Discover Awesome MCP Servers

Gemini MCP

An AI-powered Model Context Protocol server for Claude Code that provides code intelligence tools including codebase analysis, task management, component generation, and deployment configuration.

SudnoKontrol MCP

Enables searching Ukrainian national vessel registries by registration number, name, or owner, retrieving full vessel records, and querying registry statistics, all without an API key.

My-Obscura-mcp

My-Obscura-mcp

TreeBeam MCP Server

Enables AI assistants to interact with the TreeBeam financial management and accounting platform. Users can list organizations and projects using secure OAuth 2.0 authentication integrated directly into their AI conversation.

power-point-mcp

Enables Claude to read, create, and edit a single pre-bound PowerPoint file via MCP tools, with security bound to one specific .pptx file.

mcp_gmail_autosend

Enables sending emails via Gmail API, checking thread replies, and listing sent emails, all logged locally in SQLite.

RAG Regression Gate

MCP server that diagnoses RAG pipeline regression by detecting which failure modes (e.g., retrieval miss, hallucination) significantly regressed, not just score drops, using statistical methods to avoid false alarms.

ModelAtlas

Enables LLMs to search open-source AI models by semantic meaning using directional coordinates and anchors, returning scored, ranked results in under 100ms.

Career Copilot MCP

Enables exploring and analyzing US Data Analyst job postings, offering job search, salary benchmarking, and skill-demand insights through MCP tools, resources, and a career gap review prompt.

DBA MCP Server

A multi-vendor database management tool that enables LLMs to query, migrate, and synchronize schemas across SQL engines like PostgreSQL, MySQL, and Oracle. It features persistent knowledge management for storing AI-generated context about database structures and business rules.

wp-blockmarkup-mcp

Provides AI assistants with a verified database of WordPress Gutenberg block schemas, attributes, and validated markup examples to prevent hallucinations and broken block markup.

Mcp Difyworkflow Server

mcp-difyworkflow-server é um aplicativo de Ferramentas de servidor mcp que implementa a consulta e a invocação de fluxos de trabalho Dify, suportando a operação sob demanda de múltiplos fluxos de trabalho Dify personalizados. ai, mcp, mcp-server

semoss-dev-mcp

Provides focused, topic-scoped search tools for SEMOSS developer documentation, backed by a vector engine. Also includes a web portal for browsing the same content.

netops-mcp

Diagnose connectivity and inspect tunnels locally from your AI assistant.

lsp-mcp-standalone

Exposes LSP features (definition, hover, references, etc.) over MCP, spawning an isolated language server process per project.

grok-search

Provides AI-driven web search, page fetching, and site mapping with real xAI citations, enabling LLM clients to access up-to-date external information.

aspen-mcp

Enables natural language control of Aspen Plus for chemical process simulation, including parameter tuning, batch runs, and result reading.

affset MCP server

Enables media buyers to manage affset campaigns, zones, stats, payouts, targeting, and team via natural language, pulling stats and cutting underperforming zones without the dashboard.

Hippocampus

Open-source MCP memory server providing persistent, cross-platform context for AI tools via a knowledge graph with encrypted storage.

pf2e-mcp

MCP server for Pathfinder 2e Remastered character building and rules lookup, using a local SQLite database of official rules data to enable fast, token-efficient AI-assisted character creation.

unity-mcp

The first Model Context Protocol server for Unity projects. It gives AI assistants real understanding of Unity scenes, prefabs, and C# scripts through a queryable knowledge graph.

Radar

Radar is an open-source Kubernetes observability and diagnostics MCP server. It exposes cluster health, workload diagnosis, logs, events, topology, audit findings, and remediation actions to AI agents through the Model Context Protocol.

Twilio Frontline MCP Server

An MCP server that enables interaction with Twilio Frontline API for customer communication workflows, auto-generated using AG2's MCP builder.

Audio Sonic MCP

Enables local, private analysis of YouTube URLs and local audio files to extract BPM, key modulations, vocal presence, transient punch, stereo width, and CLAP vibe embeddings, returning structured sonic signatures for AI agents and CLI users.

MCP Lab Workshop

An MCP server that enables real-time control of an interactive dashboard on Cloudflare Workers, with tools to toggle features, update stats, set messages, and simulate traffic.

mcp-server-appointment-management

Este projeto é um servidor MCP (Modelo-Contexto-Protocolo) baseado em Java, projetado para gerenciar dados de agendamentos do banco de dados. Ele fornece uma estrutura modular que expõe ferramentas internas para acesso e manipulação de dados, com suporte integrado para recursos orientados por IA.

console-bridge

Captures and queries browser console logs from all tabs, enabling AI assistants to debug web applications with search, filtering, and custom debugging playbooks.

Node Code Sandbox MCP

A secure Node.js execution environment that allows coding agents and LLMs to run JavaScript dynamically, install NPM packages, and retrieve results while adhering to the Model Control Protocol.

Upstox-MCP-server-Integration

Enables interaction with the Upstox trading API via natural language to fetch user profile, funds, holdings, positions, orders, and trades.