Discover Awesome MCP Servers

Atla MCP Server

에이전트가 Atla 모델과 상호 작용할 수 있도록 하는 MCP 서버의 초기 버전입니다.

vision-primitives-mcp

MCP server providing 26 visual tools for text-only LLMs, enabling description, coordinate location, OCR, annotation, cropping/zooming, anomaly scanning, and computer control with switchable VLM backends.

declaw-mcp-server

Runs AI-generated code in secure Firecracker microVMs with opt-in network policy enforcement, PII scanning, prompt injection defense, and audit logging. Exposes MCP tools for running commands, managing files, and the full sandbox lifecycle.

mcp-server-weibo

为 AI 助手提供微博数据查询能力，支持搜索用户、获取动态、热搜榜等功能。

StackWiz MCP Server

An AI-powered MCP server for managing Docker infrastructure, enabling creation, deployment, and lifecycle management of containerized services with automated DNS and SSL.

Construction Cost Calculator MCP

Provides construction cost estimation tools using data from a public Google Sheet for items like concrete, framing, and electrical. It allows users to search items, filter by category, and calculate total project costs including labor and material expenses.

mcp-agentic-rag

Provides RAG tools with local vector retrieval and web fallback using Firecrawl, enabling document ingestion and querying through MCP stdio transport.

tokencompress

A local, zero-cloud MCP server for token and text compression. It provides tools to compress, auto-compress, measure, and decompress text using offline rules, lossless gzip packing, or a local Ollama semantic model.

mcp-github-push

Enables Claude and other MCP clients to push project files directly to GitHub repositories without local cloning, with preview-and-confirm safety and batched single-commit updates.

YNAB MCP Starter

A production-ready TypeScript starter for building read-only YNAB MCP servers. It provides secure, validated access to YNAB financial data including budgets, accounts, categories, and transactions through structured tools.

rr-mcp

MCP server for orchestrating multi-process rr debugging sessions with reverse execution, breakpoints, and dynamic session state.

MCP X++ Server

This MCP server enables Microsoft Dynamics 365 Finance & Operations development by providing tools to create, modify, delete, inspect, and search D365 objects through natural language interfaces like Claude Desktop and VS Code.

critique-mcp

Enables an agent to review pull requests by listing changed files, checking test coverage, linting changed Python files with Ruff, and posting a real review to GitHub.

mcp-server-auth-template

A reusable template for building MCP servers that act as OAuth 2.1 resource servers, verifying bearer tokens against Microsoft Entra ID or any standards-compliant OIDC authorization server.

Airframe MCP Client

Connects AI agents to Airframe's product intelligence and expert network, enabling product search, comparison, expert discovery, and market research queries.

io.github.aybeeare/water-conditions

Provides real-time water temperature and tide predictions for any lake, river, ocean, bay, or beach using NOAA, USGS, and other sources.

Vibecoders MCP

One MCP that turns Claude Code into your whole dev stack by swallowing other MCP servers, delegating to Codex & Gemini on your CLI subscriptions, remembering projects in a searchable knowledge graph, and carrying setup across sessions — secret-free by design.

Azure AI Search Integration

Azure AI Search를 위한 모델 컨텍스트 프로토콜 서버

Artificial Analysis MCP Server

Provides access to real-time LLM pricing, speed metrics, and performance benchmarks for over 300 models from Artificial Analysis. It enables users to list, filter, and compare models based on costs, tokens per second, and intelligence indices.

xcode-pilot-mcp

A comprehensive MCP server for iOS/macOS development that gives AI assistants full control over Xcode build, test, simulator management, and app deployment.

Exa MCP Server

Connects AI assistants to Exa AI's search capabilities, enabling web search, company research, URL crawling, LinkedIn search, and specialized code search across GitHub repos, documentation, and Stack Overflow for finding relevant coding context and examples.

buildin-mcp

Enables LLMs to interact with Buildin.ai workspaces, providing tools to manage pages, databases, blocks, search, users, and convert Markdown content.

session-recall

Enables searching and browsing past Claude Code sessions via hybrid FTS5 and vector search, with tools for session search, drill-down, coverage, and health reporting.

MCP JSONDiff Kel

An efficient MCP server for performing accurate, deep comparisons between JSON objects or strings using the deepdiff engine. It provides AI agents with standardized difference reports, supporting nested structures and various input formats to ensure precise data analysis.

MCP Terminal Monitor

Enables AI agents to monitor Docker containers, system resources, ports, and logs in real-time.

Orchestration MCP

A TypeScript MCP server for launching, tracking, and managing external coding-agent runs across local and remote backends like Codex and Claude Code. It allows top-level agents to orchestrate subagents through tools for spawning tasks, polling events, and handling interactive sessions.

recall-mcp

Persistent memory MCP server for AI coding agents. Stores, searches, and retrieves context across sessions using SQLite and FTS5.

fathom

Pay-per-call web scrape, search, and map for AI agents. HTTP MCP at /.well-known/mcp. Settle in USDC on Base (x402) or RLUSD/XRP. No API key; provider keys stay on the server.

Markdown RAG Documentation

Enables semantic search over local Markdown documentation using hybrid retrieval combining embeddings, keyword search, and graph traversal with automatic file watching and zero-configuration setup.

NearIQ MCP Server

Connects NearIQ competitive intelligence to AI tools like Claude Desktop, Claude Code, Cursor, and Windsurf, enabling queries about competitors, reviews, rank tracking, and more.