Discover Awesome MCP Servers

kmcp

🚀 Kubernetes용 MCP 서버.

email-mcp

Enables AI agents and Telegram bots to read and send Gmail messages via MCP with OAuth authentication.

omniplan-mcp

Enables natural language control of OmniPlan 4 on macOS, allowing creation and manipulation of tasks, resources, dependencies, and project metadata through MCP-compatible agents.

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.

mcp-emoji

Offers emoji lookup and search tools, allowing users to find emoji characters by shortcode or keyword, and reverse lookup from emoji to name, all offline without API keys.

Recipe Manager MCP Server

Enables managing recipes via a web UI and MCP tools, allowing retrieval and saving of recipe data through natural language.

qq-mcp-server

A MCP server that exposes QQ bot capabilities over Streamable HTTP, enabling clients to query bot status, read group and friend info, fetch chat history, and send group/private text messages.

CasioPlus MCP

An MCP server that connects the Casio Plus knowledge base (playbooks, architecture, learning resources) to AI clients, offering read-only search and validation tools along with controlled feedback intake and review workflows.

Polymarket MCP

A Model Context Protocol (MCP) server for Polymarket prediction markets, providing real-time market data, prices, and AI-powered analysis tools for Claude Desktop integration.

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

Ollama를 통해 LLM 기능을 통합하고 벡터 메모리 컨텍스트를 지원하는 대화형 애플리케이션 서버입니다. 여러 사용자, 세션, 자동 히스토리 요약, 그리고 실제 작업을 실행하기 위한 플러그인 시스템을 지원합니다.

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

유니버설 로봇 MCP 서버

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.

Mangools MCP

Standalone MCP server for the Mangools API with 82 tools covering keyword research, SERP analysis, rank tracking, backlinks, competitor research, and AI search visibility. Enables natural language interaction with Mangools SEO capabilities.

mlserve

Self-hosted ML inference MCP server providing embeddings and summarization tools using sentence-transformers and Ollama, with low-latency preloaded models and API-key authentication.

Hacking Buddy MCP

A proof-of-concept tool that integrates AI into security operations, allowing users to perform offensive security tasks like network scanning and reconnaissance through natural language commands to GitHub Copilot.

Droit Français MCP

Provides access to official French legal databases (Légifrance and JudiLibre) for searching and consulting French legislation, judicial codes, case law, official journal publications, and court decisions.