Discover Awesome MCP Servers

SSB MCP Server

Provides comprehensive access to SQL Stream Builder (SSB) functionality with 80+ MCP tools for managing streams, jobs, tables, and real-time data processing. Supports both standalone SSB deployments and Cloudera Data Platform with multiple authentication methods.

ci-triage-mcp

MCP server for GitHub Actions CI failure triage. It wraps the gh CLI to fetch PR checks, failed jobs, and tail/grep failed job logs with ANSI/timestamp stripping and root-cause extraction.

pytest-mcp-server

MCP server for debugging pytest failures, allowing users to register test failures, apply systematic debugging principles, and analyze failure patterns.

zhihu-mcp

Enables AI assistants to directly operate Zhihu, including login, publishing articles and videos, searching content, getting recommendations, and commenting.

human-delegation

An MCP server that enables agents to delegate asynchronous tasks to registered humans, with support for threaded conversation, result review, and delivery via web, email, or Telegram.

ros2-mcp

ROS2 MCP server that bridges AI agents (Claude Code, OpenClaw, Cursor) to ROS2, allowing them to read topics, call services, control robots, and wrap telemetry into verifiable hash-chained proof bundles.

openpulsechain

PulseChain on-chain analytics for AI agents. 20 tools: token safety scores (0-100, A-F), honeypot detection, whale tracking, smart money feed, scam alerts, DEX volume, bridge stats, holder leagues. 11 free + 9 pro with API key.

searchts

Enables AI agents to read any URL by using an escalating open-source unlocker to bypass common bot walls, returning clean Markdown content.

Akebono MCP

Provides scored and reasoned Kyoto temple data optimized for AI travel agents to deliver personalized recommendations based on natural language queries. It enables agents to retrieve detailed temple information including historical significance, pricing, and crowd levels.

self-improve

Captures user corrections and improvements during interactions, logs them, finds recurring patterns, and prescribes preventive fixes like CLAUDE.md rules, skills, scripts, or MCP tools to avoid repeating mistakes.

NIH UMLS MCP Server

An MCP server that provides access to the NIH UMLS API and the NIH VSAC FHIR API. This server enables AI models to search medical terminology, look up concept definitions, explore relationships between medical concepts, map codes between different medical coding systems, and work with curated clinical value sets.

lark-mcp

Enables AI assistants to interact with Feishu/Lark Open Platform APIs for tasks like document processing, chat management, and calendar scheduling.

mcp-nasa-power

MCP server for NASA POWER climate data, offering a climatology tool to retrieve long-term monthly averages for any coordinate. Supports natural language queries through the Pipeworx gateway.

Natal IBGE MCP Server

Provides AI models with direct access to official IBGE Censo 2022 and PIB data for Natal (RN), including neighborhood-level demographics, sanitation, and comparisons.

Gmail Local MCP

Local stdio MCP server that mirrors the public Gmail MCP server tool surface while calling the Gmail REST API directly, enabling email management tasks like creating drafts, searching threads, and managing labels.

xahau-mcp

Offline MCP server for the Xahau network that simulates Hooks smart contracts by running their real WebAssembly bytecode, performs static analysis, and provides read-only ledger access and unsigned transaction builders.

Open CLAW Knowledge Distiller

Converts YouTube and Bilibili videos into structured knowledge articles using local transcription or subtitle extraction combined with AI-powered summarization. It supports multiple summary styles and provides tools to process URLs, track job status, and retrieve results directly within MCP-compatible agents.

cnv-lab-mcp

MCP server for reserving lab hardware in GLPI, triggering CNV cluster deployments in Jenkins, and importing ACM spoke clusters.

vikingdb-mcp-server

Enables interaction with VikingDB, a high-performance vector database, for storing and searching vector data via natural language.

FFmpeg MCP Server

Enables video processing tasks such as resizing, audio extraction, and metadata inspection using FFmpeg, with base64 input/output for stateless and portable operation.

@voidly/mcp-server

MCP server providing 124 tools for censorship intelligence, encrypted agent messaging, and Voidly Pay onboarding, enabling AI assistants to access real-time censorship data, risk forecasts, and agent-to-agent communication.

UUID Generator Engine MCP Server

Generates cryptographically secure, compliant UUIDs (v4, v5, v7) to prevent AI-hallucinated identifiers that would cause database collisions.

Team MCP Server

Provides team information retrieval capabilities through HTTP streaming transport. Built with FastMCP 2.0+ and includes ngrok integration for easy testing and development.

PixelForge MCP

An MCP server for AI-powered image generation, editing, analysis, and transformation using Google's Gemini and Imagen 4 models.

sketch-to-html-mcp

MCP server that parses .sketch design files into CSS-aligned, LLM-friendly JSON, enabling AI coding agents to generate high-fidelity HTML, Vue, or React code.

mcp-agent-to-vsc

Local MCP server that connects VS Code agents like Cline to OpenAI and provides workspace file tools (read, write, list) with restricted file access.

MCP Browser Debugger

Enables comprehensive web frontend debugging and analysis through DOM inspection, JavaScript execution, network monitoring, console log capture, and automated browser interactions. Supports complete web development workflows including testing, data extraction, and performance analysis.

Send to Kindle MCP Server

A Model Context Protocol (MCP) server that allows Claude Desktop to send documents directly to your Kindle e-reader.

MCP Analytics

Statistical analysis, forecasting, and ML for business data (Shopify, Stripe, WooCommerce, eBay, GA4, Search Console). Upload a CSV or connect live data sources — ask a question in Claude or Cursor, get an interactive HTML report

Wikimedia-Search-Images

This MCP server enables AI assistants to search for images on Wikimedia Commons, providing detailed metadata and optional thumbnail combinations to assist AI models in visual comparisons.