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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Bonsai BIM (Blender IFC)

33

Bonsai-mcp integrates Blender and Bonsai BIM with Claude, providing a suite of tools for querying, analyzing, and manipulating IFC building models, including quantity takeoff and construction budgeting.

17 tools

WeCom

33

MCP (Model Context Protocol) Server. Integrates WeCom group messaging, enabling automated sending of diverse message types and file uploads for streamlined team communication and notifications.

6 tools

Linked API MCP

33

A LinkedIn automation server that empowers AI assistants to perform lead generation, recruitment outreach, and profile analysis through a secure cloud browser.

unreal-mcp

33

A Model Context Protocol server that bridges Claude Desktop with Unreal Engine 5.3, allowing users to create and manipulate 3D scenes using natural language via the Remote Control API.

All-in-One

33

MCP (Model Context Protocol) Server. Integrates GitLab, Jira, Confluence, YouTube, and Google AI to provide search capabilities and utility tools for streamlined development workflows and project management tasks.

58 tools

Advanced Reasoning with DeepSeek

32

A specialized MCP server that leverages the DeepSeek-R1 model via OpenRouter and Gemini API to provide advanced analytical thinking, reflection, and sequential problem-solving capabilities.

postgres-mcp

32

A robust PostgreSQL MCP server providing read-only database interaction through natural language queries, schema analysis, and hybrid vector search.

2 tools

Local Code Search

32

MCP (Model Context Protocol) Server. Locally indexes codebases using ChromaDB to enable semantic code search without sending code to external services, featuring real-time updates through file system watchers and configurable ignore patterns.

1 tool

Qiniu MCP Server

32

The Qiniu MCP Server enables AI models to interact with Qiniu Cloud services including Kodo storage, CDN management, and live streaming controls. It allows users to manage buckets, process multimedia, and handle live stream configurations directly within an MCP-compliant client.

macOS Notification

32

A specialized MCP server for macOS that allows AI assistants to interact with the system's notification framework, providing visual banners, system sounds, and text-to-speech capabilities.

5 tools

package-registry-mcp

Validated
32

A comprehensive MCP server for searching and retrieving real-time technical metadata, version history, and security advisories from NPM, Cargo, NuGet, PyPI, and Go registries.

13 tools

meta-prompt-mcp-server

32

A multi-agent orchestration server that implements the Meta-Prompting technique, transforming a single LLM into a collaborative team of a 'Conductor' and specialized 'Experts'.

1 tool

kaggle-mcp

32

A specialized MCP server for interacting with the Kaggle API, enabling users to search for, download, and automatically generate analysis prompts for data science datasets.

2 tools

fantasy-football-mcp-public

32

Yahoo Fantasy Football MCP server for Claude Desktop - Advanced lineup optimization, draft assistance, and league management. Built using Claude Code.

17 tools

postman-mcp

32

An MCP server that provides full programmatic control over Postman workspaces, collections, environments, and requests for AI assistants.

18 tools

teams-mcp

32

A comprehensive MCP server for Microsoft Teams and Graph API that enables AI assistants to manage chats, search messages via KQL, and interact with organizational data like users and channels.

17 tools

mcp-domain-availability

32

A Model Context Protocol (MCP) server that enables Claude Desktop to check domain availability across 50+ TLDs. Features DNS/WHOIS verification, bulk checking, and smart suggestions. Zero-clone installation via uvx.

1 tool

mcp-veo2

32

An MCP server that enables high-quality video generation using Google's Veo2 model, supporting text-to-video and image-to-video workflows with full control over generation parameters.

3 tools

claude-praetorian-mcp

32

A specialized MCP server for Claude Code designed to save context space by aggressively compacting web research and task outputs using the Token-Oriented Object Notation (TOON) format.

2 tools

copilot-security-instructions

32

A security-focused MCP server that provides a comprehensive suite of prompts to guide AI assistants toward secure coding practices and identify vulnerabilities in Java, Node.js, C#, and Python codebases.

mentor-mcp-server

32

A Model Context Protocol server providing LLM Agents a second opinion via AI-powered Deepseek-Reasoning R1 mentorship capabilities, including code review, design critique, writing feedback, and idea brainstorming through the Deepseek API.

4 tools

roampal-core

32

Outcome-based memory for Claude Code and OpenCode

Claude Team

32

A multi-agent orchestration server that coordinates various AI models (Claude, GPT, Gemini) as specialized technical experts to collaborate on complex software development tasks. It provides automated task distribution, pre-built coding workflows, and project analysis tools to manage end-to-end development cycles.

18 tools

AdsPower LocalAPI MCP Server

32

A Model Context Protocol server that enables LLMs to interact with AdsPower browser LocalAPI, allowing for operations like creating, opening, updating, and managing browser profiles with custom fingerprints.

Zilliz MCP Server

32

Enables AI agents to interact with Milvus vector databases and Zilliz Cloud, allowing for natural language cluster management, collection administration, and semantic search operations.

16 tools

godot-mcp

Validated
32

MCP server for Godot game engine integration — control the Godot editor with AI

33 tools

Polymarket

32

Real-time prediction market data from Polymarket - search markets, analyze prices, identify trading opportunities.

5 tools

selvage

31

An LLM-based code review MCP server with AST-powered smart context extraction

Wikidata

31

MCP (Model Context Protocol) Server. Integrates with Wikidata to enable entity searches, property retrieval, and SPARQL queries for accessing structured knowledge about people, places, and concepts

5 tools

Youtube Uploader MCP

31

AI‑powered YouTube uploader—no CLI, no YouTube Studio.

3 tools