Discover Awesome MCP Servers

data-austin

Enables querying Austin, TX open data from data.austintexas.gov using the Socrata SODA API, allowing AI agents to access municipal datasets through natural language.

Coding Standards MCP Server

Automatically enforces team coding standards in AI-assisted development by providing an MCP server that AI assistants can query for language-specific standards, style guides, and best practices.

j-hunt-mcp

A local job-hunting MCP server for discovering jobs across pluggable web sources, tracking applications through a status lifecycle, and managing profiles/resumes, with geo/map-region search.

amnesic

Persistent semantic memory for your SQL databases. The name is ironic — it remembers everything.

Containarium-Cloud

Persistent, secure LXC sandbox environments for AI agents with native MCP support.

Docker MCP Server

Enables LLMs to safely execute code in isolated Docker containers with resource limits and security controls, supporting session management and automatic dependency installation.

EdgeHop

Stop grepping. Start knowing. EdgeHop turns a codebase into a queryable graph and serves it over MCP — find where a symbol lives, who calls a function, the type hierarchy, and the shortest path between two symbols, resolved from the compiler's semantic model instead of text search. Language support is pluggable: C#/Razor and JavaScript/TypeScript today, with more extractors on the way — and it re

Pollinations MCP Server

Enables AI agents to generate images and text using Pollinations.ai, with SSE support for n8n workflows.

Terrarium

Enables AI agents to publish HTML artifacts for human review, receive anchored feedback, and iterate until approval.

handy_prompt_lab

MCP server for building a user-approved transcript corpus from Handy, optimizing post-processing prompts against LM Studio, and promoting winning inference settings.

Hammerspace Storage Management MCP Server

Enables natural language management of Hammerspace storage clusters with automated file ingestion, tagging, tier management, and vector embedding generation. Supports real-time file monitoring, multi-format document processing, and Kubernetes-based ingestion workflows with Milvus integration.

ChatCrystal

Local-first AI PKM memory server for coding conversations. Imports Claude Code, Cursor, Codex CLI, Trae, and GitHub Copilot chats into notes, semantic search, tag graphs, Markdown exports, and MCP memory tools.

ado-mcp

An MCP server that provides Azure DevOps integration for AI assistants, enabling them to list projects, run pipelines, analyze failures, view logs, and troubleshoot builds directly from chat interfaces.

Agentic Retail MCP System

A full-stack AI application implementing a Model Context Protocol server for retail operations. It enables users to query inventory, analyze pricing elasticity, and get demand forecasts through a conversational interface connected to Firebase Firestore.

whats-running-mcp

Provides AI agents with real-time ground truth about what's actually running on the machine, including live agent sessions, listening TCP ports, loaded daemons, and system stats. It reads directly from the OS via fixed commands, ensuring agents never rely on stale docs or transcripts.

openai-mcp-server

Integrates OpenAI APIs into MCP-compatible clients, providing tools for text generation, chat completions, model discovery, image creation/editing, audio transcription, speech synthesis, embeddings, and content moderation.

RVTDocs MCP

Enables deterministic querying of RVTDocs documentation with tools for fetching, scanning, and debugging documentation content.

Crypto Exchange SDK Documentation MCP

Offline documentation and API method queries for multiple cryptocurrency exchanges including Gate.io, Bybit, Binance, Bitget, OKX, and OKX DEX.

Korea Building Register MCP

Provides 12 tools to query South Korean building register data, including title sheets, floor details, and official house prices via the data.go.kr API. It enables users to perform smart building lookups and region code searches using natural language.

Kryfto

Provides 42+ MCP tools for browser automation, web scraping, and search, enabling AI agents like Claude and Cursor to browse, extract data, and run research agents on the live web.

mcp-uart

Enables AI agents to communicate with UART/serial devices, offering tools for port management, data read/write, and protocol handling.

openai-image-mcp

A minimal MCP server for generating images via OpenAI's GPT image model, supporting inline display or file output.

kenpom-mcp

Provides access to KenPom basketball analytics through MCP tools. Enables querying ratings, efficiency, player stats, and more using natural language.

presonus-studiolive-mcp

Connects AI coding agents to PreSonus StudioLive III mixers over the local network, exposing live mixer context such as channel names, mute/solo/fader state, Fat Channel compressor/EQ models, and meter activity as MCP resources and tools for reading and reasoning about live sound engineering.

mcp-kali-tools

Enables MCP clients to invoke common Kali Linux pentesting tools directly as tool calls, with each binary executed safely without a shell.

ARCO MCP

Server for redacting, validating, and auditing ARCO rights requests under Mexican data protection law, preventing legal hallucinations by consulting controlled legal matrices.

pg-python-mcp

A PostgreSQL MCP server with AST-based security for safe database operations. Enables AI assistants to query and manage PostgreSQL databases securely.

Global Weather MCP Server

Provides real-time weather data and forecasts globally through the Model Context Protocol, enabling AI assistants to access weather information without web searches.

forge-repo-mcp

Enables AI agents to investigate and repair Python/pytest repositories in isolated Git worktrees with audit trails, without modifying the original repository.

Azure DevOps MCP Server

Provides Azure DevOps tooling for AI agents, enabling interaction with projects, work items, repositories, and pipelines through natural language.