Discover Awesome MCP Servers

Casebook MCP

Enables agents to query a registry of documented AI-agent failures for debugging incidents, deployable on Cloudflare Workers.

MCP Memento

A persistent long-term memory server for AI assistants that enables storing and recalling solutions, facts, and decisions with intelligent confidence tracking and relationship mapping. It allows developers to build a cross-platform knowledge base that integrates seamlessly with IDEs and CLI agents.

LLMemory MCP Server

A remote MCP server that enables AI coding agents to search and retrieve context from imported AI chat history (ChatGPT, Claude, Codex, Claude Code) stored in Google Drive, with zero server-side storage and OAuth-based privacy.

MCP Runrun.it

Enables managing Runrun.it tasks and comments via the Model Context Protocol, including creating, updating, moving, and tracking tasks, as well as commenting and Discord integration.

Shop Analytics MCP

Enables secure analytics on an SQLite database of an online store via six specialized tools covering schema, customer metrics, product sales, category revenue, period revenue, and order leaders.

MCP Immobilier France (DVF)

Provides AI agents with real-time access to French real estate transaction data, price per square meter, and property estimates using official open DVF data, with no API key required.

deepseek-vision-mcp

MCP server that exposes an analyze_image tool using Gemini vision models to describe or analyze images from local paths, URLs, or base64 data URIs.

mcp-comms

Enables multiple AI agents to communicate and coordinate via a shared SQLite-backed message log, supporting directed messages, broadcasts, and session discovery.

noit-mcp-server

An MCP server that enables AI agents to manage STAR-pattern architecture diagrams, creating, updating, listing, and building interactive viewers via tool calls.

gpt-image-mcp

MCP server that adds a generate_image tool to Claude Code and other MCP hosts, using OpenAI's gpt-image-2 to create and save PNG images locally.

personal-project-knowledge-mcp

Personal local AI memory/document MCP that manages short and long-term memories and Markdown documents, with tools for import, search, and retrieval.

Moodle-MCP

Implementasi server Model Context Protocol (MCP) yang menyediakan kemampuan untuk berinteraksi dengan Moodle LMS.

mcp-runtime

A high-performance MCP execution engine that runs tool code in isolated, resource-constrained sandboxes with context state persistence.

Confluence MCP Server

Enables AI assistants to interact with Atlassian Confluence Cloud by providing tools to create, update, search, and delete pages. It facilitates seamless content management within Confluence spaces using Markdown and the Confluence REST API.

100Hires MCP Server

Official Model Context Protocol server for 100Hires — the applicant tracking system for recruiting teams. Exposes the full 100Hires API v2 as 130 MCP tools, enabling AI assistants to manage candidates, jobs, applications, interviews, messages, and more.

Credit Risk Copilot

A natural-language interface to a credit risk database, with SQL guardrails that enforce read-only, allowlisted access to tables and columns.

Seedance 2 MCP Server

A focused MCP server for generating Seedance 2 videos via MuAPI. It provides tools for text-to-video, image-to-video, first-last-frame, and omni-reference generation, plus prediction polling and account balance.

fify

Enables transforming grounded AI answers into interactive information views such as comparisons, plans, checklists, timelines, and decision views, while preserving a plain-language fallback.

smartmcp

Intelligent MCP proxy server that reduces context bloat by serving only the tools your AI actually needs through semantic search and a fixed two-tool surface.

mcp-telegram

An MCP server that lets an LLM send messages, photos, and documents to Telegram through a bot. Provides four tools: get_me, send_message, send_photo, and send_document.

Email MCP Server

Enables Claude Desktop to send emails through Mailjet's API using the Model Context Protocol over Server-Sent Events. Provides secure email sending capabilities with API token authentication and user-provided credentials.

gsc-agent-cli

Enables querying Google Search Console data, Core Web Vitals, and PageSpeed insights from the terminal or via MCP tools.

standup-journal-mcp

MCP server for logging daily tasks, retrieving tasks by date, and generating standup reports.

sonos-ts-mcp

Enables AI assistants to control Sonos audio devices over a local network using UPnP/SOAP protocols, supporting playback, volume, queue management, zone grouping, and music library browsing.

qod-ppm-odoo-mcp

An MCP server that exposes workflow actions, wizards, and specialized operations from the QOD PPM Odoo plugin as tools, complementing generic Odoo CRUD servers by handling non-trivial UI button functionality like state transitions, report generation, and risk management.

Stage AI MCP

This MCP server replicates how a creative strategist gathers context by expanding queries and performing hybrid search against a Google Drive knowledge base, delivering structured, role-categorized context for ad copy and creative briefs.

prolog-mcp

A neurosymbolic AI server combining Prolog’s symbolic reasoning with Model Context Protocol (MCP) for hybrid AI applications.

app-screenshot-mcp

MCP server for capturing real UI screenshots using Playwright. Provides tools to capture a URL or capture with login and selectors.

slack-desktop-mcp

Runs slack-mcp-server against your Slack desktop app session, eliminating the need for API tokens.