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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

SQLite Explorer

8

MCP (Model Context Protocol) Server. Integrates with SQLite databases to enable AI-driven schema exploration, querying, updates, and statistical analysis for efficient data management and rapid prototyping.

3 tools

Git Commit Aider

8

A specialized MCP server that allows AI models to commit staged Git changes while automatically tagging the committer name with '(aider)' for contribution tracking and analysis.

1 tool

Materials Project

8

A specialized MCP server providing access to the Materials Project database for querying crystal structures, thermodynamic stability, and various material properties.

21 tools

Azure Pricing

8

MCP (Model Context Protocol) Server. Integrates with Microsoft's Azure Retail Prices API to provide service family listings, product filtering, and monthly cost calculations for cloud pricing analysis and budget planning workflows.

4 tools

Python Code Interpreter

8

A secure Python code execution environment that allows LLMs to run arbitrary Python code, manage files, and install packages in isolated contexts with variable extraction.

4 tools

mcp-server

Needs Setup
8

A comprehensive MCP server for Kontent.ai that allows managing content models, items, taxonomies, workflows, and assets through natural language. It supports full CRUD operations via the Management API and features token optimization for AI interactions.

54 tools

zignet

Needs Setup
8

ZigNet is an MCP server and specialized Zig code analysis tool that provides real-time validation, syntax checking, and AI-powered documentation lookup using a fine-tuned Qwen2.5-Coder model.

4 tools

Llama.cpp Bridge

8

A bridge server that connects Claude Desktop to local llama-server instances, allowing users to interact with local LLMs with full parameter control and health monitoring.

3 tools

Google Programmable Search Engine

8

A Google Programmable Search Engine integration for MCP that provides advanced web search capabilities including safe search, language filtering, and pagination.

1 tool

DaisyUI

8

A token-efficient MCP server that provides full documentation, syntax, and class examples for over 60 DaisyUI components to assist in Tailwind CSS development.

2 tools

github-mcp-server

8

A Model Context Protocol (MCP) server built in TypeScript that integrates with GitHub's API, enabling AI assistants to manage repositories, issues, pull requests, and code while providing a structured interface for LLM agents to perform GitHub operations.

14 tools

Background Job

8

A robust process management server that allows AI agents to execute, monitor, and interact with long-running shell commands asynchronously.

7 tools

jaf-py

8

Functional Python agent framework with MCP support, enterprise security, immutable state, and production-ready observability for building scalable AI systems.

4 tools

ArtifactHub

8

MCP (Model Context Protocol) Server. Provides a bridge to Artifact Hub's Helm chart repository, enabling quick retrieval, searching, and analysis of Helm chart configurations, templates, and default values directly within conversations.

5 tools

jupyter-mcp-server

8

A comprehensive MCP server that enables AI models to connect to, manage, and execute code within multiple Jupyter Notebooks with support for multi-modal outputs like charts and tables.

12 tools

Confluence

8

MCP (Model Context Protocol) Server. Integrates with Atlassian Confluence to enable direct retrieval, searching, creation, and updating of wiki pages without switching contexts.

9 tools

adamamer20-paper-search-mcp-openai

8

A multi-source academic paper search and download server that integrates with arXiv, PubMed, and various preprint servers for seamless research workflows in LLMs.

4 tools

jjlabsio-korea-stock-mcp

Failed
8

A comprehensive MCP server for official Korean market data, integrating KRX stock prices and DART corporate disclosures for detailed financial and stock analysis.

8 tools

MBBank

8

A read-only financial monitoring MCP server for MBBank that enables users to track balances, transaction history, savings accounts, and card details.

8 tools

@marsio/vue-draggable-mcp

Validated
8

An MCP server that provides AI assistants with real-time access to Vue-Draggable API documentation, property schemas, and component examples for enhanced Vue3 development.

3 tools

Haiguitang Lateral Thinking Puzzles

8

An interactive lateral thinking puzzle (Haiguitang) server where users solve mysterious scenarios through yes/no questions directed at an AI host.

3 tools

Specification

8

An MCP server that provides searchable access to the complete Model Context Protocol specification, allowing LLMs to retrieve detailed documentation on sections like Tools, Resources, and Connection Lifecycles.

pinkpixel-dev-web-scout-mcp

8

A web search and content extraction server that allows AI agents to perform privacy-focused DuckDuckGo searches and retrieve clean, readable text from multiple URLs simultaneously.

2 tools

Apple Reminders

8

A TypeScript-based MCP server that allows AI assistants to manage Apple Reminders on macOS using AppleScript, enabling tasks like list retrieval, reminder creation, completion, and deletion.

5 tools

WaterCrawl

8

A comprehensive web scraping and crawling MCP server that enables AI models to search the web, extract content from URLs, and manage crawler tasks efficiently.

6 tools

Tavily

8

A specialized MCP server that integrates with the Tavily API to provide AI-optimized web search, question-answering capabilities, and deep content extraction from URLs.

4 tools

Mathematica Docs

8

MCP (Model Context Protocol) Server. Integrates with Wolfram Mathematica's documentation to provide access to function details, package symbols, and computational capabilities for mathematical modeling and scientific computing tasks.

2 tools

Fastmail MCP Server

8

A Fastmail MCP server that uses the JMAP API to enable AI models to manage emails, access account analytics, and perform secure operations via token-based authentication.

e18e

Validated
8

A dev-tool MCP server that prevents agents from installing bloated or outdated dependencies by suggesting modern, lightweight, and native alternatives.

2 tools

mcp-domaintools

8

A comprehensive network and domain analysis toolset for DNS lookups, WHOIS queries, ICMP/HTTP pinging, and TLS certificate validation via MCP.

7 tools