Discover Awesome MCP Servers

claude-swarm-mcp

Orchestrates multiple Claude Code instances into a collaborative swarm for real-time task delegation, message exchange, and code snippet sharing. It features peer discovery, status tracking, and a centralized web dashboard to monitor coordinated activity across sessions.

openclaw-upgrade-orchestrator-mcp

Safe-upgrade advisor for OpenClaw. Detects current version, checks the deployment against a hand-curated catalog of version-specific known regressions, captures pre-upgrade snapshots, diffs them against post-upgrade state, and emits step-by-step upgrade + rollback guides.

Mantine UI MCP Server

Máy chủ MCP để làm việc với các thành phần Mantine UI - cung cấp tài liệu, tạo mã và các tiện ích chủ đề.

MCP Senado Federal

Enables AI assistants to query Brazilian Senate data including senators, bills, voting records, committees, and plenary sessions through natural language.

mcp-server

A simple, extensible MCP server implementation for local use with tools like Copilot Chat, enabling context management and protocol-compliant communication.

Weather MCP Server

Provides current weather data and city comparisons for any location with support for metric/imperial units and optional forecasts.

DevContext

Workspace-aware MCP server that provides AI clients with structural code understanding via AST parsing, hybrid retrieval, and git history, enabling accurate code search, definition lookup, and blame analysis.

tavily-mcp-python

Tavily MCP Server implementation that uses fastmcp and supports both sse and stdio transports. It also supports more up to date functionalities of Tavily.

Docling Granite MCP Server

Converts PDF documents to Markdown with automatic image description generation using IBM Granite Vision, supporting streaming and page range selection.

AVS Document Search System

A vector search system that enables semantic retrieval of document chunks using MongoDB Atlas Vector Search and Voyage AI embeddings, allowing users to search documents by meaning rather than just keywords.

vibecompass-mcp

MCP server that connects AI coding tools to VibeCompass projects for reading context and writing decisions, conflicts, and session notes.

remember-mcp

Multi-tenant memory system MCP server with vector search, relationships, and trust-based access control for AI assistants.

Monad NFT Launch Tool

An MCP server that helps users create NFT collections, deploy smart contracts to the Monad blockchain, and generate mint websites with Claude AI integration.

Dingo MCP Server

Dingo MCP Server

sc-mcp

A read-only MCP server that wraps the Scalable Capital CLI to expose broker data (portfolio, holdings, transactions, analytics, quotes, news) to any MCP-capable client.

MCP Codebase Mentor

An MCP server that acts as an AI mentor for any codebase using dual-layer indexing, enabling codebase initialization, tutorial generation, and semantic search.

Trackings MCP Server

Integrates Claude Desktop with trackings.ai to manage projects, configure keyword scans, and trigger run executions. It allows users to retrieve consolidated keyword results and monitor credit balances through natural language commands.

Imagine if you could turn an LLM into a simulator

AgentTorch MCP Server - Hãy tưởng tượng nếu các mô hình của bạn có thể mô phỏng.

hass-mcp-server

MCP server for full Home Assistant control, enabling AI agents to manage dashboards, automations, files, apps, entities, and more via REST API, WebSocket, and SSH.

agent-guard-mcp

agent-guard-mcp

mcp-meeting-rooms

Enables AI agents to browse, search, and book meeting rooms across multiple buildings with realistic seed data and conflict detection.

kolas-mcp

MCP server for Korea's KOLAS (Korean Laboratory Accreditation Scheme) under KATS. Search calibration / testing / inspection / medical-testing / reference-material-production / proficiency-testing accredited organizations and standards via knab.go.kr + data.go.kr.

Expense Tracker MCP

Enables tracking of personal expenses with tools to add, list, update, delete, and summarize expenses by category.

agent-validator-mcp-server

Enables testing and validation of APIs for AI agent compatibility, providing scores, grades, and actionable recommendations.

Perplexity Web-Search MCP

Enables AI assistants to perform real-time web and academic searches using Perplexity's Sonar API.

Azure DevOps MCP Server

A Model Context Protocol server that enables AI assistants to interact with Azure DevOps work items, projects, wikis, and boards through natural language.

Education AI MCP

Provides AI-powered educational tools for teachers including lesson planning, quiz creation, student progress analysis, learning path recommendations, and rubric generation. Enables educators to automate administrative tasks and personalize learning experiences through natural language interactions.

ssc

MCP server for scraping product prices, offers, reviews, and details from Amazon, Google Shopping, Bol.com, and Coolblue via natural language commands, with spend-cap protections.

1C MCP Toolkit

Integrates AI agents with 1C:Enterprise databases via MCP and REST API, supporting a built-in HTTP server (no Python required) or a Python proxy mode.