Data Science & ML MCP Servers

Tiger

Integrates Claude AI with Tiger Brokers' trading platform, enabling AI-powered financial operations and real-time market interactions.

FastAPI OpenAPI

Enables FastAPI applications to expose their endpoints as an AI-friendly, introspectable server using the Model Context Protocol.

Coordinator

Transforms existing Model Context Protocol (MCP) servers into importable Python libraries, enabling efficient and scalable AI agent tool usage.

Optic

Provides a universal camera interface and vision tools for AI assistants, enabling them to capture and process images.

Crate

Expose public Rust APIs to language models using `cargo public-api`.

Vibe-Agent

Empowers users to create dynamic canvases and explore multimodal AI generation, complemented by intuitive tools for essential task management and real-time notifications.

Langtools

Orchestrates best-in-class language tools for multi-language code analysis and static checks across AI agents, LLMs, and automation workflows.

RE AI Assistant

Enables AI-powered malware research and reverse engineering activities within Binary Ninja, providing threat intelligence insights.

Cosmos DB

Enables Large Language Models to directly query and interact with Azure Cosmos DB data.

MySQL

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

USPTO Enriched Citation API v3

Provides a high-performance Model Context Protocol server for USPTO Enriched Citation API v3, enabling AI-powered data extraction and token-saving context reduction for patent research.

Hermes Search

Enables full-text and semantic search over Azure Cognitive Search using type-safe operations.

Doubao Image

Generates high-quality images using the Doubao API, integrated via the Model Context Protocol (MCP) for AI assistant interaction.

Enterprise Code Search

Performs semantic code search across local projects and Git repositories using AI embeddings with support for OpenAI and Ollama.

Tavily Search

Integrates the Tavily Search API to provide optimized web search capabilities for Large Language Models (LLMs).

System Monitor

Provides comprehensive system information and management capabilities for Linux servers through MCP and HTTP REST APIs, enabling AI agents to monitor and interact with server resources.

Deep Research Gemini

Orchestrates a multi-agent system for deep web research powered by the Gemini large language model.

NLSQL

Provides a Model Context Protocol server to convert natural language questions into SQL queries using AI.

ITAC AI Agent

Integrates Large Language Models with cloud infrastructure and the Model Context Protocol to enable intelligent, secure, and auditable AI agentic behavior.

Jina AI Search

Integrates Jina AI's Search API to provide LLMs with efficient and comprehensive web search capabilities.