Discover Awesome MCP Servers

jlink-mcp

Enables AI assistants like Claude to directly debug microcontrollers via JLink, supporting breakpoints, single-step, memory/register access, variable inspection, RTT logging, and firmware flashing.

AWS Lambda Tool MCP Server

Bridges MCP clients and AWS Lambda functions, enabling generative AI models to invoke Lambda functions as tools without code changes.

Silver Price MCP Server

Fetches real-time silver prices and chart images from MCX India via Groww.in, including price metrics, trends, and a base64-encoded PNG chart.

mcp_ctl

一个跨平台管理所有 Minecraft 服务端的包管理器

Coding Standards MCP Server

Automatically enforces team coding standards in AI-assisted development by providing an MCP server that AI assistants can query for language-specific standards, style guides, and best practices.

@vibemap.ai/mcp-server

Connects IDE agents to VibeMap via MCP, allowing AI coding agents to load project specs or reverse-engineer codebases into structured VibeMap assets.

agentrem

MCP server for managing structured reminders for AI agents, with persistent storage, full-text search, and cross-session support.

pody-mcp

First MCP server in the Israeli podcast vertical. 7 read-only tools exposing live data on studios, podcasts, glossary, and the State of Israeli Podcasts 2026 industry report. Operated by Pody (Wikidata Q139719199).

discord-mcp

Comprehensive Discord server management through MCP, enabling channel, role, permission, message, moderation, and automation tasks via natural language.

Weather MCP Server

A Model Context Protocol server that provides real-time US weather alerts and forecasts via the NOAA National Weather Service API.

ai-explore-review-loop

Enables Claude Code sessions to wait for a durable, exact-head GitHub pull-request review and continue the same review/fix/push loop without polling, using Supabase durable state and Realtime wake-ups via ordinary stdio MCP.

ATLAS Life Safety Decision MCP Server

Provides local safety regulation, weather, and dining hygiene context tools for the ATLAS multi-agent safety evaluation system.

Penfield AI Memory

Persistent memory and knowledge graphs for AI agents. Hybrid search, context checkpoints, and more.

Hammerspace Storage Management MCP Server

Enables natural language management of Hammerspace storage clusters with automated file ingestion, tagging, tier management, and vector embedding generation. Supports real-time file monitoring, multi-format document processing, and Kubernetes-based ingestion workflows with Milvus integration.

ChatCrystal

Local-first AI PKM memory server for coding conversations. Imports Claude Code, Cursor, Codex CLI, Trae, and GitHub Copilot chats into notes, semantic search, tag graphs, Markdown exports, and MCP memory tools.

SpinAI App

将 SpinAi Agent 与 Hubspot Mcp 服务器集成

MCP Image Generator

An MCP server for generating and manipulating images using fal.ai's Stable Diffusion model, supporting multiple artistic styles, image sizes, upscaling, and inpainting.

QGIS MCP Server

Enables interaction with QGIS (Quantum GIS) through an MCP plugin and server, allowing natural language commands to control QGIS.

technocore-mcp

Enables MCP-capable runtimes to read agent message rooms, sign and post public messages, and create or verify Ed25519 contribution proofs for Technocore.

Google API Discovery Service MCP Server

An MCP server that provides access to Google's API Discovery Service, allowing agents to discover and interact with Google APIs through natural language commands.

posokanei-mcp

Read-only MCP server for Greek supermarket product and price data from PosoKanei. Enables product search, barcode lookup, price comparison across retailers, and basket evaluation.

Turbo Quant Memory MCP Server

Provides persistent, local-first memory with knowledge graph and hybrid search for AI coding agents, reducing token usage by storing decisions, patterns, and codebase context.

Crypto Exchange SDK Documentation MCP

Offline documentation and API method queries for multiple cryptocurrency exchanges including Gate.io, Bybit, Binance, Bitget, OKX, and OKX DEX.

sakutto-mcp-server

A production-ready MCP server for AI agents, providing deep web research and RAG capabilities via Cloudflare Workers.

Telegram MCP

Personal read-only Telegram MCP server exposing chat, message, and media tools via streamable HTTP with bearer authentication.

Agentic Retail MCP System

A full-stack AI application implementing a Model Context Protocol server for retail operations. It enables users to query inventory, analyze pricing elasticity, and get demand forecasts through a conversational interface connected to Firebase Firestore.

pg-python-mcp

A PostgreSQL MCP server with AST-based security for safe database operations. Enables AI assistants to query and manage PostgreSQL databases securely.

Document Convert MCP

Enables document format conversion between Word, Markdown, PDF, HTML, and plain text, supporting batch operations and format validation via the AI MCP protocol.