Data Science & ML MCP Servers

Code2Flow

Generates code call graphs and serves them via the Model Context Protocol (MCP) for AI application integration.

AEMET

Retrieves historical climate and meteorological data from the AEMET API for use with MCP-compatible clients.

Server2MCP Spring Boot Starter

Integrates Model Control Protocol (MCP) services into Spring Boot web applications with minimal configuration.

Okx

Fetches real-time cryptocurrency data from the OKX exchange for use with AI assistants.

Tigris

Connect AI agents to Tigris object storage for seamless bucket and object management.

Hot News

Aggregates real-time hot topics data from various online platforms.

NASS

Interfaces with the USDA NASS Quick Stats API to provide agricultural survey and census data to agentic AI systems.

DocNav

Enables large language models to intelligently read, process, and navigate long-form documents.

Project Synapse

Showcases Agent Communication Protocol (ACP), Agent-to-Agent (A2A), and Model Context Protocol (MCP) capabilities through a collaborative research swarm.

MoziChem

Enables AI assistants to perform complex chemical calculations, thermodynamic modeling, and process engineering tasks through Model Context Protocol (MCP) servers.

OKX

Enables AI assistants to securely access and analyze OKX trading and portfolio data.

Logic-LM

Empowers large language models with symbolic reasoning capabilities using Answer Set Programming and the Clingo solver.

MusicMCP.AI

Empower AI agents and desktop clients to generate music through natural language commands using an advanced AI music platform.

Automated Pentest Suite

Performs AI-powered, full security checks using a dockerized pentesting suite.

Apple Notes

Enhance Apple Notes with semantic search and full CRUD operations, integrating natural language management via MCP clients.

Trilium

Provides large language models with programmatic access to Trilium Notes instances, enabling AI assistants to manage digital notes.

MoltBridge

Connect AI agents to the optimal human or agent contacts for professional networking and capability matching.

Local Memory

Provides a local-first personal RAG memory system designed to enhance AI assistant context continuity.

DroidRun Agent

Enables AI agents to control Android devices programmatically via a Python client, bypassing the need for root access or ADB.

Electronic Markets TR

Provides real-time product, price, and stock data from leading Turkish electronic component markets to enhance AI model capabilities.