Discover Awesome MCP Servers

fixgraph

Search and contribute to FixGraph — 25,000+ community-verified engineering fixes. Tools: fixgraph_search, fixgraph_get_fixes, fixgraph_submit_fix.

OpenWeatherMap MCP Server

Provides access to real-time weather data, 5-day forecasts, and air quality information for any city using the OpenWeatherMap API.

缔零法则Lawgenesis

缔零法则MCP是基于LLM和RAG技术搭建的实现完全替代人力的全自动化风险识别的内容安全审查平台，致力于通过代理AI技术减少人力成本，高效高精度为用户提供分钟级接入的内容风控解决方案，破解安全威胁，提供从风险感知到主动拦截策略执行的全链路闭环与一体化解决方案。This MCP tool is an AI-powered content security review platform built on LLM and RAG technologies, designed to achieve fully automated risk identification that completel

Ramoira MCP Server

Exposes the Ramoira brand schema specification as MCP tools and resources, enabling LLMs to generate, validate, or reason about brand schemas without the CLI.

Mirdan

Automatically enhances developer prompts with quality requirements, codebase context, and architectural patterns, then orchestrates other MCP servers to ensure AI coding assistants produce high-quality, structured code that follows best practices and security standards.

PrestaShop MCP Server

Provides instant, offline access to comprehensive PrestaShop development documentation including 647+ hooks, module guides, component architecture, APIs, and theme development resources for AI assistants.

Reality Calendar MCP Server

Enables interaction with tool data stored in Google Drive Excel files through cached SQLite database. Provides access to tool information and descriptions with automatic background synchronization and OpenWebUI compatibility via OpenAI proxy.

Memory MCP Server

Provides a persistent "second brain" for Claude featuring zero-latency hot caching, semantic cold storage, and automatic pattern mining from activity logs. It enables users to store, search, and automatically extract project facts and code patterns for enhanced contextual recall.

Zerodha Trading Bot - MCP Server

A Model Context Protocol server that integrates with Zerodha APIs for automated trading, providing tools for authentication, market data retrieval, order placement, and portfolio management.

Obsidian MCP Server

Enables MCP clients to interact with Obsidian vaults via filesystem operations and optional REST API integration for advanced UI commands. It features multi-vault auto-discovery, concurrent-safe file handling, and comprehensive tools for searching, reading, and managing vault content.

Scholar MCP Server

A local academic tool that enables searching across nine academic sources, downloading PDFs, and performing AI-powered analysis of research papers. It also supports generating citation networks and recommending papers based on local workspace code.

EPSS MCP Server

A server that retrieves CVE details from the NVD API and fetches EPSS scores to provide comprehensive vulnerability information, including descriptions, CWEs, CVSS scores, and exploitation likelihood percentiles.

ArxivAutoJob

Kho lưu trữ này chỉ thu thập các bài báo Arxiv có gắn thẻ [arxiv_mcp_project](

MCP Server for Mem.ai

Enables AI assistants to intelligently save, organize, and retrieve content through Mem.ai's knowledge management platform. Supports creating notes, collections, and AI-powered content processing with automatic organization.

FastAPI MCP-Style Server

A minimal FastAPI implementation that mimics Model Context Protocol functionality with JSON-RPC 2.0 support. Provides basic tools like echo and text transformation through both REST and RPC endpoints for testing MCP-style interactions.

Storyblok MCP Server

Enables comprehensive management of Storyblok CMS through natural language interactions. Supports story creation and publishing, asset management, component schema updates, release workflows, and content discovery across all major Storyblok APIs.

Microsoft Copilot Studio ❤️ MCP

A lab demonstrating how to deploy a Model Context Protocol (MCP) server that provides joke functionality to Microsoft Copilot Studio and GitHub Copilot.

LicenseSpring MCP Server

An MCP server implementation that integrates with LicenseSpring APIs, providing comprehensive license management and customer operations capabilities.

Test Generator MCP Server

Enables automatic generation of test scenarios from user stories uploaded to Claude desktop. Leverages MCP integration to streamline the test case creation process for development workflows.

MCP Weather Server

Enables AI agents to access real-time and historical weather data through multiple weather APIs including OpenMeteo, Tomorrow.io, and OpenWeatherMap. Provides comprehensive meteorological information including current conditions, forecasts, historical data, and weather alerts.

revolut mcp pulse

mcprice ⚡ MCP Server for real-time stock & crypto prices in Claude Desktop / Cursor. Stocks → Yahoo Finance (no API key needed) Crypto → Binance Public API (no API key needed) Companion to: revolut-pulse (insider trades)

claude-session-continuity-mcp

Zero-config session continuity for Claude Code. Automatically captures and restores project context across sessions using Claude Hooks.

tasksync-mcp

MCP server to give new instructions to agent while its working. It uses the get_feedback tool to collect your input from the feedback.md file in the workspace, which is sent back to the agent when you save.

Algorand MCP Server

Provides 50+ tools for comprehensive Algorand blockchain development including account management, asset operations, smart contracts, atomic transactions, swap functionality via Pera Swap, and semantic search through Algorand documentation.

mcpGraph

Enables orchestration of MCP tool calls through declarative YAML-defined directed graphs with data transformation, conditional routing, and observable execution flows.

Track-It Process Monitor

Enables Claude to monitor and inspect running processes through a lightweight wrapper that captures stdout/stderr logs and stores process metadata in SQLite. Users can track any command execution and query process status, logs, and history through natural language.

Maiga API MCP Server

Provides comprehensive integration with the Maiga API for cryptocurrency analysis, including token technicals, social sentiment tracking, and KOL insights. It enables AI assistants to retrieve market reports, trending token data, and detailed on-chain information.

Spotify MCP Server

Máy chủ Giao thức Điều khiển Phương tiện để điều khiển phát lại Spotify