Discover Awesome MCP Servers

Invariance MCP

Connects AI assistants to the Invariance observability platform, enabling natural language queries of traces, monitors, and signals to investigate issues and analyze agent behavior. Supports debugging, monitoring, and evaluation dataset management through Claude Desktop, Cursor, and Claude Code.

GDELT MCP

A remote, read-only MCP server for global media intelligence using GDELT DOC 2.0 API, enabling search and analysis of multilingual news coverage, tone, and attention trends.

Agent Identity MCP Server

MCP Server for AI agent identity and authorization. Create, verify, and manage agent identities with trust scores and scoped authorization tokens.

MCP Server Demo

A Model Context Protocol server implementation that can be run directly or through Docker, enabling AI assistants to interact with external systems through the MCP standard.

paid-media-mcp

A platform-agnostic MCP server that connects Claude to campaign data, institutional knowledge, and historical performance for paid media teams, enabling automated analysis, reporting, and debugging.

MCP - Model Context Protocol

Um servidor de aplicação conversacional que integra capacidades de LLM via Ollama com contexto de memória vetorial, suportando múltiplos usuários, sessões, sumarização automática do histórico e um sistema de plugins para executar ações reais.

ophelia-execution-verifier

MCP server that verifies restaurant booking outcomes by reconciling API claims against independent re-reads, with a recovery dial for stakes-based retry policies.

MCP Log Analyzer

Analyzes log files using AI-powered tools to detect errors, patterns, and anomalies through natural language queries in Cursor IDE.

Colber MCP Server

Exposes Colber's five integrated services (Reputation, Memory, Observability, Negotiation, Insurance) as 27 MCP tools for AI agents, enabling trust, coordination, and continuity.

Product Memory

Provides a memory server for coding agents over MCP, capturing and retrieving the meaning and rationale behind code decisions down to the function level. It enables agents to search product memory, get task context, and propose new memories to avoid re-deriving or re-breaking past decisions.

nUniversal-Robots-MCP

Servidor MCP da Universal Robots

Docalyze

An MCP server that lets AI assistants read and visually analyze local documents — PDFs, Excel spreadsheets, CSV files, Word documents, PowerPoint presentations, and images.

DETRAN BA: Débitos

Enables querying DETRAN BA vehicle debts from an official source. It is a read-only MCP server with a single tool for consulting debts.

SSH MCP Server

Enables remote server management through SSH and SFTP, supporting command execution, file transfers, and interactive shell sessions. It allows for multiple concurrent connections using either password or SSH key authentication.

uktrains

MCP server for UK train journeys that resolves station names, builds journey intents, and generates pre-filled booking links, with optional fare-aware ranking.

teamspend

Compares AI coding tool spend before and after a migration -- Cursor, Claude Code, GitHub Copilot, OpenCode, Codex CLI -- via an MCP server, real numbers from each vendor's own API or local logs.

mcp-cybersec-server

MCP server that supports cybersecurity operations by providing CVE lookup, risk summarization, and playbook resources through CIRCL Vulnerability-Lookup API.

Colors MCP Server

A simple color utility MCP server for frontend developers. Convert, mix, adjust, and analyze colors right from your AI agents.

kitty-hive

MCP server for multi-agent collaboration enabling AI agents to communicate, delegate tasks, and share artifacts across clients and machines with federation support.

Framesleuth

Local bug-reproduction video analysis tool that processes bug recordings frame-by-frame, producing a structured Bug Context Bundle, and exposes this capability over MCP for use by coding agents like VS Code and Claude.

spotify-mcp-server

Exposes Spotify controls as MCP tools for playback, playlist management, and AI playlist generation; includes a web app and supports multi-user profiles.

calculator-mcp-server

Exposes basic calculator operations (add, subtract, multiply, divide, power, square root, modulus) through the Model Context Protocol.

openportfolio

Enables AI agents to read and write a self-hosted portfolio tracker through 25 MCP tools, covering net worth, flows, forecasts, decisions, and audit.

omnivox-mcp

MCP server for the Omnivox platform used by Quebec CEGEPs. Enables AI agents to access course schedules, grades, MIO messages, evaluations, and documents from Omnivox-based institutions.

devctl-mcp

An MCP server that lets Claude manage long-running development processes across frameworks like Flutter, Next.js, Spring Boot, and Vite, with lifecycle control, log streaming, and hot reload support.

trmm-mcp

Enables read-only MCP access to Tactical RMM, allowing agents to query devices, clients, sites, audit logs, software, and pending actions without any mutating capabilities.

AI Agent MCP Server

A Model Context Protocol server implementation built with FastAPI that enables AI agent interactions. Provides a structured foundation for building AI-powered applications with proper data validation and modern Python tooling.

Touchpoint

Playwright for the entire OS. Give AI agents eyes and hands on any desktop app — find, click, type, and read UI elements across Linux, macOS, and Windows.

Backlog Remote MCP Server

Enables AI assistants to manage Backlog projects, issues, wikis, and pull requests via natural language, with multi-space support and secure OAuth authentication.

Brooks Model MCP

Provides a unified MCP interface to interact with Codex CLI, Claude Code, and Grok API, allowing seamless switching between AI models in VS Code or Claude Code.