Discover Awesome MCP Servers

WarpGBM MCP Service

Provides GPU-accelerated gradient boosting model training and inference through a cloud service. Enables AI agents to train models on NVIDIA A10G GPUs and get fast cached predictions with portable model artifacts.

CodeScope

A local-first MCP preflight system to help AI inspect Python repositories before generating code, enabling reuse, extend, or create decisions. Currently in early development with only foundational modules implemented.

gqai

gqai

Redis MCP Server

Enables AI agents to manage and search data in Redis using natural language. Supports hashes, lists, sets, sorted sets, streams, JSON, and vector search.

Water Bar Email MCP Server

Enables sending branded wellness booking confirmation emails through Resend integration. Supports multiple email flows including AOI experience bookings with AI-suggested drink pairings and timeline layouts.

keel-core

Local-first personal cognitive engine that provides MCP tools for managing relationships, conversations, agenda, and memory, powered by Ollama.

zipnavi MCP Server

Provides home renovation guidance including building info, recent deals, permit procedures, checklists, and contractor verification based on address, powered by Korean public data.

muffed-mcp

Provides verified NFL stats (2016–2025) and Sleeper league context through an MCP server, with tools for querying metrics, comparing entities, verifying claims, and accessing league data.

MCP Server MySQL

Enables LLMs to interact with MySQL databases through standardized protocol, supporting database management, table operations, data queries, and modifications with configurable permission controls.

CaptureMind

Turn Claude Desktop conversations into visual mind maps via MCP. Highlights blockers to surface where you're stuck.

PulseAgent

An interrupt-aware MCP sidecar for long-running coding agents that detects changes in user guidance, constraints, or plans, enabling agents to pause, replan, and acknowledge updates before continuing.

aperion-shield

Local guardrail proxy for AI coding agents. Wraps any MCP server (stdio or HTTP/SSE) and blocks destructive tool calls before they execute, with TOFU catalog pinning against rug pulls and tool-poisoning/result-injection scanning. Single Rust binary, Apache-2.0.

Tapetide MCP Server

Connects AI assistants to real-time Indian stock market data with 34 tools for search, screening, analysis, portfolio tracking, and market insights across all NSE and BSE stocks.

Adios MCP

Enables interacting with Adios workspaces, previews, builds, logs, and deployments from MCP clients. Hosted service at Adios, no local deployment needed.

MCP Server Directory

Descubra e compartilhe Servidores de Protocolo de Contexto de Modelo para aplicações, desenvolvimento e integração de IA.

Gaia-Protocol

Gaia Protocol—a planetary DAO for global resource management using quantum-entangled ledgers and algorithmic governance.

oh-my-cassette

Chat raw clips into a finished cut. Ingest local media, then drive a persistent multi-turn editing thread on the Cassette agent.

DA Live Admin MCP Server

Enables LLM assistants to manage Document Authoring (DA) repositories through the DA Live Admin API, supporting operations like listing, creating, updating, and deleting source files, managing configurations, and looking up media and fragment references.

reddit-mcp-mod

Enables Reddit moderation through tool-based access: reading, posting, mod queue management, user management, and report handling.

EODHD MCP Server

Enables access to financial market data including EOD, intraday, fundamentals, news, and more via 75 read-only MCP tools.

RHACS MCP Server

MCP server for the Red Hat Advanced Cluster Security for Kubernetes API, providing LLM access to all 69 API services and 361 endpoints through six meta-tools for discovery, inspection, and direct API calls.

sales-db

Enables natural language querying of a sales SQLite database. Provides read-only SQL execution and database statistics tools, allowing AI to answer sales questions using everyday Japanese.

MCPLab

Exemplos, código, designs e tutoriais de servidor-cliente MCP (Model Context Protocol).

GitKraken MCP

The GitKraken MCP Server turns your AI assistant into a context-aware development partner by connecting it to git history, branches, issues, pull requests, and multi-repo workflows through GitKraken. It works with all the providers you would expect from the GitKraken software suite such as GitHub, GitLab, Azure DevOps, Bitbucket, Jira, and more.

Production MCP Template

A production-grade, extensible Python template for building Model Context Protocol servers with support for Streamable HTTP and stdio transports. It provides a structured framework for implementing tools, resources, and prompts with built-in authentication, observability, and background task management.

Robot Navigation MCP Server

Enables robot navigation control and monitoring through natural language. Provides tools for robot positioning, navigation to coordinates, device status monitoring, task management, and emergency controls.

Optical Context MCP

Compress OCR-heavy PDFs into dense packed images so agents can work with long visual documents.

TestPilot MCP

Enables AI models (Claude, ChatGPT, GitHub Copilot) to run and analyze local tests, rerun failures, and orchestrate QA workflows using existing UI and API test frameworks.

MCP File Operations Server

Enables secure file management operations within a documents folder, including reading, writing, listing, deleting files and creating directories. Supports all file types with path validation to prevent access outside the designated documents directory.

MCP Echo Env

Echoes environment variables (PWD and WORKSPACE_SLUG) to verify that MCP clients properly propagate workspace context to server processes.