Data Science & ML MCP Servers

Tavily Search

Enables search functionality via the Tavily API within the Model Context Protocol framework.

MotherDuckdb

Enables interaction with MotherDuck and local DuckDB databases using the Model Context Protocol.

Alibaba Cloud DMS

Provides universal multi-cloud data management and connectivity by supporting over 30 data source types.

Parquet by CData

Exposes Parquet data as a Model Context Protocol (MCP) server, enabling LLMs to query it using natural language.

ModelScope

Provides an unofficial server implementation for the Model Context Protocol (MCP) to interact with ModelScope services.

Markdown RAG

Indexes and semantically searches Markdown documents using vector embeddings and a self-contained vector database.

MxHero

Provides a Model Context Protocol (MCP) server to access mxHERO's high-performance multi-account email search service for AI solutions.

FastMCP

Provides a production-ready server and a comprehensive client for the FastMCP protocol, equipped with essential features for robust application development and deployment.

Test

Exposes an API as tools to large language model clients using the Model Context Protocol (MCP).

PostgreSQL

Connects and interacts with PostgreSQL databases, offering structured access to data for analysis through resources, tools, and prompts.

JSON

Query and manipulate JSON data using powerful JSONPath expressions.

DataGraph City

Connects AI clients to an urban intelligence knowledge graph for civic problem-solving through natural language queries.

Gemini

Exposes Google Gemini models as tools for Claude Code and other Model Context Protocol clients, integrating advanced AI capabilities into developer workflows.

Dbecho

Enables AI agents and MCP clients to query and analyze PostgreSQL databases in natural language with secure, read-only access.

Gmail Blade

Provides a token-efficient, write-safe, and thread-intelligent interface for AI agents to interact with Gmail.

Swarmrails

Access Bittensor subnets for various AI capabilities directly from Claude and other AI assistants.

Prop Firm Deal Finder

Enables AI assistants to query live proprietary trading firm discount codes, compare firms, and find the cheapest challenges.

SnapAPI

Transforms any messy URL into clean, denoised Markdown or structured JSON for LLMs and RAG pipelines.

Clickhouse

Provides a standardized interface for AI agents to interact with ClickHouse databases securely.

Oh-my-ClaudeClaw

Automates Claude Code workflows with persistent memory, multi-agent orchestration, and comprehensive task management.