Data Science & ML MCP 서버

File Geodatabase

Provides a Model Context Protocol server enabling AI assistants to query, modify, and manage Esri File Geodatabases through ArcPy.

PDF Reader

Provides AI applications with powerful PDF text extraction, search, and OCR capabilities through the Model Context Protocol.

Stockholm Public Transport AI

Provides AI agents with real-time Stockholm public transport data for answering travel-related queries.

Yggdrasil

Provides a production-ready memory server for AI coding tools, offering persistent semantic memory with vector database integration and multi-project support.

GA4 AI

Enables AI agents to query and analyze Google Analytics 4 (GA4) data through a Model Context Protocol (MCP) server.

Multi-Agent Deep Researcher

Orchestrates specialized AI agents to conduct deep web research and synthesize information using local AI processing.

Agentic Social

Automates web content summarization and generates engaging social media messages using AI agents.

Argus

Automates code quality enhancement through AI-driven reviews, ensuring secure development with a Zero-Trust model.

Semantic Scholar

Provides direct access to over 200 million academic papers from Semantic Scholar within Claude Desktop for advanced research.

Jieba

Encapsulates the powerful jieba Chinese word segmentation library as a Model Context Protocol (MCP) server, offering robust text processing capabilities for various applications.

Expr-Lang

Evaluates complex expressions within Claude conversations using the expr-lang engine.

Rusty Memory

Provides a minimal, local-first Rust vector-memory server for AI agents, integrating seamlessly with Qdrant and Ollama.

Zerodha Trade GPT

Enables real-time stock trading on Zerodha through natural language commands using LLMs.

Docs

Searches Model Context Protocol documentation using advanced ranking algorithms and provides full document content retrieval.

Prompt Cleaner

Enhances and cleans raw prompts using AI, improving clarity, actionability, and effectiveness.

Whisper

Provides local audio transcription capabilities using the Whisper speech-to-text model through a lightweight Model Context Protocol (MCP) server.

Nyro

Provides LLMs with comprehensive yet safe access to local filesystem operations and system commands through a robust server.

Verifiable Thinking

Enhances large language model reasoning by detecting cognitive traps, providing verification, and compressing context without additional LLM calls.

LangExtract Web

Extract structured information from text using large language models through a web UI and API.

Octave

Enables non-interactive execution of Octave scripts via the Model Context Protocol (MCP).