Discover Awesome MCP Servers

memory-mcp

A self-organizing, persistent semantic memory layer that enables AI agents to store, categorize, and retrieve information using hybrid vector and keyword search. It features autonomous chunking, deduplication, and hierarchical taxonomy management through a PostgreSQL-backed MCP server.

Databricks MCP Server

A FastAPI-based server that provides tools for local file management and Databricks operations, enabling users to create/edit files locally and interact with Databricks clusters, jobs, and DLT pipelines.

ecommerce-catalog-agent

Enables conversational product search and validation for e-commerce catalogs, with hybrid retrieval and live price/stock checks from a database.

MCP Image Gen

Generates images from text prompts using Google's Gemini AI models with customizable aspect ratios and resolutions up to 4K, automatically saving images locally.

scaleforge-mcp-meta-ads

Meta Ads MCP by ScaleForge — a Model Context Protocol server that exposes Meta (Facebook/Instagram) Ads management directly through the Graph API v24.0

Remote MCP Server (Authless)

Deploy a remote MCP server on Cloudflare Workers without authentication, customizable with tools and connectable to Cloudflare AI Playground or Claude Desktop via SSE.

OpenCollab MCP

Enables developers to find personalized open-source contributions by analyzing GitHub profiles and matching them with relevant 'good first issues' and beginner-friendly repositories. Provides comprehensive contribution tooling including repository health scoring, setup difficulty assessment, impact estimation, and automated PR planning.

flatkey-mcp

Enables any MCP-compatible AI client to use the Flatkey API for generating text, images, video, speech, sound effects, and music, with credit consumption tracking.

PixelForge MCP

PixelForge MCP provides a pipeline for converting AI-generated illustrations into in-game dot sprites. It automates background removal, pixelization, palette unification, outlining, and spritesheet packing via MCP tools.

Enel RJ: Lista de Instalações

Read-only MCP server for querying Enel Rio de Janeiro's official list of installations using a single tool, hosted with prepaid pay-per-use pricing.

Vertiso Memory

A portable, user-owned memory for MCP-capable agents in VS Code, enabling cross-agent recall and memory creation.

Database MCP

Enables interaction with MySQL and PostgreSQL databases through separate pluggable MCP servers with shared core functionality. Features optional TTL caching, bilingual prompts, and a unified gateway for managing multiple database connections.

gbox

Gru-sandbox(gbox)는 MCP 통합 또는 다른 AI 에이전트 사용 사례를 위한 자체 호스팅 가능한 샌드박스를 제공하는 오픈 소스 프로젝트입니다.

mcp-docs-tools

Provides documentation generation and analysis tools for AI agents, including JSDoc generation, README analysis, changelog generation, API documentation, and code comment analysis.

mcp-server-proxmox

A Model Context Protocol (MCP) server for Proxmox Virtual Environment that enables AI assistants to manage virtual machines, containers, nodes, and resources through natural language interactions.

Deep Research MCP Server

Enables comprehensive web research by leveraging Tavily's Search and Crawl APIs to gather and aggregate data for high-quality documentation generation. It provides structured JSON outputs for LLMs and includes configurable tools for secure file writing of research findings.

Anomaly Detection MCP Server

A server that enables LLMs to detect anomalies in sensor data by providing tools for data retrieval, analysis, visualization, and corrective action execution.

myBrAIn

MCP server that provides persistent memory and contextual awareness to language models, enabling project onboarding, recall of architectural rules, and code consistency across sessions.

scoutdocs-mcp

MCP server that fetches and searches the latest stable documentation for any package from PyPI, npm, and crates.io.

GPT-Image MCP Server

Enables generating images from text or transforming existing images using GPT-Image-compatible APIs, with support for OpenAI and Agnes AI backends.

cortex-brain

An MCP server that enables AI agents to search, read, and contribute to a structured markdown knowledge base with citations, freshness tracking, and a safe write path, providing a shared, auditable company memory.

MCP Wait Timer Server

Provides a simple 'wait' tool that introduces deliberate pauses into workflows executed by MCP clients, allowing time for asynchronous operations to complete before proceeding to the next step.

sp-api-mcp-server

Unifies Amazon SP-API and Ads API into 20 MCP tools for orders, inventory, reports, feeds, and advertising, handling auth, throttling, and PII compliance automatically.

mcp-mysql-client

Provides AI agents a secure MCP interface to a single MySQL or MariaDB database, enabling schema inspection, read-only queries, query planning, and guarded write operations with strict safety controls.

Python MCP Toolkit Server

A Python-based MCP server for file operations, web search with fallback, and task management, designed for Termux and extensible via plugins.

Brand MCP Server

Enables Claude Desktop to query a PostgreSQL brand database through MCP. Supports local stdio and remote HTTP/SSE deployments with API key authentication for secure database access.

mcp-ssh-multi

MCP server for managing multiple SSH servers via AI assistants, offering tools for remote command execution, file operations, and system monitoring.

US Weather MCP Server

Provides weather information for the United States through the Model Context Protocol. Enables users to query current weather conditions and forecasts for US locations.

NotebookLM MCP Server

Enables interaction with Google's NotebookLM through natural language to create and manage notebooks, add sources from URLs/YouTube/Drive, perform AI-powered research and analysis, and generate audio overviews, videos, infographics, and slide decks from research content.

PrimeKG to Neo4j

PrimeKG 데이터세트를 위한 MCP 서버