Data Science & ML MCP Servers

RagDocs

Enables semantic search and management of documentation through vector similarity using RAG techniques.

Bybit

Provides read-only access to Bybit's cryptocurrency exchange API through the Model Context Protocol (MCP).

Ollama Deep Researcher

Performs in-depth research on topics using local LLMs via Ollama, accessible as MCP tools.

NebulaGraph

Provides access to NebulaGraph 3.x using the Model Context Protocol.

OKX

Provides real-time cryptocurrency price data from the OKX exchange via the Model Context Protocol.

Langgraph AI Image Pipeline

Orchestrates AI image generation workflows with human-in-the-loop feedback using LangGraph and the Model Context Protocol.

Moralis API

Connects natural language prompts to blockchain insights, enabling AI models to query blockchain data without custom code.

Zim

Enables AI models to access and search ZIM format knowledge bases offline.

Claude Consciousness Bridge

Enables direct communication between two Claude instances, facilitating consciousness transfer across session boundaries.

Agentman

Simplifies AI agent development through a Docker-like interface for building, managing, and deploying agents using the Model Context Protocol.

NuGet Package Oracle

Provides accurate interface and enum definitions directly from NuGet packages to reduce LLM hallucinations about real package APIs.

WinCC OA

Connects AI assistants to WinCC OA SCADA systems for intelligent industrial automation and monitoring.

Protocols.io

Enables AI clients to interact with scientific protocols and methods on protocols.io.

The MCP Company

Provides a comprehensive benchmark for evaluating general-purpose agents on tasks requiring interaction with various real-world services through a vast collection of task-specific tools.

MySQL

Provides a read-only MySQL server implementation, exposing safe database introspection and controlled query execution for Model Context Protocol clients like Claude Desktop.

NCNN LLM Stable Diffusion Image Generator

Provides offline Stable Diffusion text-to-image inference, enabling image generation capabilities for ncnn-llm applications.

AI Mate

Enables AI assistants to interact with PHP applications, including Symfony, through standardized tools.

LSP4J

Integrates Eclipse JDT Language Server (JDTLS) capabilities to empower AI assistants with advanced Java IDE features via the Model Context Protocol.

Grok FAF

Serves URL-based AI context using the IANA-registered .faf format, specifically designed for xAI Grok integrations.

Credit Optimizer V5

Optimizes Manus AI credit consumption by intelligently routing tasks and managing context to achieve significant cost reductions without quality loss.