Discover Awesome MCP Servers

MCP Session Memory Bridge

Provides cross-session memory for AI agents by maintaining a rolling 24-hour event stream and searchable daily archives to prevent context loss. It enables agents to record, query, and retrieve historical events and decisions through a structured markdown-based workspace.

sg-company-lookup

Enables lookup of Singapore companies by UEN or name using ACRA's free open data from data.gov.sg, with tools for UEN validation, exact lookup, and free-text search.

Weather Chat Assistant

A modern chat interface that provides real-time weather information and forecasts for any location worldwide using the Model Context Protocol (MCP).

mcp-ziwei

Calculates and returns a Ziwei Doushu (Purple Star Astrology) chart based on birth date, time, and gender. Returns both structured text of the 12 palaces and a PNG image of the chart.

StyleTrace

Analyzes website references, images, screenshots, and HTML snippets to produce a design brief with style constraints, and reviews generated HTML against those constraints.

Google Forms MCP Server

允许与 Google 表单 API 交互，以通过自然语言命令创建表单、添加问题和检索回复。

Sophos XGS MCP Server

A read-only MCP server that provides 60+ tools to query Sophos XGS firewall configurations via the XML API, covering firewall rules, NAT, VPN, web filtering, and more.

GitHub Universal MCP Server

Provides a standardized interface for interacting with GitHub's tools and services through the Model Context Protocol, enabling unified API access and compatibility with MCP-compliant tools.

gribs_mcp

MCP server for gribs.net, the Grünen-intern platform, providing read-only access to search and browse Antragsbörse posts and fetch recent public posts, with source URLs and timestamps for traceability.

Metabase MCP

Connect AI assistants to your Metabase analytics platform. Access dashboards, execute queries, and retrieve data seamlessly through conversational interfaces. Enhance your analytics experience with structured data access and robust error handling.

mcp-google-search-console-crunchtools

Secure MCP server for Google Search Console. Query search analytics (clicks, impressions, CTR, position), manage sitemaps, inspect URL indexing status, and manage site properties.

Calculator MCP Server

用 TypeScript 构建的综合性计算器 MCP 服务器

MCP Swagger Server

一个 MCP 服务器，它提供对 Swagger/OpenAPI 文档的访问，并允许基于该规范发起 API 请求。

starlog-mcp

STARLOG is a documentation workflow MCP server for Claude Code that manages project rules, debug diaries with GitHub issue integration, and session tracking for context continuity.

Test_aaa MCP Server

Auto-generated MCP server wrapping a Petstore API, providing tools for managing pets, store inventory, orders, and users via natural language or MCP clients.

JeffersonStats

Enables comprehensive statistical analysis including descriptive statistics, hypothesis testing, regression, and more via a FastMCP-based API.

scrapingdog

Wraps Scrapingdog, a proxy-based web scraping service, enabling AI agents to scrape web pages through a simple MCP interface.

Crypto News MCP Server

一个 MCP 服务器，为 AI 代理提供来自 NewsData 的实时加密货币新闻。

ServiceTitan MCP Server

An MCP server that allows AI assistants to interact with the ServiceTitan API, requiring client credentials for authentication.

Skill Vision Control (SVC)

A version management server for MCP skills that enables automated update detection, parallel version testing, and smart merging of custom modifications with official updates. It allows users to safely switch, rollback, and manage local skill versions through a standardized suite of MCP tools.

yii2-mcp-server

Enables database schema inspection, Yii2 console command execution, and project management tools for Yii2 framework via Claude Code.

Daraja MCP

一个模型上下文协议服务器，它将人工智能应用与Safaricom的Daraja API集成，从而通过M-Pesa服务实现人工智能驱动的金融交易和自动化。 Or, a slightly more formal and technical translation: 一个模型上下文协议服务器，该服务器集成了人工智能应用程序与Safaricom的Daraja API，从而能够通过M-Pesa服务实现人工智能驱动的金融交易和自动化。

Python MCP Cat Facts

A FastAPI server that implements the Model Context Protocol (MCP) using Server-Sent Events (SSE) transport to provide random cat facts on demand or as a continuous stream.

GitBook MCP Server

Provides programmatic access to GitBook's API, enabling AI assistants to search, retrieve, and analyze documentation content across organizations, spaces, and collections with 12 tools and 6 AI-powered prompts.

opencode-docs-mcp

Enables AI models to search, browse, and retrieve full content of OpenCode documentation pages.

Obsidian MCP Local

Enables AI assistants to search, read, create, and modify Markdown notes in local Obsidian vaults directly through filesystem operations. Supports tag-based discovery and frontmatter parsing without requiring Obsidian to be open, facilitating integration with VS Code Copilot via stdio transport.

@baselab-me/signals-mcp

Enables AI agents to create and post signal coins on the Base blockchain through tools for media uploads, transaction generation, and on-chain submission. It supports both fully headless automated execution and manual signing modes using the x402 payment protocol.

OpenTTT-MCP

MCP Server for OpenTTT — Proof of Time tools for AI agents AI Agent A and Agent B both trigger a payment at the same time. Who was first? OpenTTT answers this with cryptographic Proof of Time — synthesized from multiple independent time sources, verified through GRG integrity shards, and signed with Ed25519 for non-repudiation.

avymcp

Provides avalanche forecasts, danger ratings, and field observations for US avalanche centers, Canadian regions, and Quebec's Chic-Chocs via natural language queries.

mongodb-mcp

MCP server for comprehensive MongoDB integration, enabling database operations, document management, schema analysis, and query tools.