Data Science & ML MCP 서버

Code Knowledge

21

Manages and queries knowledge about codebases using vector embeddings.

Retrieval-Augmented Thinking

21

Enhances AI model reasoning by implementing structured, retrieval-augmented thinking processes.

Music Analysis

21

Analyzes music audio from local files, YouTube links, or audio URLs using librosa, Whisper, and LLMs.

Analysis Templates

21

Manages and serves standardized prompt templates for content analysis via the Model Context Protocol (MCP).

China Stock

21

Provides comprehensive access to Chinese stock market data through a unified API.

Riot

21

Retrieves League of Legends data for AI assistants via natural language queries using the Riot Games API.

FastGPT Dataset

21

Manages knowledge base searches by automating workflow orchestration and intent recognition.

Tempo

21

Enables AI assistants to query and analyze distributed tracing data from Grafana Tempo through the Model Context Protocol.

Parliament

21

Provides an MCP server to access UK parliamentary data and enhance research with semantic search capabilities.

MuseScore

21

Provides programmatic control over MuseScore, enabling external applications and AI assistants to manipulate musical scores.

Omni-LPR

21

Provides a self-hostable server for automatic license plate recognition via REST and Model Context Protocol APIs.

Java Class Analyzer

21

Analyzes Java class files, decompiles them, scans Maven dependencies, and extracts method lists to enhance Large Language Models' code analysis capabilities.

EKS AI Inference Guidance

21

Implement a comprehensive, scalable machine learning inference architecture on Amazon EKS for deploying Large Language Models (LLMs) with agentic AI capabilities, including Retrieval Augmented Generation (RAG) and intelligent document processing.

ZeroZen

21

Provides a hyper-personal, always-on, open-source AI companion for automating personal and professional tasks.

China Stock

21

Provides comprehensive access to Chinese stock market data, offering historical, real-time, financial, and news information.

FFmpeg

22

Process video and audio files by converting, compressing, trimming, and extracting media with FFmpeg through natural language commands.

JDB

21

Enables AI agents to perform deep runtime debugging of live Java applications using the Java Debug Interface (JDI).

Code Memory

21

Provides AI assistants with deep, structured understanding of codebases, enabling offline search for definitions, reference tracing, and Git history exploration.

Codegraph

21

Generates an always-fresh, function-level code dependency graph with sub-second incremental rebuilds, supporting local semantic search and impact analysis for AI agents.

Kappa Graph

21

Extracts concepts from documents, measures their grounding strength, preserves disagreement, and traces everything back to its original source within a semantic knowledge graph.