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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

pdf-mcp

1

Production-ready MCP server for PDF processing with intelligent caching.

mcp-gitlab

1

MCP server for GitLab — projects, merge requests, pipelines, CI/CD, and issues.

iCloud Calendar MCP

1

An MCP server that enables LLMs to view and create events in an iCloud Calendar by connecting via Apple ID and app-specific passwords.

Redfish MCP Server

1

A specialized MCP server for managing Redfish-enabled hardware and BMCs, providing capabilities for power control, health monitoring, sensor data, and account management.

9 tools

Jsoncut MCP Server

1

A specialized MCP server for the Jsoncut API that enables AI agents to programmatically design and validate layered image and video configurations.

5 tools

Gnosis MCP

1

Zero-config MCP server for searchable documentation. SQLite or PostgreSQL.

eFax to JSON MCP Server

1

A specialized MCP server that converts eFax documents (PDF, TIFF, and Clinical Document Architecture XML) from OpenText Fax Server Software into structured, machine-readable JSON using OCR and metadata extraction.

5 tools

Armor Wallet

1

A multi-blockchain cryptocurrency management server providing unified logic for wallet operations, decentralized trading (swaps, DCA, limit orders), and staking across various networks.

SDLC Tracker

1

A comprehensive Software Development Lifecycle (SDLC) tracker that manages epics, stories, tasks, bugs, and documentation using a SQLite backend. It features intelligent workflow automation, dependency management, and a knowledge graph generator for code analysis.

29 tools

PAL - Project API Locker

1

A secure API key management server that integrates project environment variables with OS keychains and provides AI-assisted SDK code generation.

5 tools

Quick Data for Windows MCP

1

A Windows-optimized MCP server providing universal data analytics for JSON and CSV files, featuring schema discovery, interactive visualizations, and advanced statistical tools.

17 tools

Code Line Counter

1

A development tool that tracks and analyzes code volume for AI-generated snippets, providing detailed breakdowns of code, comments, and blank lines with persistent storage.

2 tools

iRacing Telemetry

1

A specialized MCP server that integrates with iRacing to provide real-time telemetry analytics, AI coaching, and car spotting for sim racers.

5 tools

GTEx Portal

1

A comprehensive MCP server providing programmatic access to the Genotype-Tissue Expression (GTEx) Portal API for analyzing human gene expression, eQTL associations, and tissue-specific genomics data.

25 tools

Shopify Liquid

1

A specialized MCP server providing offline-first, searchable access to complete Shopify Liquid documentation including tags, filters, and objects. It features lightning-fast local SQLite FTS5 search to assist with Shopify theme development and template debugging.

7 tools

Excel Read Tools

1

A specialized MCP server for read-only Excel workbook analysis, offering features like metadata extraction, range-based sheet reading, and cross-sheet text searching.

5 tools

Spotify Playlist

1

A specialized Spotify integration for managing playlists using natural language and advanced audio feature analysis. It features a similarity engine with eight algorithms to match tracks based on energy, tempo, mood, and genre across catalogs and personal libraries.

9 tools

GTD Project Manager

1

A robust Getting Things Done (GTD) implementation that automates task and project management through Markdown files and YAML metadata. It manages the full lifecycle of actions, projects, areas, and goals with built-in audit tools to ensure system integrity.

27 tools

Outlook MCP Server

1

A comprehensive MCP server providing full Microsoft Outlook integration for managing emails, contacts, calendars, and mail folders via the Microsoft Graph API.

26 tools

Dust MCP Server

1

A robust MCP server designed to interface with the Dust platform, providing tools for assistant management, data source exploration, and complex agent-led conversations.

18 tools

Specter MCP

1

A diagnostic and execution engine for Kotlin Multiplatform Mobile that allows AI agents to build, test, and debug Android and iOS apps via automated pipelines and UI interaction.

15 tools

Prompt Learning MCP Server

1

A stateful prompt optimization server that improves prompts over time using research-backed techniques like APE and OPRO combined with vector-based retrieval of historical performance data.

5 tools

Woodpecker CI Pipeline Analyzer

1

An MCP server for Woodpecker CI that automates pipeline failure analysis. It provides intelligent error detection, root cause identification, and file-specific fix suggestions using both direct identifiers and IDE git context.

2 tools

Smart Home Device Control MCP Server

1

A robust MCP server for controlling and monitoring smart home infrastructure including HVAC, lighting, security cameras, and appliances via a backend API.

5 tools

Gemini Collaboration MCP Server

1

An MCP server that enables orchestration between Claude and Gemini for multi-step workflows like code reviews, PRD generation, and iterative software development.

2 tools

Open Brewery DB MCP Server

1

A Model Context Protocol server that provides comprehensive access to the Open Brewery DB API, enabling AI assistants to search, filter, and retrieve detailed data for over 40,000 breweries globally.

4 tools

apcore-mcp

Failed
1

Automatic MCP Server & OpenAI Tools Bridge for apcore

metrillm

Validated
1

Benchmark local LLM models — speed, quality & hardware fitness verdict from any MCP client

4 tools

RateMySupervisor_MCP

1

A specialized MCP server for accessing academic supervisor evaluations from urfire.com, featuring intelligent Chinese-Pinyin fuzzy matching and hierarchical searching by university and department.

4 tools

Anki MCP Server

1

A specialized MCP server that enables AI assistants to manage Anki flashcards, supporting deck creation, batch card additions, and review queue monitoring via the Anki API.

6 tools