Data Science & ML MCP Servers

Google Sheets by CData

Enables connecting to Google Sheets data from Claude Desktop using CData JDBC Drivers through a read-only Model Context Protocol (MCP) server.

Doc Lib

Manages document ingestion, chunking, semantic search, and note management.

CockroachDB

Provides a robust Model Context Protocol (MCP) server for managing model contexts, powered by FastAPI and CockroachDB.

Akab

Provides a production-grade A/B testing framework with three levels of scientific rigor for comparing large language model (LLM) outputs.

AI Gateway

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

DeepMemory

Provides long-term memory storage for conversational agents, accessible via a Model Context Protocol server.

MCPMake

Manages and executes Python scripts, leveraging LLMs to automatically extract and validate argument schemas for intelligent automation.

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.

Nocturne Memory

Empower AI systems with a structured, long-term memory to enhance recall and manage knowledge dynamically.

Webustler

Extracts clean, LLM-ready markdown from any URL, including Cloudflare-protected sites, functioning as an effective web scraping server.

Municipal Fiscal Intelligence

Provides comprehensive assessments of municipal fiscal health by analyzing federal spending dependency, economic base, disaster exposure, and legislative impact.

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.

Amazon Sorftime Research Skill

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

XCM PDF Editor

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

Semantic Search Project

Perform fast, context-based text retrieval across large document collections using vector embeddings and intelligent caching.

RTM Class

Provides a NestJS + Fastify server for robustly storing AI-generated content like MCQs, essays, and summaries into PostgreSQL, updating associated AI job statuses idempotently.

Reactome

Provides a Python-based FastMCP server for interacting with Reactome's Content and Analysis Services.

Filed

Integrate US business entity data, SEC filings, federal contracts, and lobbying disclosures into AI agents.

WageAPI

Provides US and EU salary benchmarking, historical trends, job search, and pay transparency compliance data to AI clients like Claude, Cursor, and VS Code.