Geospatial AI toolkit enabling LLM-driven GIS operations, robust raster/vector support, and spatial analytics across multiple data sources.

Lightweight CLI to run MCP-enabled prompts with multiple LLM backends, modular MCP servers, tool integration, and prompt templates.

MaverickMCP - Personal Stock Analysis MCP Server

Go-MCP is a powerful Go(Golang) version of the MCP SDK that implements the Model Context Protocol (MCP) to facilitate seamless communication between external systems and AI applications.

MCP server for Google Ads, Meta Ads & GA4 — works with ChatGPT, Claude, Cursor, n8n, Windsurf & more. 250+ tools for campaign management, analytics & optimization.

GUI application + tools for proxying / managing control of MCP servers by EQTY Lab

A local Apple Documentation crawler and MCP server. Written in Swift.

The complete guide to Claude Code: CLAUDE.md, hooks, skills, MCP servers, and commands

everything-claude-code 中文翻译项目：完整的 Claude Code 配置集合（agents, skills, hooks, commands, rules, MCPs）。源自 Anthropic 黑客松获胜者的实战配置，助力中文工程师高效理解与使用 Claude Code。

Vibecoding 系列教程：从环境搭建到多智能体协作，涵盖 MCP、Skills、Agent 分工治理

MCP configuration to connect AI agent to a Linux machine.

Official Jina AI Remote MCP Server

Provides LLMs with essential random generation abilities, built entirely on Python's standard library.

Advanced filesystem operations with large file handling capabilities and Claude-optimized features. Provides fast file reading/writing, sequential reading for large files, directory operations, file search, and streaming writes with backup & recovery.

Real-time multi-chain DEX data access with Claude-friendly, zero-setup integration and rich analytics.

Lightweight, modular RAG framework uniting flexible LLMs, embeddings, and vector stores with external tool integrations for enhanced reasoning.

Persistent memory-backed coding assistant with local-first semantic analysis, pattern learning, and smart file routing across codebases.

TypeScript bridge enabling local Ollama models to access diverse MCP-enabled tools with dynamic routing and local execution.

A comprehensive collection of Model Context Protocol (MCP) servers

Search PubMed with flexible queries, retrieve abstracts, and download open-access full text via Entrez, with PICO and author-focused prompts.

A Bilibili content search tool with BV/AV lookups, hot lists, UP info, and anime schedules, plus LangChain demos.

Optuna-powered orchestration of hyperparameter optimization with interactive analysis and versatile visualization capabilities.

Ultimate Context Engineering Infrastructure, starting from MCPs and Integrations

OpenSail is the open-source alternative to Codex App, Claude Desktop, Cursor, and Cowork for agentic software work.