Discover Awesome MCP Servers

MCP Instruct

Provides persistent personal and organizational knowledge storage that any LLM can connect to for instant context about who you are, what you do, and your preferences. Enables AI agents to maintain long-term memory across sessions through structured data categories, semantic search, and export/import capabilities.

RepoRescue MCP

Clones and inspects public GitHub repositories to extract evidence like manifests, dependencies, and version hints, and can run allow-listed repos in isolated Docker containers for reproducible verification.

mobile-release-mcp

MCP server for managing mobile app releases on App Store Connect and Google Play. It exposes 101 tools for iOS and Android release lifecycle and reacts to EAS/GitHub webhooks automatically.

siraya-mcp-worker

A Cloudflare Worker MCP server that exposes SIRAYA model discovery and invocation tools to MCP-capable agents.

dynamic-context-mcp

A Model Context Protocol (MCP) server that injects 'Just-in-Time' context into AI conversations based on file paths and glob patterns.

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.

antigravity-terminal-mcp

Windows-focused MCP server for terminal automation with persistent PowerShell sessions, live session logs, and VS Code integrated terminal bridge.

SSH MCP Server

Enables MCP-compatible AI clients to remotely manage a Linux server via SSH, supporting file operations, Docker control, Git pulls, and arbitrary command execution.

mcp-markdown-to-confluence

Converts Markdown files to Atlassian Document Format and publishes them to Confluence, with support for rendering Mermaid diagrams as PNG attachments.

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.

secretsminter

A self-hosted MCP server that mints, places, and rotates cloud secrets (e.g., Cloudflare, GitHub, Supabase) without exposing secret values to the agent, using a signed destination allow-list and self-maintaining rotation.

lark-mcp

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

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.

IndiaQuant MCP Server

Provides real-time Indian stock market analysis, including live price tracking, technical indicators, and options Greeks calculations for NSE/BSE securities. It also enables news-based sentiment analysis, market scanning for NIFTY 50 stocks, and virtual portfolio management.

Anaconda MCP

Exposes conda environment management tools to MCP-enabled AI coding assistants, enabling them to create, modify, and delete environments and packages on your machine.

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.

Nutrition By Api Ninjas MCP Server

Provides access to the Nutrition By Api Ninjas API to extract detailed nutritional information from natural language food queries. It enables users to retrieve data such as calories, vitamins, and macros from text descriptions of meals.

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.

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.

Discogs MCP Server

Enables AI assistants to search, manage, and analyze personal Discogs music collections with features like mood-based recommendations, advanced search, and collection analytics.

commonlands-mcp

Enables lens selection, field of view calculation, Shopify product truth verification, and cart handling for Commonlands precision optics.

Apple Health Shortcuts MCP

Enables AI to read-only access Apple Health data (current status, sleep, trends) via a Cloudflare-deployed MCP server, using iPhone shortcuts to sync data.

cron-mcp

Enables scheduling prompts with cron expressions and receiving webhook POSTs to callback URLs.

FLUX MCP Server

Exposes Replicate's FLUX image generation models to Claude, enabling text-to-image generation, image variations, inpainting, and edge-guided creation with 6 different FLUX models.

Gemini RAG MCP Server

Enables creation and querying of knowledge bases using Google's Gemini API File Search feature, allowing AI applications to upload documents and retrieve information through RAG (Retrieval-Augmented Generation).

dotdog

Enables AI agents to query and traverse spec genomes via MCP tools, providing structured access to entities, relationships, and graph data.

PocketBase MCP Server

Enables MCP-compatible applications to directly interact with PocketBase databases for collection management, record operations, schema generation, and data analysis.