Discover Awesome MCP Servers

Prefeitura SP São Paulo: Multas (Antiga)

Provides read-only access to query old traffic fines from the official São Paulo city source via a single consultation tool, functioning as an MCP server over HTTP.

research-publish

MCP server for publishing markdown AI research entries to a Convex database. Supports both development and production environments with secure deployment credentials.

Gemini Transcription MCP

An MCP server for audio-to-text transcription using Google's Gemini API via OpenRouter, offering multiple tools for raw, cleaned, or formatted transcripts with support for local and remote deployment.

Insight AI-SQL MCP Server

Enables querying a PostgreSQL database using natural language by retrieving context from Azure AI Search and generating SQL with Azure OpenAI, with validation and optional execution.

PsyFlow-MCP

A lightweight FastMCP server that enables language models to discover, clone, transform, and localize PsyFlow task templates through a streamlined workflow with standardized tools.

Repomix MCP Server

An MCP server that packs repositories into AI-friendly files using the Repomix tool, supporting local and remote repositories with size estimation and compression. It enables users to efficiently feed entire codebases into AI models while managing context window limits.

Flow MCP Server

镜子 (jìng zi)

mcp-data-nl

Enables searching, viewing metadata, and querying tabular resources from Netherlands Open Data (data.overheid.nl) via CKAN.

BackendMax

AI-powered backend diagnostics MCP server that statically analyzes frontend and backend code to catch cross-boundary bugs, contract drift, missing validation, security gaps, and performance anti-patterns before deployment.

Document Automation MCP Server

A sophisticated server that enables AI assistants to automatically analyze codebases and generate comprehensive, professional documentation.

rapid7-mcp

Enables AI assistants to interact with Rapid7 InsightIDR SIEM for investigating incidents, searching logs with LEQL, managing alerts and assets, analyzing user behavior, and handling threat intelligence.

Vestige MCP

An MCP server that provides comprehensive DeFi analytics and data access for the Algorand ecosystem via the Vestige API. It enables users to track asset prices, liquidity pools, protocol statistics, and real-time trading data.

odooclaw-mcp

MCP server for Odoo 18 that provides 85 tools for CRUD operations, business actions, and migration workflows, enabling natural language interaction with Odoo ERP.

DevTools MCP Server

A specialized MCP server focused on process management, development server control, and browser console log collection.

HPE Aruba Networking Central MCP Server

Production-grade MCP server that exposes the complete HPE Aruba Networking Central REST API as 90 tools across 19 categories, enabling AI assistants to manage Aruba Central networks.

basezap-mcp

A read-only MCP server that exposes BaseZap's tipping-agent tools to any MCP client, allowing users to fetch platform info, compute USDC tip quotes, build unsigned ERC-20 transfer calldata, and resolve Farcaster usernames to wallet addresses.

figma-tunnel-mcp

Enables AI agents to control and export from Figma via WebSocket, with optional Cloudflare tunnel for remote access.

gpt-control

Enables coding agents to request, track, and verify independent cross-model reviews with structured findings, attachment hashes, and provenance receipts via Chrome Bridge, Codex, or Responses transports.

DesyncedMCP

Enables AI assistants to develop Desynced mods by providing direct access to the game's Lua API reference, base-game source, live logs, and installed mods, plus live control via a debugger link for evaluating and reloading Lua in the running game.

MCP RAG Server

Connects to a PostgreSQL database (pgvector) to perform semantic retrieval via the search_documents tool, returning raw document snippets for LLM synthesis.

Wolfram Alpha MCP Server

Enables users to query Wolfram Alpha's computational knowledge engine through natural language. Provides access to mathematical computations, scientific data, and factual information via the Wolfram Alpha API.

Memory Cache Server

一个模型上下文协议（MCP）服务器，通过在语言模型交互期间缓存数据来优化 token 使用量，兼容任何语言模型和 MCP 客户端。

MCP JustWatch Server

Enables searching for movies and TV shows and retrieving streaming availability data across multiple platforms and countries.

illustrator-mcp

Enables AI agents to generate vector graphics in Adobe Illustrator using natural language prompts, by sending ExtendScript commands via a local MCP server.

Substance-3D-Designer-MCP

Provides a secure interface to Adobe Substance 3D Designer, enabling read and write operations on graphs, nodes, and packages through the MCP protocol.

garmin-cn-mcp

Provides read-only access to a China-region Garmin Connect account, enabling retrieval of daily summaries, sleep, heart rate, HRV, training readiness, body battery, and activity data.

Variflight MCP Proxy

A proxy middleware for the Variflight MCP server with token rotation, intelligent blacklisting, and local handling of ping and initialization notifications.

Azure Diagram MCP Server

A remotely-hosted MCP server that generates Azure architecture diagrams from agent-generated topology descriptions, with safe execution and consistent styling.

gios-air-mcp

Enables querying Polish air-quality data from GIOŚ stations by providing tools to list stations, get sensor readings, and retrieve the composite air-quality index.

SyncContext

MCP server that provides a shared semantic memory layer for AI coding agents, enabling teams to store, search, and sync context, decisions, and knowledge across projects with project-based isolation and multi-backend support.