuters Business and Financial News API to retrieve articles, trending news, and market data. It enables searching and filtering financial content by date, author, category, and keywords.

Rathbones Reconciliation MCP PoC

Emulates Orbus Infinity and ServiceNow CMDB as two MCP endpoints on a shared synthetic dataset to enable a reconciliation agent to compare architectural and operational data.

loyaltyvip

Enables searching the public U.S. casino directory (rewards programs and tier ladders) without an API key, and accessing a player's own loyalty data with a personal API key.

codex-chatgpt-bridge

Local MCP bridge enabling ChatGPT web to access approved local files and execute tasks via local Codex.

Talk to Figma MCP

Enables AI agents to directly control Figma Desktop via MCP, supporting UI creation, editing, prototyping, and variable management with over 60 tools.

NPM MCP Server

A Model Context Protocol server that enables language models to interact with npm services securely, providing tools for package management, project initialization, script execution, and security auditing.

i18next MCP Server

Enables AI assistants to manage i18next translation files, including adding keys, syncing missing translations, and analyzing coverage.

Enhanced Web Scraper MCP Server

Enables web scraping, React app testing, and React Native web app inspection using Playwright with multi-browser support. Provides backward compatibility with regular websites while offering enhanced features for React applications including mobile viewport emulation and component analysis.

OpenCode MySQL Connector

A MySQL MCP server providing tools to query and explore MySQL databases via stdio transport.

CockroachDB MCP Server

A natural language interface for LLMs to manage, monitor, and query CockroachDB. It provides tools for cluster monitoring, database operations, table management, and query execution.

Context Intelligence Layer

Provides LLMs with persistent memory and reusable skills via MCP, enabling semantic storage and retrieval of user preferences, project context, and step-by-step procedures across conversations.

Kela MCP Server

Enables AI assistants to answer questions about Finnish social benefits (Kela) by providing tools for searching, checking eligibility, and getting application steps.

Observable Notebook Kit Debug MCP Server

Enables AI assistants to inspect values, view errors, and capture canvas output from Observable Notebook Kit notebooks running in a web browser.

PostgreSQL Read-Only MCP Server

A secure MCP server that enables querying PostgreSQL databases through an SSH tunnel with enforced read-only access, connection pooling, and comprehensive data exploration tools.

Meraki Dashboard API MCP Server

A Model Context Protocol Server for interacting with the Cisco Meraki Dashboard API, enabling network configuration and management operations through natural language interactions.

mcp-file-tools

MCP server for file operations with non-UTF-8/Unicode encoding: Cyrillic, CP1251, CP1252, ISO-8859, KOI8 auto-detection

mcp-imf-portwatch

Provides global maritime trade and chokepoint signals from IMF PortWatch, free and without authentication.

Network Ops MCP

Aggregates network operations tools such as retrieving local network configurations and scanning ports, enabling IT professionals to perform these tasks via natural language.

MCP Project Manager

Provides project management capabilities through terminal, web UI, or MCP stdio, including plans, code analysis, and filesystem-safe operations.

DutyHub MCP Server

Enables Claude to automate project management on DutyHub, including tasks, sprints, and comments.

WireMCP Secure

Production-ready MCP server for real-time network traffic analysis and packet capture using Wireshark/tshark, with security hardening, threat intelligence integration, and comprehensive audit logging.