Discover Awesome MCP Servers

figcraft

Enables AI-powered design operations in Figma, including UI creation, design review, token sync, linting, auditing, and auto-fix through natural language commands.

Semantic Scholar MCP Server

Enables access to the Semantic Scholar Academic Graph API for searching and retrieving detailed information about academic papers, authors, citations, and references.

Portfolio Data Analytics MCP Server

Enables AI assistants to load CSV datasets, compute summary statistics, filter rows, rank columns, and compute correlations through the Model Context Protocol.

atlas-introspect-mcp

Enables introspection and configuration of a running ATLAS instance, including browsing chat history, editing config/mcp.json, and managing workspaces and custom prompts.

weather-mcp-server

Provides weather forecasts and geocoding lookup using free Open-Meteo APIs, enabling LLMs to query real-time weather and multi-day forecasts for any location.

TOMAPE

Token-optimized multi-agent orchestration MCP server that owns session state, compacts context between agent hops, routes work to smaller models when safe, and reports estimated token savings.

BinanceMCPServer

AnalyticAce

Relational DB Seeder MCP Server

Enables LLMs to inspect database schemas and seed relational databases with custom data while automatically resolving foreign key relationships.

StealthSurf MCP Server

An MCP server that enables AI agents to manage VPN configurations, cloud servers, and account settings through the StealthSurf API. It supports natural language commands for tasks such as creating VPN configs, managing cloud server orders, and performing device security audits.

LTM MCP Server

Enables MCP-capable AI to perform read-only semantic search over a local document corpus stored in Postgres with pgvector, using mxbai-embed-large embeddings and optional reranking for confidence-gated results.

Quality Clouds MCP Server

Enables AI coding assistants to automatically validate and fix code against enterprise governance rules using LivecheckAI, supporting platforms like Salesforce and ServiceNow.

nextiva-mcp

MCP server for Nextiva/Thrio contact center platform, providing tools to list users, campaigns, contacts, queues, and work item history.

Groundcrew

Ground-truth receipt system for hallucination detection — captures verified state snapshots before and after agent actions.

mcp-jira-stdio

MCP server for Jira integration with stdio transport. Enables reading, writing, and managing Jira issues and projects directly from Claude Desktop. Supports issue creation, updates, comments, JQL search, and project management.

LinkedIn MCP Server

Enables fetching detailed LinkedIn profile data by automating a browser session with your LinkedIn cookie to access full profiles.

Stata MCP Server

Connects AI agents to a local Stata installation, enabling execution of Stata code, data inspection, graph generation, and result verification through natural language interactions.

MRP Calculator MCP Server

Fornece ferramentas de Planejamento das Necessidades de Materiais (MRP) para calcular cronogramas de entrega, determinar necessidades de pedidos e realizar cálculos de período de MRP com base nos níveis de estoque, previsões e restrições de pedidos.

NanoBridge

Enables agents to generate and edit images, sprites, icons, and animated sprite sheets via Gemini's Nano Banana model. It uses the existing Gemini plan's quota without per-image costs.

otto

Enables AI agents to operate a local financial terminal, including market data, backtesting, paper portfolio management, and news digest, through safe, gated tools over MCP.

MCP LLMS-TXT Documentation Server

Um servidor MCP que fornece ferramentas para carregar e buscar documentação de qualquer fonte llms.txt, dando aos usuários controle total sobre a recuperação de contexto para LLMs em agentes e aplicações IDE.

Git Insight MCP

Semantic git queries via MCP. Beyond git log — answer who/what/why about any line, file, or branch with blame, co-change, PR linkage.

MCP FastMCP Demo Server

A simple demonstration MCP server built with FastMCP that provides basic functionality including an addition tool, dynamic greeting resources, and user greeting prompts over STDIO.

PseudoLife-MCP

Enables persistent long-term memory for Claude Code across sessions, with tools for storing, searching, and managing facts, knowledge graphs, and procedural lessons.

gitee-mcp

Bridges Gitee, China's largest code hosting platform, to MCP for exploring trending repos, searching users/repos, and translating Chinese content with a local LLM.

Obsidian MCP Server

Enables natural language interaction with Obsidian vaults, supporting intelligent search, note CRUD operations, backlink analysis, and advanced knowledge management tools like narrative path generation and note cluster detection.

Django MCP Server

An implementation of the Model Context Protocol for Django that enables AI agents to interact with applications by exposing models, logic, and REST Framework APIs as tools.

best-practices-mcp

Enables searching ServiceNow's public best-practices library across content types without authentication.

Pulse

Connects live Wear OS heart-rate data and conversation transcripts to AI agents through MCP, enabling agents to observe sessions, derive stress and speech signals, and deliver coaching responses.

Financial MCP Server

Provides access to real-time currency exchange rates, live stock market data via Alpha Vantage, and local transaction analysis from CSV databases. It enables AI assistants to perform currency conversions, stock comparisons, and budget tracking through natural language.

turn-mcp-web

Enables human-in-the-loop checkpoints for AI agents, allowing them to pause and wait for human input via a web UI, then seamlessly resume execution.