Data Science & ML MCP 服务器

YouTube

Fetches and extracts transcripts from YouTube videos, enabling AI/LLMs to process video content.

Yr Weather

Provides Yr weather data as context for Large Language Model (LLM) tools.

Rag Pipeline Research

Explores Retrieval-Augmented Generation (RAG) and Multi-Cloud Processing (MCP) server integration using free and open-source models.

Formula One

Provides Formula One racing data, including event schedules, driver information, telemetry, and race results, through a Model Context Protocol (MCP) server.

MySQL by CData

Enables querying live MySQL data from Large Language Models through a Model Context Protocol (MCP) interface.

eStat

Enables generative AI to interact with the Japanese government's e-Stat API.

SAS Data Sets by CData

Enables Claude Desktop to query live SAS Data Sets data through a read-only MCP server using CData JDBC Drivers.

Dummy

Provides a functional example of a FastMCP server for learning Model Context Protocol integration.

Sage Cloud Accounting

Enables natural language querying of live Sage Cloud Accounting data from AI clients like Claude Desktop.

PRIMCS

Enables LLM agents to safely execute arbitrary Python code in a secure, throw-away sandbox.

Claude ARM64 Browser

Enables ARM64 browser automation for AI-driven SaaS testing on budget hardware, overcoming limitations of traditional tools like Playwright and Puppeteer.

Minimal Article Agent

Generates technical Markdown drafts through an Embabel agent, leveraging various tool groups for research and content creation.

Azure Image Generation

Generates AI-powered images leveraging Azure DALL-E 3 and FLUX models within LibreChat environments.

A-MEM

Manages agentic memory for LLM agents, offering direct integration into IDEs like Cursor and VSCode via the MCP protocol.

Systracesuite

Exposes Linux tracing and debugging capabilities like eBPF, bpftrace, perf, ftrace, and syscall tracing to LLMs and autonomous agents.

Aion

Dynamically imports API specifications (OpenAPI, GraphQL, AsyncAPI), exposes them as tools for agents, and enhances functionality through self-learning and autonomous documentation.

Bi-Temporal Knowledge Graph

Combines a sophisticated bi-temporal knowledge graph with dynamic automation tool generation to empower AI agents with persistent, time-aware memory.

Primr

Generates cited, analyst-grade intelligence briefs from any company URL using advanced AI-powered scraping and autonomous deep research.

Iceberg

Enables users to read, query, and manipulate data within Apache Iceberg catalogs.

US Public Data

Integrates diverse US government public data APIs into AI tools through the Model Context Protocol.