Discover Awesome MCP Servers

MAL User MCP Server

Enables AI assistants to interact with MyAnimeList user accounts for list management, progress tracking, and personalized anime recommendations.

local-rag

Semantic code search for AI agents — hybrid vector + BM25 with cross-encoder reranking, AST-aware chunking for 14 languages, conversation memory, code annotations, and search analytics. Zero config, zero API keys. Just bunx

France Logistics MCP

Enables AI agents to purchase France shipping labels (Mondial Relay, etc.) with automatic cheapest-rate selection, track parcels, and refund unused labels via the Shippo API, requiring no Mondial Relay contract.

exec-dir-mcp

A Model Context Protocol server for safely executing shell commands in specified directories with directory restrictions, timeout control, and detailed logging.

mcp-fal

An MCP server that exposes Fal.ai generative media models as tools for image and video generation, and running any Fal.ai model, callable by Claude and other MCP-compatible clients.

leaflet-mcp-server

MCP server providing comprehensive Leaflet.js documentation, code generation for maps, markers, layers, GeoJSON, choropleth, and debugging tools.

Code Audit MCP Server

An AI-native code security audit MCP server that supports multi-language AST analysis, call graph analysis, vulnerability detection, and AI deep audit.

USGS Water MCP

Provides access to real-time water data from the USGS Water Services API, allowing users to fetch instantaneous measurements like stream flow, gage height, temperature, and water quality parameters from thousands of monitoring stations across the US.

Omilia MCP Tools

A set of tools for working with Omilia Cloud Platform that helps manage miniapps, orchestrator apps, and dialog logs through an MCP server.

Git MCP Server

A modular MCP server that provides a unified interface for interacting with GitHub and GitLab, including enterprise and self-hosted instances. It enables comprehensive management of repositories, issues, pull requests, and CI/CD pipelines through natural language.

JSR-MCP Server

一个模型上下文协议 (MCP) 服务器，提供对 JSR (JavaScript Registry) 模块文档的访问。

Strut Stack SQL

A token-efficient MCP server for MySQL, PostgreSQL, and SQLite, providing tools to query databases, execute SQL, and analyze query performance.

Sales Explorer

A minimal MCP server that demonstrates an interactive bar chart UI for sales data exploration, enabling drill-down by clicking a region without requiring additional model turns.

PiLink

An OAuth-protected MCP server exposing a coding-tool harness over Streamable HTTP, enabling remote MCP clients like ChatGPT to securely access a local development environment.

gdb-mcp (gdb and rr MCP server)

MCP server that exposes GDB debugging as tools. An AI assistant can set breakpoints, run programs, step through code, inspect variables and memory, and examine registers — all via structured tool calls. Reverse debugging with rr is also supported.

cubox-mcp

Enables interaction with Cubox through its CLI, allowing agents to manage bookmarks, highlights, and annotations via a single pass-through tool.

SAST MCP Server

Enables AI agents to scan code for security vulnerabilities using multiple static analysis tools, with support for filtering, deduplication, and CI/CD integration.

ox-mcp

MCP server for Open-Xchange & standards-based mail: email (IMAP/SMTP), Sieve filters, CalDAV calendar, CardDAV contacts, free/busy.

Lifecycle MCP Server

Enables comprehensive software lifecycle management with structured tracking of requirements, tasks, and architecture decisions through an SQLite database with full traceability and automated state validation.

runware-image-mcp

Enables Claude Code agents to generate images via the Runware API with full parameter control, exact USD cost reporting, local image saving, and a live gallery.

TAPD

sfs

polymarket-mcp

Enables AI agents to discover and analyze prediction markets, execute trades, and manage positions on Polymarket via the Model Context Protocol.

m3x-mcp-server

Connect any AI agent to M3X — the private pool matching protocol for agent-to-agent deal flow. Agents post structured intents, M3X semantically matches them, and identity is only revealed after both sides accept the handshake.

MyRSU MCP

Enables AI assistants to analyze single-company concentration risk for tech workers with RSU compensation, providing risk scores, wealth-at-risk, and action items.

MCP Tool Factory

A framework for building hot-loadable MCP tools that feature conversational negotiation, graduated permissions, and zero-downtime updates. It enables persistent state continuity across server restarts and provides a hypothetical evaluation system for tool actions.

research-mcp

MCP server exposing ATLAS research capabilities: live tokenized stock market data, on-chain source-of-truth reads, and published research atlases. Connects to MCP clients over stdio with no API keys required for public testnet endpoints.

OZON MCP Server

Enables automated login and price monitoring for OZON seller platform using QQ Mail verification codes. Supports browser automation through Playwright for managing OZON seller operations.

Google Flow Online MCP Server

Enables generating images, videos, characters, and scenes through Google Flow. Supports SSE and Vercel deployment for integration with Gemini Spark and other IDEs.

Azure Databricks Jobs MCP Server

Exposes Azure Databricks Jobs tools (list, run, get output) with Entra ID authentication and OBO flow for per-user context.

gimp-mcp

Enables AI agents to perform GIMP-style image operations such as open, resize, crop, flip, rotate, blur, desaturate, text overlay, export, and batch processing via MCP tools, supporting both mock (Pillow) and live GIMP backends.