Data Science & ML MCP Servers

Mutation Clinical Trial Matching

Identifies mutation-specific clinical trials from clinicaltrials.gov based on genetic mutations.

File Scanner

Recursively scans directories to discover files and folders within a file system.

AI Gateway

Unifies multiple AI API providers, enabling AI assistants to intelligently select the most suitable model for tasks within a single conversation.

Self-hosted LLM & Supabase Platform

Provides a comprehensive server for the Model Context Protocol, integrating self-hosted LLM models via Ollama with a Supabase database for robust data persistence and retrieval.

ArXiv LaTeX

Processes arXiv LaTeX sources to enable precise interpretation of mathematical expressions by Large Language Models.

PostgreSQL

Integrates Claude Desktop with PostgreSQL databases, allowing natural language queries for data exploration and analysis.

Scientific Calculator

Exposes a comprehensive suite of scientific calculator operations as atomic tools for seamless integration with MCP applications.

Weather Assistant

Answers natural language questions about current weather and forecasts for any city globally.

Apple Voice Memos

Provides programmatic access to Apple Voice Memos on macOS, enabling AI assistants to interact with voice recordings.

Context Bridge

Provides Large Language Models with secure, read-only access to local documentation for context-aware search and content extraction.

Massive Context

Manages extremely large contexts (10M+ tokens) for AI models using intelligent chunking, sub-queries, and free local inference via Ollama.

Decant

Extracts structured web content into formats like Markdown and JSON, and bridges browser tabs directly to AI agents via the Model Context Protocol.

Brainiall Speech AI

Provides AI-powered pronunciation assessment, speech-to-text, and text-to-speech capabilities via Brainiall Speech AI APIs.

Belgian Law

Serves a comprehensive, verified database of 5,775 Belgian statutes and 142,743 legal provisions for AI-native legal research and compliance directly through MCP-compatible clients.

Memento Protocol

Provides AI agents with persistent, structured memory, enabling them to recall and learn across sessions.

Amazon Sorftime Research Skill

Analyzes Amazon product listings and categories to provide detailed competitor insights and automate product selection.

AI Context

Provides Large Language Models with real-time, version-pinned documentation to prevent hallucinations and deprecation issues.

Codesteward

Parses source code repositories into a structural graph for AI agents, exposing queryable interfaces for lexical, referential, semantic, and dependency analysis.

XCM PDF Editor

Manages PDF documents with robust editing, cryptographic digital signing, and integrates a self-improving AI agent for advanced automation.

Memory

Provides robust long-term memory capabilities for AI agents by leveraging AWS S3 Vectors for semantic search and DynamoDB for metadata management.