Discover Awesome MCP Servers

DepScope

Package intelligence MCP server. Stops AI agents from installing hallucinated/malicious packages across 17 ecosystems. 22 tools, free, no auth.

FastMCP_RecSys

CLIP 기반 패션 추천 시스템: 사용자가 의류 이미지를 업로드하면 시각적 분석을 기반으로 태그 및 추천을 제공합니다.

browse-ai

Evidence-backed web research for AI agents. Real-time search with cited claims, confidence scores, and compare mode showing raw LLM hallucination vs evidence-backed answers.

Elasticsearch MCP Server

Exposes Elasticsearch semantic search capabilities as MCP tools, enabling ELSER, kNN, and hybrid search with automatic index setup.

Codex Bridge

A self-hosted MCP server that lets claude.ai delegate tasks to OpenAI Codex CLI, billed through the ChatGPT subscription, with tools for job submission, status polling, and result retrieval.

Ollama MCP Proxy

A comprehensive MCP proxy server that bridges MCP clients with Ollama local language models, providing advanced features like RAG integration, context management, caching, and production-ready security.

korea-public-data-mcp

Enables Claude to query Korean public financial, economic, and statistical data (OpenDART, ECOS, KOSIS, and data.go.kr) via real API calls, providing factual answers instead of guesses.

polymarket-mcp

Enables AI assistants to query Polymarket prediction markets and analyze market data through the MCP interface.

neil-mcp-server

mcp mysql

GameDevBench MCP

Enables LLM agents to capture screenshots and visualize runtime behavior within the Godot game engine for game development benchmarking. It utilizes AppleScript to provide display capture functionality for agents running on macOS.

SSH MCP Server

Provides LLM clients with safe, persistent SSH access to remote machines through the Model Context Protocol. Maintains shell sessions that preserve environment state between commands, enabling multi-step workflows and interactive diagnostics on remote systems.

auseklis

Astrology MCP server that computes natal charts, transits, synastry, progressions, returns, eclipses, retrogrades, and moon phases from a real ephemeris, enabling AI agents to provide accurate astrological calculations without hallucination.

PyGo MCP

An MCP server that gives AI assistants deep awareness of the PyGo framework, enabling code generation, schema querying, module inspection, and registry operations through natural language.

Guardrails MCP Server

Enables AI agents to integrate with Guardrails to check user values, make aligned decisions, and respect faith-based preferences. It provides tools for profile management, rule-based compatibility checks, and faith-aware scheduling.

MetaDock

Control the MetaDock desktop workspace over MCP: browsers, layouts, bookmarks, downloads, and more.

mcp-fts5-starter

Drop-in MCP server template with SQLite FTS5 search backend. ~300 lines, no vector DB, no embedding API, runs on a Pi.

Helix MCP Server

A local-first MCP server providing secure workspace file operations, offline full-text search, and web search/fetch capabilities without requiring API keys.

psychopy-mcp

An MCP server that enables Claude Code/Codex to directly control PsychoPy for designing, running, and analyzing psychology experiments with literature-calibrated paradigms.

aidocx-mcp-server

MCP server for AiDocX, enabling AI assistants to create, upload, manage, and analyze business documents and presentation decks, with support for various document types and AI-powered generation.

RouteKit MCP

Route optimization API for Brazil with tools for geocoding, distance matrices, isochrones, and advanced vehicle routing, supporting constraints like time windows, skills, and multi-profile fleets.

distill-kura

Enables agents to store and recall long-term memories by semantic relevance rather than exact keywords, with writes gated by verbatim evidence and separate memory stores per agent mode.

mcp-securitytrails

Wraps the SecurityTrails API to enable querying domain, IP, and DNS data through MCP tools or natural language via the Pipeworx gateway.

Planwright

Enables orchestration of autonomous coding agents (Claude Code, Cursor, etc.) through an objective-native planning board with hash-chained audit trail. Humans define outcomes, agents claim and execute tasks via MCP.

ai-research-assistant-mcp

An MCP server that provides tools, resources, and prompts for reading, writing, and summarizing research notes stored in a local flat-file database.

Hello Widget Example

A minimal ChatGPT app demonstrating interactive greeting widgets with confetti animations and theme support, built as a template for creating MCP servers with custom UI components.

olx-mcp

MCP server for OLX marketplace. Enables AI assistants to search listings, get offer details, track prices over time, and compare offers across OLX Poland and other supported countries.

ecobrowser MCP server

Enables AI agents to control a browser via MCP with structured perception, verified actions, and self-healing capabilities.

mcp-pinecone

Enables reading and writing to a Pinecone vector index, including semantic search, document management, and stats retrieval.

gh-mcp

A thin MCP server wrapping GitHub CLI body operations to avoid shell escaping issues, enabling creation and editing of issues and pull requests.

KRDS UI/UX MCP Server

Integrates Korea's government digital design system (KRDS) with AI assistants, enabling users to search components, validate code compliance, and access design tokens for Korean government digital services.