Discover Awesome MCP Servers

Look At Pic MCP

Enables image analysis using GLM-4V multimodal model, supporting local files and base64 images with optional custom prompts.

mcp-github-copilot

MCP server for GitHub Copilot that allows querying any Copilot model programmatically using existing Copilot CLI credentials, with support for file attachments and model discovery.

mcp-oss-onramp

An MCP server that scouts truly beginner-friendly open-source issues from GitHub, checking availability and summarizing them for AI consumption.

Desktop Commander MCP

A server that lets Claude desktop app execute terminal commands on your computer and edit files through Model Context Protocol, featuring command execution, process management, and advanced file operations.

Music Player MCP Server

Enables playing and controlling full music tracks from Audius with an inline visualizer widget, including search, queue management, and playback controls.

x-post-to-json MCP server

Converts X (Twitter) posts into JSON, PDF, PNG, Markdown, or Slack/Discord messages using public endpoints, no API key or login required.

Weather-Open-Meteo-MCP

Provides hourly and daily weather forecasts using the free Open-Meteo API without requiring an API key.

AnySearch

Unified real-time search engine skill for AI agents.

MCP Filesystem Server

Provides LLM-optimized tools for advanced code analysis, repository complexity evaluation, and call graph generation. It enables users to visualize directory structures, detect code patterns, and build semantic context with significant token savings.

Colab MCP

A Model Context Protocol server that enables users to control and interact with Google Colab instances via a reverse proxy. It supports executing shell commands, running persistent Python code, and monitoring system resources like CPU, GPU, and RAM.

aegis-dq

Agentic data quality MCP server — runs structured validation rules against warehouses (DuckDB, BigQuery, Athena, Databricks, Postgres), diagnoses failures with LLM root cause analysis, and proposes SQL remediations. Full audit trail of every AI decision.

mcp-chromium-cdp

MCP server for controlling Chromium/Chrome via Chrome DevTools Protocol. Supports cross-platform automation, auto-launch, and automatic reconnection.

Ayga MCP Client

Provides access to 21+ AI search parsers including Perplexity, ChatGPT, Claude, Gemini, Copilot, Grok, DeepSeek, and traditional search engines through the Redis API, enabling multi-source AI-powered search and information retrieval.

expenses-mcp-server

Enables LLM clients to manage a financial ledger by adding, listing, and summarizing expenses via a remote MCP server using SSE transport.

MCP Guidelines Server

A remote MCP server that serves versioned Enterprise & Architecture guidelines (security, architecture, compliance) to LLM clients via Streamable HTTP with Bearer-token authentication.

businys

Multi-practice operations platform for independent professionals — 221 MCP tools across 26 practices including clients, invoices, contracts, bookings, and more.

x402 Stellar MCP Server

Enables AI agents to pay for protected HTTP resources using Stellar USDC via the x402 protocol, facilitating automated payments and access to paid APIs.

idotmatrix-mcp

An MCP server that lets AI assistants draw pixel art on iDotMatrix LED displays over Bluetooth.

mail-mcp

A generic IMAP and SMTP MCP server that enables AI agents to interact with email accounts for reading, searching, and sending messages. It provides high-level tools for managing email workflows like daily digests and folder organization across any standard email provider.

MCP Qdrant Server with OpenAI Embeddings

This server enables semantic search capabilities using Qdrant vector database and OpenAI embeddings, allowing users to query collections, list available collections, and view collection information.

MCP Weather Server

Provides real-time weather forecasts and active weather alerts for US locations using the National Weather Service API. It enables users to retrieve detailed local forecasts via coordinates and monitor state-specific weather warnings.

knowmint

MCP server for KnowMint knowledge marketplace. AI agents autonomously discover, pay for (x402/Solana), and retrieve human experiential knowledge.

SD Elements MCP Server

Enables interaction with SD Elements security development lifecycle platform through natural language, supporting project management, security countermeasures, repository scanning, threat modeling, and automated survey configuration.

copilot-cloud-agent-mcp

Enables Claude or any MCP client to drive the GitHub Copilot cloud agent via its REST API, allowing it to research, edit, and open pull requests on repositories without manual intervention.

FastAPI MCP Server

Enables interaction with Supabase databases and n8n workflows through a JSON-RPC 2.0 MCP server. Provides database operations, vector search capabilities, and webhook-based workflow automation with secure API token authentication.

mem0-mcp-toggle

A local Mem0 MCP server for macOS with a menu bar toggle, storing memories locally in Chroma and using any OpenAI-compatible LLM for fact extraction.

Elasticsearch Memory MCP

Provides persistent, intelligent memory using Elasticsearch with hierarchical categorization and semantic search for LLM contexts.

AIVA MCP Server

Connects AI coding assistants to AIVA's customer intelligence and Shopify store data for managing subscriptions, affiliate tracking, and customer analytics. It enables direct access to RFM segments, churn predictions, and product information through the Model Context Protocol.

Moxie CRM MCP Server

An MCP server that enables LLMs to interact with Moxie CRM. Provides comprehensive tools for managing clients, contacts, projects, invoices, time tracking, and more.

MCP Presentations

Remote MCP server running on Cloudflare Workers that creates PowerPoint presentations with customizable slides, layouts, and bullet points, along with basic calculator functions.