Discover Awesome MCP Servers

ios-sim-mcp

MCP server that drives the iOS Simulator via accessibility-tree snapshots with stable element refs, enabling LLMs to interactively find, tap, type, and inspect UI elements at sub-200ms latency.

Godot Agent Loop

Enables AI agents to autonomously develop and test Godot 4 games through an MCP-based feedback loop, providing tools for authoring, running, observing, playtesting, and verifying game projects.

ares-mcp

MCP server for the Czech business registry ARES, enabling company validation, lookup, and due diligence checks directly from AI clients.

gimp-mcp

Bridges GIMP image editing with AI assistants via the Model Context Protocol, enabling visual feedback and 56 tools for autonomous image workflows.

skeletongraph

Provides function-level structural retrieval for coding agents using tree-sitter, with zero-LLM indexing and MCP serving, enabling exact function localization and cost savings.

Parallax for Claude Code

An MCP server that enhances Claude Code with evidence-first engineering, protocol gates, project-aware verification, auditable traces, and durable autonomous execution.

korea-life-mcp

A Korean life utility MCP server providing 15 tools for Hangul decomposition, romanization, number-to-Korean conversion, business number validation, holiday lookup, and more, all without external API calls.

teams-assistant-mcp

Lets a Claude Code agent read and post in a fixed allowlist of Microsoft Teams group chats using an ordinary user account, with tools for messaging, replying, editing, deleting, and polling.

db-connector

Enables AI assistants to query business databases directly via natural language, with enforced read-only access and secure query limits. Supports SQLite and PostgreSQL, and works with any OpenAI-compatible model.

law-search-mcp

Enables searching and retrieving Korean Supreme Court precedents from the law.go.kr Open API, with support for keyword search and detailed judgment text.

mcp-dicebear

Generates customizable avatar SVGs via the DiceBear API by selecting styles and seeds, and lists available avatar styles for selection.

FreshBooks MCP Server

An MCP server for the FreshBooks API that lets Claude read and manage invoices, clients, expenses, projects, services, payments, and time entries.

shotpipe-mcp

Hosted, SSRF-safe, cached screenshots and Open Graph images for AI agents - no headless Chrome to run.

MCP Gemini CLI

Wraps Google's Gemini CLI to expose search, chat, and file analysis tools via the Model Context Protocol for AI assistants.

trippyogi-mcp

An MCP server that exposes the author's resume as structured data and fact-checks natural-language claims against public receipts, returning verified, partially verified, or not verifiable verdicts.

groundstation

Enables AI agents to query Earth observation data, satellite imagery, active fires, and weather via natural language, returning interactive maps and briefs.

Dear Human MCP

MCP server that enables AI agents to browse e-card templates, phrases, and offers, and send customizable e-cards to humans.

gitlab-mcp-server

A read-only MCP server for self-hosted GitLab, enabling listing projects, inspecting branches and commits, browsing file trees, and reading file contents.

aichat-mcp

MCP server for inter-agent communication. Gives multiple Claude Code sessions a shared message board, agent registry, and orchestration layer — backed by a cloud relay so agents can coordinate across machines, repos, and teams.

Asana MCP Server

Enables comprehensive Asana workspace management through natural language, supporting task tracking, project planning, team collaboration, and workflow automation across workspaces, projects, sections, and tasks.

German Family Business Knowledge Graph MCP Server

An MCP server that enables AI assistants to query and access structured knowledge about German family businesses through a Neo4j graph database, supporting complex relationship queries and semantic searches.

cert-manager-mcp-server

Enables management and troubleshooting of cert-manager certificates and resources in Kubernetes, including listing, inspecting, and renewing certificates, managing issuers, and switching Kubernetes contexts.

detran-df-veiculo-mobile

Provides read-only access to consult DETRAN DF vehicle information from official sources, with a single tool for mobile-based queries.

rfc-server

An MCP server for obtaining, parsing and reading RFC documents from the ietf.org website, providing programmatic interactive tools.

French Law MCP Server

Provides access to official French legal databases (Légifrance and JudiLibre) to search and retrieve French legislation, legal codes, case law, and judicial decisions through authenticated APIs.

MCP REST Server

Enables interaction with any REST API through token or login authentication, with automatic Swagger/OpenAPI documentation integration for endpoint discovery and comprehensive HTTP request support.

uisight

MCP server that provides AI coding agents with real-time visual access to web apps, enabling them to see screens, run accessibility and layout inspections, and interact with pages through a shared live panel.

mcp-python-repl

A production-grade MCP server providing a persistent Python REPL with multi-session support, sandboxing, and timeout protection, enabling LLM agents to execute Python code across multiple turns with variables that persist between calls.

braintrust-lite

An MCP server that enables Claude Code to concurrently consult Codex and Gemini as a 'military advisor', merging their perspectives to form a final solution.

ZAP RAG MCP Server

Read-only MCP server that exposes ZAP's RAG search modes (plain, hybrid, hybrid_rerank) for agents to perform semantic code retrieval.