Discover Awesome MCP Servers

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

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.

x402-monetize

Plug-and-play monetization SDK for MCP tools and TypeScript APIs. Monetize AI agent workflows instantly with x402 V2 micropayments and Base revenue splits.

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.

atlassian-readonly

Enables AI assistants to securely read and search Jira and Confluence Cloud content while enforcing read-only access and protecting stored credentials.

Simple MCP Data Manager with AI

A Python-based Model Context Protocol server that integrates local AI models for managing data with features like CRUD operations, similarity search, and text analysis.

Vks MCP Server

MCP server for Verilog development and debugging, providing syntax checking, compilation, simulation, and cross-validation with third-party simulators.

KnowledgeSmith MCP

Enables efficient editing of RBT documents with structured operations that read and modify specific sections or blocks. Reduces LLM token consumption by 80-95% compared to full file operations through smart caching and partial document access.

statcan-mcp

MCP server giving LLMs live access to Statistics Canada's full catalogue of 8,200+ data tables via the Web Data Service, with tools to search tables, inspect dimensions, and fetch time series data using plain-language prompts.

Doktor MCP Server

Enables AI assistants to search the doktor.mx directory for over 56,000 verified doctors and medical specialists across Mexico. It provides tools for verifying professional licenses, finding specialists by symptoms or conditions, and checking medical insurance compatibility.

remote-mcp-server-authless

Enables deployment of a remote MCP server on Cloudflare Workers without authentication. Supports custom tools and connections to Cloudflare AI Playground and Claude Desktop.

OpenZIM MCP Server

OpenZIM MCP Server provides AI models structured, offline access to ZIM format knowledge archives (Wikipedia, Wiktionary, Stack Exchange, Kiwix Library) via a Model Context Protocol server with smart namespace navigation, full-text search with suggestions, structure-aware retrieval (sections, tables of contents, related articles), link-graph extraction, archive-type presets, and both Simple (single natural-language tool) and Advanced (8 specialized tools) modes with streamable HTTP transport, bearer auth, and per-entry resources with subscriptions.

losbeto

Provides point-in-time Brazilian market data and official statistics, enabling accurate backtesting and AI agent access to vintage, unrevised data, as well as Brazilian financial primitives like PIX code generation and business day calculations.

fakturka-api-mcp

Free Polish VAT invoice generation MCP server with PDF output and preview. No API key required.

Conduit

Headless browser with SHA-256 hash-chained audit trails and Ed25519-signed proof bundles. Every browser action is cryptographically recorded and self-verifiable. Built-in stealth via Patchright, multi-engine web search, site crawling, and page monitoring.

Deslopify

A universal MCP server that acts as a code quality gate for AI assistants, providing pre-generation guidance, post-generation review, and root cause analysis to improve code quality.

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.

MCP Session Coordinator

Coordinates multiple AI coding sessions with file locking, intent broadcasting, and cross-session messaging to prevent edit conflicts and enable collaboration.

Supabase MCP Server

Enables notes management through MCP integration with a Supabase PostgreSQL database, supporting full CRUD operations. It features secure user data isolation using JWT authentication and Row Level Security policies.

VEPmcp

Enables variant annotation and effect prediction using the Ensembl VEP API, with support for batch and single queries.

ART MCP Server

Enables time series analysis following Box-Jenkins-Treadway methodology, supporting guided or autonomous modes for model identification, estimation, and diagnosis via an LLM.

noyalib-mcp

MCP server for lossless YAML 1.2 editing by AI agents. Two tools — noyalib_get (read a value at a dotted/indexed path) and noyalib_set (write a value, preserving comments/formatting byte-for-byte). Pure Rust, streaming-first serde, JSON Schema validation. MIT OR Apache-2.0.

米家 MCP Server

Enables natural language control of Xiaomi smart home devices through MCP, focusing on homes, rooms, device names, and scenes without requiring protocol details.

Dexcom Share MCP Server

Provides real-time Dexcom CGM glucose data to MCP clients via the unofficial Share API, enabling queries like current glucose and recent readings within the last 24 hours.

RollingGo-Hotel-MCP

RollingGo MCP is a high-performance hotel search and recommendation service built on the MCP (Model Context Protocol) standard. It connects large language models with a massive database of domestic and international hotel data, providing real-time structured hotel search capabilities for AI assistants, agents, travel planning tools, or IDE plugins like Cursor/Windsurf.