Data Science & ML MCP Servers

Flux Schnell

Generates images from text prompts using the Replicate API and a Model Context Protocol server.

Python Executor

Executes Python code and manages Python packages within a sandboxed environment.

Sandbox Fusion

Enables large language models to execute code using a Machine Code Protocol server.

Ontology

Connects Claude to GraphDB's SPARQL endpoint and Ollama models via a Model Context Protocol (MCP) server.

Indian Stocks

Exposes Indian stock market data through a local Model Context Protocol (MCP) server.

Logic Web Application

Provides a user interface for managing and interacting with a Logic MCP Server.

Etherscan

Provides access to Etherscan blockchain data for LLM applications via the Model Context Protocol.

AI Image-Gen

Transforms state-of-the-art image generators into plug-and-play tools for any Model Context Protocol (MCP)-aware client.

MemOS

Enhances Large Language Models with advanced memory management, leveraging a semantic memory system optimized for AI assistant scenarios and Model Context Protocol integration.

Israel Statistics

Provides programmatic access to Israel's Central Bureau of Statistics (CBS) price indices and economic data, offering tools for retrieval, analysis, and inflation adjustments.

Codebase Contextifier

Facilitates semantic code search, relationship tracking, and real-time monitoring across codebases using AST-aware chunking and incremental indexing.

Nabu Nisaba

Enhances LLM agent capabilities with semantic code search, structural code views, and an intelligent workspace TUI for efficient context management.

Enclave

Provides secure JavaScript execution environments and vector search capabilities specifically designed for AI agents.

Goldie

Provides a local Retrieval-Augmented Generation (RAG) server written in Go for semantic search and knowledge recall.

Universal Agent Context System

Manage and optimize context for AI agents across various platforms and formats.

Poly

Provides a comprehensive Model Context Protocol (MCP) server, offering extensive capabilities for filesystem, diagnostics, scripting, time, network, context, Git, user input, and agent-centric version control operations.

Clouisle

Transforms disparate data systems into actionable insights and empowers intelligent AI agents to drive business decision-making and automation within an enterprise-grade knowledge base and agent platform.

GSearch

Empowers AI tools with real-time web search capabilities and grounded answers from Google.

Suno

Integrates Suno AI music generation, lyrics, and cover workflows into MCP-compatible clients via Ace Data Cloud.

Strata

Provides a self-hosted, persistent memory server for AI agents, ensuring data privacy and local control over conversational context and associated files.