Discover Awesome MCP Servers

Trello MCP Server

A Model Context Protocol (MCP) server that provides AI assistants with access to Trello's functionality. This server enables AI models to interact with Trello boards, lists, and cards programmatically.

Jira MCP

Enables AI clients to manage Jira Cloud issues, comments, attachments, and transitions through natural language.

Memory MCP

A knowledge-graph-based memory system for AI agents that enables persistent information storage between conversations.

mcp-dataverse-harvard

Enables searching and retrieving metadata from Harvard Dataverse, including datasets, files, and dataverses via an MCP gateway.

Mock Data Server

生成模拟数据的 MCP 服务器。通过在 GitHub 上创建一个帐户来参与 rhitune2/mock-data-mcp 的开发。

semantic-mcp

A semantic router that enables discovery, management, and execution of tools across multiple MCP servers using natural language.

MCP Autonomous Analyst

A local, agentic AI pipeline that analyzes tabular data, detects anomalies, and generates interpretive summaries using local LLMs orchestrated via the Model Context Protocol.

OpenTester

OpenTester is a testing execution engine designed for AI coding tools (Claude Code, Cursor, OpenCode, etc.). It provides a unified DSL format and MCP interface, enabling Agents to generate, execute, and manage test cases, achieving an automated "code-test-fix" workflow.

victoriametrics-mcp

MCP server for querying VictoriaMetrics (PromQL/MetricsQL) and VictoriaLogs (LogsQL), also compatible with Prometheus, returning compact text summaries for LLM agents.

Bookstore MCP Server

Enables users to manage and interact with a bookstore through natural language, supporting book searching, inventory checking, purchasing, and restocking operations. Provides seamless integration with AI assistants for complete bookstore management functionality.

LayerBack MCP Server

Enables converting diagram images (screenshots, photos, PDF pages) into editable files like Visio, PowerPoint, draw.io, and SVG through the LayerBack API.

Estonian Cybersecurity MCP

Query Estonian cybersecurity data -- regulations, decisions, and requirements from RIA/CERT-EE -- directly from any MCP-compatible client.

spider-data

MCP server providing web search, fetch, and crawl capabilities for AI agents via the spider.cloud API, with caching, cost controls, and robust error handling.

Brown Courses MCP Server

Enables searching Brown University courses, getting detailed course info, and checking schedule conflicts via natural language, using the university's public course catalog API.

godot-mcp

Enables AI assistants to interact with the Godot game engine, including launching the editor, running projects, capturing debug output, and managing scenes.

STRATA

MCP server that provides AI assistants persistent context memory across sessions, using Supabase PostgreSQL and pgvector to save, search, list, and delete memories via natural language.

MCP Server Health Monitor

Enables LLMs to monitor server health through natural language, including HTTP endpoint checks, disk/memory/CPU usage, port status, and process listings.

BuildPulse MCP

MCP server for the BuildPulse Platform API. Lets AI agents surface flaky tests, CI run history, and coverage health.

helm-personal-os

Provides MCP tools to read and update a local-first personal OS for goals, tasks, habits, food, workouts, and check-ins. Enables assistants to manage daily life data and interact with an evidence-grounded AI coach.

videolab-mcp

An MCP server that turns Claude into a hands-on video editor for short-form videos, enabling music generation, script writing, voiceover synthesis, and video stitching with FFmpeg. It also features a text-to-documentary skill that converts long-form text into structured documentary videos.

Repository Inspector MCP Server

Enables AI clients to inspect Git repository changes, run allowlisted validation commands, and generate Markdown review reports via MCP, with validation disabled by default for security.

Jira Product Discovery MCP

Exposes generic Jira REST tools and native Jira Product Discovery operations for Jira Cloud, including insights and attachments.

Portfolio MCP Server

Enables searching and retrieving portfolio data including experience, skills, and contact information through natural language queries.

mcp-officecli-bridge

Streamable HTTP bridge that exposes OfficeCLI MCP tools (create, view, query, etc.) to Gemini Spark via a hosted server, deployable on Coolify.

mcp-vods

Enables AI to search for video streaming URLs and play them directly on Xiaomi TV or other Android TVs. Supports custom configurations for multiple devices.

Anki Card Manager (acm)

This MCP server connects Claude with Anki, allowing users to create flashcards conversationally and automatically deduplicates, classifies, and uploads them without manual copying and pasting. It runs locally with Ollama for embeddings and classification, ensuring privacy.

Wan 3.0 Prime API MCP Server

Enables MCP-capable clients to generate higher-fidelity videos via Wan 3.0 Prime, supporting text-to-video, image-to-video, multimodal reference-to-video, and async task status polling.

claude-secrets

Encrypted token store for Claude Code sessions, providing MCP tools for secure secret management with macOS Keychain integration, per-project allowlists, and native dialog input.

agentes-mcp-server

Unified MCP server for the AmorSaúde ecosystem, combining SQL query, semantic search, medical record similarity, audio transcription, and LLM-as-Judge evaluation tools for multiple healthcare agents.