Discover Awesome MCP Servers

mcp-video

An MCP server that enables LLMs to analyze video content by extracting frames as base64 images and retrieving video metadata using ffmpeg.

java-jdtls-mcp-server

A high-performance MCP server that bridges AI agents with Java codebases, providing professional-grade Java language intelligence via Eclipse JDT.LS.

Scanpy-MCP

Provides a natural language interface for scRNA-Seq analysis using the Scanpy library, supporting operations such as data preprocessing, clustering, and visualization. It enables AI agents and clients to perform complex single-cell transcriptomics workflows through the Model Context Protocol.

PodMaster

Local podcast transcription, embedding, and semantic search with an MCP server for AI assistant integration. All processing runs on your machine.

Agent Coherence — Stale Write Guard (FS)

Coherence guard for shared files: when two agents write the same file, the stale writer is denied instead of silently overwriting, then reacquires and retries. Single-host, TLA+-verified.

mcp-docs

Generic MCP server that exposes Markdown documentation to LLMs, enabling them to search and answer questions about any software documentation.

colab-drive-mcp

An MCP server for safely inspecting, editing, and synchronizing Google Colab-compatible .ipynb notebooks through Google Drive.

Japanese Character Counter MCP Server

Accurately counts Japanese text characters using grapheme clusters, properly handling surrogate pairs and combining characters through the Intl.Segmenter API.

worldcup-2026-mcp

Query FIFA World Cup 2026 data including matches, standings, teams, and statistics.

Todoist MCP Server Extended

Enables natural language task management with Todoist, supporting tasks, projects, sections, labels, smart search, and batch operations for efficient workflow integration with Claude and other MCP-compatible LLMs.

Aristotle MCP Server

An MCP server that wraps Aristotle's automated theorem prover for Lean 4, allowing AI assistants to fill in proofs, verify lemmas, and formalize natural language into Lean code.

MCP Agile Agent

Provides Trello project management tools (create cards, move cards, add comments, list cards) with fuzzy matching for AI agents like Claude and OpenCode.

MySQL MCP Server

Provides AI assistants with secure read-only access to MySQL databases through validated SELECT queries. Supports SSL/TLS connections and implements multiple security layers to prevent data modification.

Monarch Money MCP Server

An MCP server that connects Claude (and other MCP clients) to your Monarch Money financial data, allowing you to query accounts, transactions, and budgets, or update transactions and budget amounts through natural language.

Conduit

AI-powered connection manager with 60+ MCP tools for SSH terminal execution, RDP desktop control, VNC interaction, web session automation, and encrypted credential vault management. Works with Claude Code, Cursor, Windsurf, and any MCP-compatible client.

Fastn Server

An MCP server that enables dynamic tool registration and execution based on API definitions, providing seamless integration with services like Claude.ai and Cursor.ai.

claude-intercom

Enables real-time messaging between Claude Code instances, allowing agents to send, receive, and reply to messages instantly via file-based communication with auto-notification.

AgentKit Browser Automation

agentkit cho máy chủ playwright-mcp

obx

A fast, lightweight MCP server and CLI for Obsidian vaults built in Go. 16 multiplexed tools covering 72 actions for notes, search, templates, tasks, links, frontmatter, and vault analysis. Single binary, no plugins required.

st-k8s MCP Server

Exposes Kubernetes cluster management tools to LLMs, enabling querying pods, deployments, logs, metrics, and managing port forwards via natural language.

Construction MCP Server

Ultra-lightweight MCP server for construction calculations and material estimation, enabling material calculator and cost estimator tools for structures like foundations, walls, slabs, and beams.

Clind MCP Server

A Shopify-focused MCP server that enables AI agents to manage store operations like order tracking, product discovery, and checkout link generation. It facilitates customer-facing interactions including shipping estimates and real-time inventory searches.

snapdiff-mcp

Intent-aware visual verification for coding agents: the agent declares what a UI change should affect, and SnapDiff diffs the page against a baseline and flags anything that changed outside that intent for review or rollback — local screenshot capture via Playwright.

agentboard

A local task tracker with Kanban board and MCP server for AI agents, enabling task management via markdown files and providing tools for agents to query and update tasks.

dv-flow-mcp

Máy chủ Giao thức Bối cảnh Mô hình (MCP) cho DV Flow

mail-mcp

MCP server that gives Claude and other MCP hosts full access to Mail.app on macOS — search, read, send, reply, flag, move, and more across all accounts configured in Mail.app.

postgres-recommender-mcp

Enables read-only SQL analytics and ALS collaborative filtering recommendations on a Postgres e-commerce database.

backrest-mcp

MCP server for Backrest that provides read-only and gated write access to backup configuration, snapshots, and operations, with layered safety controls to protect backup data.

demo-director

An MCP server that turns AI agents into product presenters, enabling them to record keynote-quality demo videos by controlling screen recording, mouse, Chrome, and narration.