Discover Awesome MCP Servers

mcp-aws-cost-doctor

Read-only AWS cost diagnostic server that enables AI agents to detect idle resources and orphaned assets, surfacing potential savings via boto3 describe calls.

flow-codeblock

Enables safe, remote execution and management of user JavaScript scripts through a Rust-based backend, with change preview and confirmation before applying updates.

youtube-trends-mcp

Enables AI assistants to query YouTube search trends, including rising topics, growth metrics, and historical search demand, using natural language.

Vala-Fi MCP Server

A Bloomberg Terminal you can talk to. Query company relationships — suppliers, customers, competitors, supply chain paths — directly from Claude, Cursor, or any MCP-compatible AI assistant.

FinAgent MCP

Enables LLMs to access banking, investment, and cryptocurrency data through a standardized MCP interface, featuring Plaid integration for account and transaction data and Robinhood for crypto trading with audit trails.

MCP Browser Agent

A powerful Model Context Protocol (MCP) integration that provides Claude Desktop with autonomous browser automation capabilities.

MCP Python Examples

Provides two MCP server examples in Python: a minimal greeting tool and a weather tool that fetches real-time data from Open-Meteo API.

MCP Adapter Implementation Example

Enables WordPress content management (posts, metadata, taxonomies, Gutenberg blocks) via the Model Context Protocol, demonstrating MCP Adapter integration patterns.

Python MSSQL MCP Server

Enables Language Models to interact with Microsoft SQL Server databases by inspecting table schemas, executing SQL queries, and reading table data through a standardized Model Context Protocol interface.

unreal-engine-mcp

An MCP server that gives AI agents broad control over Unreal Engine 5.7, enabling actor/asset/level management, Blueprint and material creation, screenshots, automation, and arbitrary editor Python execution.

ModMind MCP Server

Provides a local stdio MCP interface that forwards tool calls to an already-running ModMind bridge for Minecraft automation.

notes-rag-mcp

A Python MCP server for note management with RAG capabilities, enabling adding, searching, asking questions, summarizing, and deleting notes, using PostgreSQL and ChromaDB with Google Gemini for embeddings and generation.

Unity UIToolkit MCP Server

Provides LLM agents with access to Unity UIToolkit documentation, code examples, and HTML/CSS to UXML/USS conversion tools.

espaciarte-mcp

Minimal MCP server exposing Espaciarte's public space discovery API to AI clients, enabling geo-search and retrieval of published space details.

japan-rail-mcp

Provides read-only access to structured Japanese railway data, enabling station searches without an API key and live Shinkansen timetable, fare, seat class, and stop queries with an Ekispert API key.

Expense Tracker MCP

Tracks and manages personal expenses with tools to add, view, filter by category, and summarize spending over date ranges using SQLite storage.

football-data-mcp

Provides football analytics tools including player scouting, comparisons, market-value filters, expected-goals tables, match-by-match form, team attacking profiles, match search, shot maps, and more for 10 leagues.

spendveto

Governs AI agents' spending by enforcing budgets, approvals, and kill switches before any payment, providing an MCP interface for tool calls with policy checks.

pipen-mcp

Exposes pipen bioinformatics pipelines as MCP tools, allowing AI assistants to discover and run complex workflows through a progressive disclosure interface.

dameng-mcp-server

MCP server for DaMeng database, enabling AI assistants to execute SQL queries, list tables, describe table structures, and retrieve schema information.

Gemini Search MCP

Enables web search using Google Gemini with search grounding and question-answering on local documents, with support for chunked document reading.

MediaWiki MCP Server

A tool that enables AI assistants like Claude to interact with MediaWiki instances by retrieving page content, performing searches, and analyzing wiki information through the MediaWiki API.

workatastartup-mcp

Enables AI assistants to query Y Combinator startup jobs and companies via the Work at a Startup platform, including advanced filters for skills, salary, equity, and visa sponsorship, plus tools to fetch detailed company and job information.

MCP RAG with ChromaDB

Provides retrieval-augmented generation (RAG) capabilities by ingesting various document formats into a persistent ChromaDB vector store. It enables semantic search and retrieval using either OpenAI or Ollama embeddings for processing local files, directories, and URLs.

Stockyard MCP Server

Enables AI editors to install, monitor, and query Stockyard's collection of 150 self-hosted developer tools. Manages lightweight Go-based tools with embedded SQLite databases without requiring Docker or external dependencies.

kardashev-mcp

MCP server for Kardashev Labs US grid data, giving agents live LMP, carbon intensity, load, curtailment, interconnection queues, ERCOT large loads, and the public RT-DA spread forecast track record. Requires no API key.

Vulcanus

Vulcanus turns a Git-versioned Markdown vault into structured project memory for coding agents. recall returns a project's capsule plus the read-next list, and warns when the capsule is older than the decisions beneath it. search ranks by layer, so the cheapest sufficient note surfaces first. Writes are scoped: update_capsule replaces one named section instead of rewriting the file, and `app

EDB Debugger MCP

Exposes Evan's Debugger (EDB) features as MCP tools, enabling AI-driven debugging, reverse engineering, and exploit development with 147 tools including program control, breakpoints, memory analysis, ROP gadgets, and pwntools integration.

ZapFetch MCP Server

An APAC-native web scraping API for AI agents that provides tools for scraping, crawling, searching, and extracting structured data from websites, directly usable from MCP-compatible clients like Claude Desktop, Cursor, and Windsurf.