Discover Awesome MCP Servers

JCGEAgentInterface

MCP-compatible interface for discovering, loading, solving, validating, and inspecting JCGE computable general equilibrium models.

notebooklm-mcp

MCP server for Google NotebookLM that allows asking questions to notebooks and managing notebook libraries via browser automation (Patchright). Designed for use with Claude Code and any MCP client.

keel

An observable autonomy harness for AI coding agents that enables long task execution without drift or cheating, while recording all actions for cost and quality steering.

Engram MCP

Engram MCP provides persistent, cross-session memory for AI agents by automatically encoding errors, decisions, and discoveries during development sessions. It enables local, intelligent recall and automated context management to help AI learn from experience and avoid recurring mistakes.

@devrobotlabs/visionapi-mcp

MCP server that lets AI assistants like Claude or Cursor extract structured data (e.g., invoices) from images and PDFs via Vision API, with tools for analysis, questions, and preset management.

GBox MCP Server

Servidor Gbox MCP

Mitmachim MCP Server

MCP server for the mitmachim.top forum, enabling AI agents to read, search, and create posts and replies.

Slugify AI MCP

Slugify AI - MCP server providing AI-powered tools and automation by MEOK AI Labs

Mong MCP Server

Provides a moby-like random name generator through the Model Context Protocol, enabling AI assistants to generate random Docker-style names for use in applications and workflows.

penn-course-mcp

Enables course planning for University of Pennsylvania by searching the catalog, inspecting sections and ratings, detecting schedule conflicts, and building weekly schedules.

Whooing MCP

Enables read-only access to Whooing personal finance data, including transactions, profit and loss statements, and balance sheets. It allows users to query and analyze their financial history and account information through natural language.

agent-memory-mcp

Gives AI coding assistants persistent memory by storing, semantically searching, and organizing notes on Cloudflare's free tier.

brave-search-mcp

Enables web and local search capabilities using the Brave Search API, allowing users to perform general web searches and find local businesses with ratings, hours, and contact info.

mcp-data-gouv-fr

Enables discovery and inspection of French public open data on data.gouv.fr, including datasets, resources, organizations, and dataservices via natural language.

GPT Image MCP Server

Enables creating and managing GPT Image tasks (edit and text-to-image) via RunAPI, with options to poll status and check pricing.

vibe

Social layer for AI coding — DMs, presence, discovery, and multiplayer games between developers. 68 tools including messaging, presence, memory, and 27 multiplayer games.

Sentiment Analysis MCP Server

An MCP server that provides sentiment analysis functionality using TextBlob, allowing users to analyze text for polarity, subjectivity, and sentiment assessment through Cursor AI.

Unity MCP Addressables

Exposes Unity's Addressable Asset System configuration as an MCP server, allowing AI assistants to read and modify Addressables groups, entries, labels, and settings.

mcp-nexus

Enables AI harnesses to connect to a single MCP endpoint that routes to multiple downstream MCP servers, discovering and executing capabilities on demand while keeping tool schemas out of context.

ndjson-local-log-triage-mcp

MCP server that stream-parses NDJSON log files without loading them into memory — filter by pattern, detect error spikes via Z-score analysis, summarize severity timelines by time window.

leo-tavily-mcp

Enables Leo's web_search tool to perform live web searches using the Tavily API, returning structured results as JSON. Configurable via a single API key, and pinned to a commit SHA for secure distribution.

Yahoo Finance MCP Server

Este es un servidor de Protocolo de Contexto de Modelo (MCP) que proporciona datos financieros completos de Yahoo Finance. Le permite recuperar información detallada sobre acciones, incluyendo precios históricos, información de la empresa, estados financieros, datos de opciones y noticias del mercado.

@gbs-toolkit/mcp-server

MCP server for structured GB Studio 4.x project editing, enabling read/patch scripts, scenes, actors, triggers, variables; build ROMs; and sprite generation.

knowledge-mcp

Serves markdown knowledge from a git repository over MCP, providing tools to list, search, and retrieve documents.

RepoNav

Enables locating evidence for repository questions using CodeGraph or ripgrep, providing verified results and follow-ups.

Rodin Gen-2 MCP Server

MCP server for integrating with Rodin Gen-2 API to generate 3D models from text descriptions or images.

shell-use

Enables agents to interact with CLI applications like vim, htop, and gdb by sending key inputs and capturing terminal output through tmux sessions.

roshan-fahm-mcp

MCP server wrapping Roshan AI's Fahm Persian language service, enabling chat, translation, summarization, and more for Persian text.

MCP AI Memory

Enables AI agents to store, retrieve, and manage contextual knowledge across sessions using semantic search with PostgreSQL and vector embeddings. Supports memory relationships, clustering, multi-agent isolation, and intelligent caching for persistent conversational context.

lokal

Search 1000+ local food producers in Norway. Natural language, Norwegian & English. Tools: lokal_search, lokal_discover, lokal_info, lokal_stats