Discover Awesome MCP Servers

lunar

Browser-based geometry processing server that enables AI agents to create geometry, run analysis and operators, inspect results, and take screenshots via MCP.

autoMate

A personal AI assistant server that provides MCP tools for notes, files, reminders, memory, shell, browser, and 30+ SaaS integrations, enabling AI clients to access and manage your data across sessions.

AutoDL MCP Server

Manages AutoDL GPU cloud instances, including lifecycle management, SSH operations, file transfer, and GPU monitoring.

zxkol

ZXKOL transforms tasks like "finding Douyin beauty influencers with 100k–500k followers" into simple tool calls—eliminating the need to write web scrapers or integrate platform-specific SDKs.

OpenWeatherMap MCP Server

Provides weather data, forecasts, air quality, and location services via OpenWeatherMap API integration.

mcp-api-server

FastAPI-based MCP server integrating YOLOv8 object detection and embedding services, enabling AI agents to analyze images via the Model Context Protocol.

Databricks MCP Server by CData

Databricks MCP Server by CData

arc-devtools-mcp

MCP server enabling AI agents to control and inspect Chrome/Arc browsers via DevTools, with Arc-specific tab reuse.

Tencent Cloud COS MCP Server

Enables interaction with Tencent Cloud Object Storage (COS) through MCP protocol. Supports file upload, download, deletion, listing objects, and generating temporary signed URLs for cloud storage management.

mcp-vision-bridge

Gives text-only LLM coding agents vision by routing images to a multimodal model and returning detailed textual descriptions. Supports local files, URLs, clipboard, base64, raw bytes, and multiple providers like OpenAI, Anthropic, and Gemini.

catalogue-api

Provides a read-only API over a book catalogue, offering tools to search books, retrieve book details and series, and inspect provenance and source agreement data.

Eagle MCP Server

Eagle MCP Server

Unity MCP Package

An enhanced Unity package to communicate with a local MCP Client via a Python server, with extended material, particle, lighting, UI and physics features.

cosyvoice-ko

Local Korean text-to-speech MCP server using a fine-tuned CosyVoice2 model, enabling voice synthesis directly from Claude or Codex with privacy and no API costs.

runsec

AI-powered MCP Server for Secure Coding. Zero noise, instant proof.

Malware-Sandbox-mcp

Enables assistants to analyze files and URLs for malware by integrating with security services like VirusTotal and ANY.RUN, returning threat reports.

turkey-data-mcp

MCP server for live Turkey data — gold & silver prices, official TCMB exchange rates, fuel pump prices, prayer times and the Kandilli earthquake feed.

Amazon VPC Lattice MCP Server

A Model Context Protocol server that provides tools for accessing and managing AWS VPC Lattice information, allowing users to list sources and retrieve sample prompts related to AWS networking documentation.

secure-llm-proxy

OpenAI-compatible proxy with PII scrubbing, audit logging, and model routing. Drop-in replacement — set OPENAI_BASE_URL to point to this server. Supports GPT-4o, Claude, Gemini, and Llama via single endpoint.

Siya Dashboard Menu MCP

This MCP server enables managing dashboard menu sections for client configurations via GitHub API, supporting add, update, and remove operations.

mcp-riksbank-se

Enables querying Sveriges Riksbank (Sweden's central bank) data through the SWEA v1 API via MCP tools or natural language, keyless and part of the Pipeworx gateway.

freeplay-mcp

Enables AI agents to interact with Freeplay, an ops platform for AI engineering teams, to analyze production logs, identify quality issues, iterate on prompts and agents using real data, and run experiments before deploying.

toflow MCP Server

Enables AI assistants to access toflow.ai workspace for prospecting, multi-channel outreach (email, LinkedIn, WhatsApp), sequences, enrichment, CRM, and AI automations.

k6-loadtest-mcp

Turns natural-language API descriptions into runnable k6 load tests, executes them, and returns structured performance metrics for AI-assisted reporting.

chatExcel

A Model Context Protocol server for intelligent Excel processing and data analysis, offering tools for reading, validating, executing code, and generating interactive visualizations with Excel files.

Rust Minidump MCP

Analyzes application crash dumps and extracts debug symbols, transforming Windows minidump files into readable stack traces and providing AI-powered crash analysis to help identify root causes and fix critical issues.

Liana-MCP

Enables natural language interface for single-cell RNA-Seq analysis using Liana. Supports reading/writing scRNA-Seq data, cell-cell communication analysis, and visualization through circle plots and dotplots.

mcp-server-starter

A small but real MCP server (FastMCP) with inventory management tools and a destructive action that requires human confirmation before executing.

TokenOracle MCP

Estimates, compares, and controls LLM API costs before agents spend tokens, with tools for cost estimation, model comparison, and budget checking.

yacy-mcp

Enables AI applications to perform web searches using a YaCy search engine instance through the Model Context Protocol.