Data Science & ML MCP Servers

Flux

Enables language models to generate images using SiliconFlow FLUX models via a Python-based MCP server.

Astroquery

Enables AI assistants to perform professional astronomical queries by providing integrated access to a wide range of astronomical data through the astroquery-cli tool.

LlamaIndex CRUD Agent

Manages PostgreSQL database interactions using an AI agent powered by LlamaIndex and a local Ollama LLM.

PDFtotext

Extracts text from PDF documents using the robust `pdftotext` utility, designed for reliable integration with Model Context Protocol servers.

Visum Thinker

Provides structured sequential thinking capabilities for problem-solving and analysis, enabling AI assistants to break down complex problems into manageable steps.

Model Context

Enables the application of Model-Context-Protocol concepts through an agent-based programming approach.

Simple Runner

Provides Language Learning Models with a safe interface to discover and execute system commands on the local machine via the Model Context Protocol.

NTP Server

Provides accurate time information from Network Time Protocol (NTP) servers with timezone support and structured output for AI models.

Google Search

Enables AI clients to perform advanced Google Custom Searches, extract web content, and conduct specialized research.

Claudette

Intelligently routes AI requests across multiple large language model providers to optimize for cost, performance, and reliability while maintaining quality.

Claude Chat

Enables interactive command-line conversations with Anthropic's Claude, supporting document retrieval and custom command execution via the Model Control Protocol.

Strava Activity

Exposes Strava athlete activity data to language-model tooling via a Model Context Protocol (MCP) server.

Excel SQL

Facilitates SQL querying of Excel files via Claude AI, automatically generating and executing queries without requiring SQL expertise.

Think

Provides pre-flight safety checks and post-action verification for autonomous AI agents, ensuring secure and compliant operations.

Knowledge Graph Node

Manage AI agent knowledge, conflict detection, and task orchestration with a PostgreSQL-backed knowledge graph.

Prisma Gemini DeepThink

Provides a multi-expert deep reasoning API with an OpenAI-compatible interface, optimized for Gemini 3.1 Pro and creative language tasks.

Dancenotation

Generates professional dance notation from natural-language prompts, validating, repairing, and rendering it to SVG for AI agents.

BringSkills

Integrates AI agents with the BringSkills AI skills marketplace, enabling seamless access and execution of purchased skills across various platforms.

FinSight

Transforms a local LLM into an agentic financial research assistant for Indian NSE stocks, leveraging the Model Context Protocol.

MarkItDown

Convert, analyze, and extract structured data from documents, images, audio, and video using intelligent routing and advanced AI capabilities.