Discover Awesome MCP Servers

MCP Google Maps - stdio Edition

Enables Claude Desktop to access Google Maps services including geocoding, place search, directions, distance calculations, and elevation data through stdio communication. Provides comprehensive location-based functionality with direct Google Maps API integration.

samtools_mcp

SAMtools用のモデル制御プロトコル実装。SAM/BAM/CRAMファイルを扱うための標準化されたインターフェースを提供します。

Statespace

Enables users to document data and connect it to AI agents by defining tools and instructions in markdown files. It supports building RAG and text-to-SQL applications that can be deployed as MCP servers, APIs, or CLIs.

Kibana MCP Server

Provides seamless access to Kibana and Periscope logs through a unified API with KQL and SQL querying, AI-powered log analysis, and support for searching across 1.3+ billion logs in 9 indexes.

Firecrawl Local MCP

Provides web scraping, crawling, and site mapping capabilities by connecting directly to a self-hosted Firecrawl instance. It enables users to extract website content in markdown format and manage crawling jobs without an external API key.

MkDocs MCP Server

Enables AI assistants to access and search MkDocs documentation through tools for full-text search, page navigation, and code block extraction. It serves documentation pages as readable resources and provides structural outlines to help LLMs navigate documentation content.

Express MCP Server

A basic serverless MCP server example running on Netlify Functions using Express. Demonstrates how to deploy and run Model Context Protocol servers in a serverless environment.

Secure Remote MCP Server

Azure API Management を使用して MCP サーバーの AI ゲートウェイとして機能し、最新の MCP 認証仕様を実装します。

codewatch-memory

An observational memory server that uses LLM agents to capture, compress, and recall project-specific decisions and context across AI coding sessions. It stores structured observations in SQLite to maintain long-term session continuity and architectural awareness.

Couchbase MCP Server for LLMs

大規模言語モデルが自然言語を通じてCouchbaseデータベースと直接やり取りできるようにする、モデルコンテキストプロトコルサーバー。バケットのクエリ、CRUD操作の実行、N1QLクエリの実行などをサポートします。

Daiso MCP Server

Enables searching for Daiso products, locating nearby stores, and checking inventory status through a serverless Cloudflare Workers architecture.

Avalanche MCP Tools

Enables natural language interaction with the Avalanche blockchain through AI assistants, allowing users to execute Avalanche CLI commands and AvalancheJS API operations without technical knowledge.

Apollo.io MCP Server

Enables AI assistants to interact with the Apollo.io API to search global databases and enrich company and person data. It facilitates managing contacts and accounts, retrieving tech stacks, and finding job postings through natural language.

PaidSync (Ads analysis & Management)

MCP server for managing Google Ads, Meta Ads, LinkedIn Ads, and TikTok Ads via AI. 210+ tools including account audits, wasted spend detection, and PMax insights.

Streamline MCP

Enables AI assistants to access and manage Streamline tasks, notes, tags, and workspaces via a Supabase-powered backend. It supports full CRUD operations, allowing users to search, create, update, and organize their productivity data through natural language.

Typebot MCP Server

Enables interaction with Typebot's REST API to create, manage, publish, and chat with Typebots, and retrieve conversation results through natural language commands.

ResearchTwin

For AI agents and humans: Discover researchers, publications, datasets, and code repositories across a federated network of researcher digital twins. Compute S-Index impact metrics combining citation data from Semantic Scholar and Google Scholar with code and dataset quality scores from GitHub and Figshare.

solana-launchpads-mcp

An MCP server that tracks daily activity and graduate metrics across multiple Solana launchpads.

JProfiler

Java profiling with AI agent integration. Profile CPU, memory, JDBC, HTTP and more.

SMRT Documentation MCP Server

Enables querying the SMRT framework documentation by automatically routing questions to relevant package experts and synthesizing responses from their CLAUDE.md files using AI-powered retrieval-augmented generation.

Mock MCP Server

A mock MCP server for testing MCP client implementations and development workflows. Supports tools, prompts, and resources across multiple transport protocols (stdio, HTTP, SSE).

prompte-mcp

An MCP server that automatically enhances user prompts by applying advanced engineering techniques like chain-of-thought and few-shot reasoning based on identified intent. It optimizes technique selection through local learning and integrates directly into Claude sessions to improve output quality without additional API costs.

query_table

金融テーブルデータをスクレイピングするウェブスクレーパー。Model Context Protocolを実装しており、ユーザーはTHS、TDX、EastMoneyを含む複数の中国の金融ウェブサイトから株価データをクエリできます。

Financial Modeling Prep MCP Server

Provides AI assistants access to comprehensive financial data including real-time stock quotes, company fundamentals, financial statements, market analysis, economic indicators, and 250+ financial tools across 24 categories from Financial Modeling Prep API.

DigitalOcean MCP Server

A server that exposes DigitalOcean App Platform functionality through standardized tools, enabling AI assistants to directly manage your DigitalOcean apps without writing code or memorizing API endpoints.

Unofficial PubChem MCP Server

A comprehensive Model Context Protocol server providing access to over 110 million chemical compounds with extensive molecular properties, bioassay data, and chemical informatics tools from the PubChem database.

AWS Common MCP Servers with CDK Deployment

AWS CDK を使用して、一般的な AWS サービス (Location、S3、Aurora PG Data API) 用のデプロイ可能な MCP サーバー。

MCP Issue

Enables automatic GitHub issue creation from Git diffs. Generates structured issue templates with summaries, technical notes, and appropriate labels based on code changes.