Discover Awesome MCP Servers

safe-autonomy

Provides MCP tools for AI agents to classify changes into autonomous or human review lanes, and to run shadow simulations over backlogs without shipping anything.

BlenderMCP

Connects Blender to Claude AI, enabling prompt-assisted 3D modeling, scene creation, and manipulation through natural language.

microsandbox-mcp

Connects AI agents to microsandbox for creating lightweight sandboxes, executing code, managing files, and monitoring resources.

Attio Simple MCP Server

Integrates Attio CRM with AI clients to manage companies, people, and notes through 14 specialized tools. It supports dynamic schema discovery, enabling users to search, create, and update records within their Attio workspace.

FRED

A local MCP server that gives Claude and other MCP clients access to Federal Reserve Economic Data (FRED) — 800,000+ economic time series covering GDP, inflation, employment, interest rates, and more.

semanticscholar-mcp

Provides access to the Semantic Scholar Academic Graph API, enabling search and retrieval of papers, authors, citations, and related academic data.

APM Terminal Operations Intelligence

Enables querying and analysis of container terminal operations including vessel tracking, crane management, and productivity metrics through natural language interactions with a MySQL database.

gemini-diagram-mcp

MCP server for generating diagrams, charts, and visualizations using Gemini image generation on Vertex AI. Supports auto-detection of diagram types, multiple style modes, and iterative refinement.

Project Tracker MCP Server

A TypeScript-based REST API that integrates project and task management with MCP (Model Context Protocol), allowing users to manage projects and tasks through natural language interactions.

scifinder-route-mcp

MCP server for indexing and searching reaction-step-level synthesis routes from local SciFinder exports, designed for Docker/NAS deployment.

rtk-mcp

MCP proxy that filters oversized tool responses, downscaling screenshots and pruning accessibility snapshots to reduce token usage in LLM interactions.

vmware-avi

VMware AVI Load Balancer (NSX Advanced Load Balancer) management plus AKO Kubernetes integration. 29 MCP tools across virtual services, pools, analytics, and AKO lifecycle, with double-confirmation gates and audit logging for destructive operations.

spine-mcp

Local MCP server for automating Spine projects via the official CLI, enabling AI tools to inspect, export, import, and add animations to .spine files.

Piskel MCP Server

Enables AI assistants to create and manipulate pixel art by providing tools for drawing, layer management, and animation frame control. It supports exporting projects to PNG, GIF, and sprite sheet formats via the Model Context Protocol.

dream-os

MCP server for Dream OS, enabling Claude to read, add, update, remove, and move desktop gadgets, capture ideas, and manage a transparent overlay through a set of 8 tools.

ark-nitrado-mcp

An MCP server that lets Claude check your Nitrado-hosted ARK server: live status, settings, and files without using the web panel.

MCP Todo List

MCP server that exposes a TODO list API to AI assistants, enabling natural language management of tasks with create, read, update, and delete operations.

agent-commons

Enables agents to search answered tickets, ask new questions, and answer waiting questions on the shared help desk, while providing read-only observation of visits.

mcp-policy-guardian

A deterministic, network-free MCP server for validating repository release hygiene and version alignment in local projects. It enables automated repository health checks and generates standardized release checklists based on project state.

Forecast Storage MCP Server

Enables storing and retrieving weather forecasts with text and audio in Google Cloud SQL PostgreSQL, supporting full internationalization, TTL-based caching, and automatic expiration management.

Chess MCP Server

Enables playing chess games with legal move validation and AI opponent moves powered by the Stockfish engine. Supports multiple concurrent games and provides moves in UCI format.

Yuque MCP Server

MCP server for Yuque (语雀) that exposes your knowledge base to AI assistants through the Model Context Protocol.

MCP Metaculus Server

Retrieves historical prediction data, community forecasts, and user comments from Metaculus forecasting platform with strict date filtering to prevent future information leakage for backtesting applications.

cutterMCP

MCP Server for Cutter

mcp-auto-browser

MCP server that connect to your browser using --remote-debugging-port

RepoGraph-Honest MCP Server

An MCP server that validates generated code against project structure and installed dependencies, catching undefined symbols, wrong API calls, dead code, and type mismatches in real time. It provides tools for project indexing, symbol/API checking, sandboxed execution, file scanning, and code analysis.

Redshift MCP Server

Enables interacting with Amazon Redshift databases through SQL queries, schema exploration, and execution plan analysis.

mcp-data-nl

Enables searching, viewing metadata, and querying tabular resources from Netherlands Open Data (data.overheid.nl) via CKAN.

BackendMax

AI-powered backend diagnostics MCP server that statically analyzes frontend and backend code to catch cross-boundary bugs, contract drift, missing validation, security gaps, and performance anti-patterns before deployment.

hive-mcp-zk-attestation

Enables autonomous agents to emit zero-knowledge attestations of their internal state hash and DID, anchor commitments to Base, and verify proofs via Aleo snarkVM.