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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

MCP Google Play Store Server

2

An MCP server that integrates with the Google Play Console API to manage app listings, releases, user reviews, and performance statistics through natural language.

8 tools

Nabu Nisaba

2

A semantic code intelligence and workspace management framework that provides tree-sitter based structural analysis and a 'Workspace TUI' for token-efficient agent interactions.

1 tool

WebDAV

2

A comprehensive MCP server enabling CRUD operations on WebDAV endpoints with advanced features like glob searching, diff-based editing, and partial content byte-range requests.

16 tools

Gemini Email Subject Generator MCP

2

A tool that uses Google's Gemini Flash 2 model to automate email subject creation and send emails via SMTP, while also providing deep-reasoning text generation for brainstorming.

2 tools

Reacticx MCP

2

Provides documentation and component references for the Reacticx React Native library, including props, code examples, and installation guides. It enables users to search through over 90 components and retrieve setup commands for project dependencies.

Gahmen

2

An MCP server that provides seamless access to Singapore's government data via data.gov.sg, enabling users to search, filter, and download open datasets for research and analysis.

7 tools

ClickUp MCP Server

2

A comprehensive MCP server for ClickUp that enables AI agents to manage workspaces, tasks, folders, and custom fields through the official API with support for bulk operations and hierarchy navigation.

32 tools

Wikimedia-Search-Images

2

A tool that enables AI assistants to search Wikimedia Commons for images, providing rich metadata and composite thumbnails for visual comparisons.

1 tool

RegGuard MCP Server

2

An AI-powered compliance assistant that uses GPT-4o-mini to analyze financial marketing content for regulatory violations across Singapore, Hong Kong, UAE, and India.

5 tools

Debate Agent

2

A multi-agent debate framework that orchestrates competitive code reviews and implementation planning between CLIs like Claude and Codex using deterministic scoring to identify high-severity issues.

6 tools

Local Memory

2

A privacy-focused local memory MCP server that provides persistent storage, session management, and fuzzy search for user preferences, prompts, and code changes using local JSON files.

16 tools

milvus-sdk-code-helper

2

An MCP server that assists developers in writing Milvus SDK code by providing intelligent code generation, ORM-to-client conversion, and cross-language translation using the latest indexed Milvus documentation.

3 tools

Blender

2

MCP (Model Context Protocol) Server. Integrates with Blender through socket-based communication to enable real-time 3D scene manipulation, asset management from PolyHaven and Sketchfab libraries, AI-generated model creation via Hyper3D Rodin, Python script execution, viewport screenshots, and automated rendering workflows for architectural visualization and content creation.

Gitea MCP Tool

2

A comprehensive MCP server for Gitea that combines AI-driven intelligent tools for workflow analysis and compliance with a powerful CLI for full CRUD operations on repositories, issues, and PRs.

22 tools

IOL MCP Tool

2

An MCP server that enables integration with the Invertir Online (IOL) trading API, allowing users to interact with their financial accounts and manage trading operations through Claude.

instant-meshes-mcp

2

A specialized 3D model processing server that provides automated retopology, mesh decimation, and quality analysis for OBJ and GLB files using Instant Meshes and Blender.

4 tools

Mongo-MCP

2

A comprehensive MCP server providing full CRUD operations, index management, and administrative monitoring for MongoDB databases, enabling LLMs to perform complex data queries and database maintenance.

30 tools

Garmin Connect MCP

2

A comprehensive MCP server that bridges Garmin Connect API and LLMs to provide data-driven running analysis, training plan management, and health monitoring. It enables detailed performance reviews, VO2 Max tracking, activity summaries, and personalized workout suggestions based on recovery and training load metrics.

43 tools

Hi-AI Development Assistant

2

MCP (Model Context Protocol) Server. Development assistant providing 36 specialized tools for TypeScript, JavaScript, and Python projects with semantic code analysis, persistent memory management, and browser automation capabilities.

arXiv Research

2

A research integration server that connects to the arXiv API to facilitate academic paper discovery, metadata extraction, and automated JSON-based storage for literature reviews.

2 tools

Gemini Image

2

An MCP server that enables image generation and editing via Google's Gemini AI, featuring support for multiple aspect ratios, watermarking, and context-guided creation.

2 tools

Space Engineers Code Index

2

This MCP server decompiles Space Engineers game assemblies into C# source code and indexes them to facilitate AI-assisted development of plugins and mods.

rosetta-mcp

Needs Setup
2

A specialized MCP server for AI-powered Excel translations that preserves formatting, formulas, and data integrity using Claude AI.

ZenTao

2

MCP (Model Context Protocol) Server. Integrates with ZenTao project management system to provide access to projects, products, stories, bugs, tasks, test management, releases, builds, and AI features through structured URI patterns and management tools.

Azure DevOps

2

MCP (Model Context Protocol) Server. Integrates with Azure DevOps to manage work items, wikis, and project tasks, enabling AI-driven project management and cross-service automation.

MediaWiki API MCP Server

2

A robust MCP server that interfaces with MediaWiki APIs to provide LLMs with full page management capabilities, including editing, searching, parsing, and administrative functions.

10 tools

Assistant MCP Server

2

A versatile MCP server that enables users to define custom tools via JSON configuration for retrieving project documentation, managing tasks, and generating optimized AI prompts.

3 tools

DIMO MCP Server

2

The DIMO MCP server provides comprehensive access to the DIMO Network, allowing AI assistants to query real-time vehicle telemetry, execute remote commands like locking or charging, and manage vehicle NFTs and verifiable credentials.

17 tools

Instapaper MCP Server

2

Comprehensive MCP server for Instapaper that allows AI models to manage bookmarks, organize folders, and perform bulk content analysis through natural language.

26 tools

Ace Codebase Indexer

2

A high-performance Go-based MCP server that provides semantic search and intelligent code indexing for large-scale projects using SHA-256 deduplication and concurrent processing.

1 tool