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.

x402-extract-mcp

A paid MCP server that extracts structured product data (schema.org/Product) from any URL via headless browser, charging $0.01 USDC per call through x402 micropayments.

GitHub Brain MCP Server

Summarizes GitHub discussions, issues, and pull requests by storing data locally for fast, token-efficient responses.

axcient-mcp

MCP server for Axcient x360Recover enabling management of BCDR clients, devices, backup jobs, vaults, and appliances via natural language.

projectlibre-mcp

Read-only MCP server for ProjectLibre .pod files that enables finding project files, summarizing Gantt charts, inspecting tasks, and analyzing schedules without opening ProjectLibre.

Telegram MCP Server

Enables AI assistants to interact with Telegram accounts, chats, messages, media, and more via MCP, using Telethon.

Dataverse Plugin MCP

MCP server that lets AI assistants scaffold, build, register, query, and diagnose Microsoft Dataverse plug-ins directly from conversation, orchestrating Power Platform CLI and Azure CLI.

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.

Anki MCP Server

A Model Context Protocol server that bridges Claude AI with Anki flashcard app, allowing users to create and manage flashcards using natural language commands.

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.

Panda Odoo MCP Server

Enables seamless interaction with Odoo instances through the Model Context Protocol, supporting CRUD operations, custom method execution, and real-time updates. It offers versatile communication via stdio and HTTP protocols, including support for streaming and Server-Sent Events.

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.

WinCC V8 MCP Server

MCP server providing access to Siemens WinCC V8 SCADA systems via REST API, enabling tag management, alarm logging, and archive operations.

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.

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.

genesys-memory

Causal graph memory engine for AI agents. Scores memories using relevance × connectivity × reactivation, connects them in a causal graph, and actively forgets irrelevant ones. 11 MCP tools including store, recall, search, traverse, and explain.

nworks

NAVER WORKS CLI + MCP server. 26 tools for messages, calendar, drive, mail, tasks, and boards. AI agents can manage NAVER WORKS directly.

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.

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.

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.

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.

reddit-mcp-mod

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

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.

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

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