Data Science & ML MCP Servers

Rag Integration

Connects a Retrieval-Augmented Generation (RAG) application to Open-WebUI via the Model Context Protocol (MCP).

Flux Schnell

Generates images from text prompts using the Flux Schnell model via an MCP-compatible server.

Python

Enables LLMs to execute Python code, manage files, and interact with Python environments.

Airtable by CData

Enables connection to Airtable data from Claude Desktop using CData JDBC Drivers via a read-only Model Context Protocol (MCP) Server.

M2M Protocol

Enables autonomous AI agents to engage in economic interactions and task delegation using emerging protocols.

KNMI

Provides access to comprehensive Dutch weather data through the KNMI API via a Model Context Protocol server.

Multi Framework Usecase

Demonstrates the integration of the MCP framework with popular tools and AI frameworks like Google ADK, LlamaIndex, and LangChain through a client-server setup.

Websearch

Provides multi-engine web search capabilities with intelligent content extraction, adhering to the Model Context Protocol.

Model Control Demo

Provides a robust WebSocket-based server for managing AI model requests and responses via the Model Control Protocol.

Knowledge Graph

Manages, analyzes, and visualizes knowledge graphs, seamlessly integrating with MCP-compatible AI assistants.

Indian Stock Market

Accesses Indian stock market data for seamless integration with AI platforms like Claude Desktop.

Spreadsheet DL

Define complex spreadsheets declaratively using Python or YAML, then export them to ODS, XLSX, or PDF formats.

Agent Reminders

Manage structured, persistent reminders for AI agents with time, keyword, and condition triggers, priority escalation, and recurrence.

Steam Reviews

Search Steam games, fetch user reviews, and analyze sentiment with topic drill-down to make informed purchasing decisions.

Refcheck

Verifies academic references against Crossref, Semantic Scholar, and arXiv to catch hallucinated citations, find real papers, and export corrected BibTeX.

Agent Safety

Provides a unified safety layer for AI agents, integrating cost management, prompt injection scanning, and decision tracing capabilities through an MCP server.

DataClaw

Empowers AI agents to analyze, query, and audit large CSV files with surgical precision without writing any code.

AiPayGen

Provides a pay-per-use Claude AI API offering a wide range of tools for autonomous agents, eliminating the need for API keys or signups.

AI Detector

Detects AI-generated content across images, videos, audio, and text using a standardized Model Context Protocol (MCP) architecture.

Voli

Analyzes forex market volatility across trading sessions to provide real-time insights and trading guidance.