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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

speclock

Failed
3

AI continuity engine — MCP server + CLI that kills AI amnesia. Maintains project memory, enforces constraints, and detects drift across AI coding sessions.

ue5-mcp-bridge

3

MCP server bridging AI assistants to Unreal Engine 5 editor

Brave Search

3

MCP (Model Context Protocol) Server. Integrates with Brave Search API to enable web research capabilities through tools for general queries, location-based searches, and multi-step research workflows for synthesizing information from multiple sources.

3 tools

TokenScope

3

A token-aware directory explorer for LLMs that enables intelligent codebase analysis by providing summarized directory structures and file contents while respecting token limits and .gitignore patterns.

3 tools

Figma Bridge

3

MCP (Model Context Protocol) Server. Bridges Figma documents with external tools through a WebSocket-based dual-architecture system providing node creation, styling, layout management, component handling, and design system automation with token-efficient search capabilities.

Gemini 2.5 Pro

3

MCP (Model Context Protocol) Server. Enables Claude Desktop to interact with Google's Gemini 2.5 Pro model through a TypeScript server with Google Search integration for grounded responses and detailed token usage reporting.

2 tools

Image Generator (OpenAI)

3

A tool that enables Claude to generate image assets using OpenAI's DALL-E models, specifically designed for creating game or web development assets saved directly to the local file system.

1 tool

qurio

3

Self-hosted RAG engine for AI coding assistants. Ingests technical docs & code repositories locally with structure-aware chunking. Serves grounded context via MCP to prevent hallucinations in software development workflows.

Contemplation

3

A background cognitive processing system that uses local Ollama models to analyze conversation patterns and store insights in Obsidian or temporary storage.

9 tools

TMDB

3

MCP (Model Context Protocol) Server. Integrates with The Movie Database API to enable film and television data queries, cast and crew collaboration discovery, and entertainment industry connection analysis through specialized search and filtering tools.

6 tools

Katana MCP Server

3

The Katana MCP Server provides a comprehensive DeFi toolkit for managing assets on the Katana network, including cross-chain bridging, SushiSwap trading, and Yearn vault yield optimization.

8 tools

hivemind

Failed
3

MCP server for Obsidian vaults - AI tools with consistent canonical context. Local-first.

Commvault MCP Server

3

A Model Context Protocol server for managing Commvault environments, providing AI agents with access to backup jobs, client configurations, storage metrics, and DocuSign envelope backups.

HydraMCP

3

An MCP server that enables users to query, compare, and synthesize responses from multiple local and cloud LLMs simultaneously using existing subscriptions. It provides tools for parallel model evaluation, consensus polling with an LLM-as-judge, and response synthesis across different model providers.

Node.js Code Sandbox

3

A secure, Docker-based MCP server for executing Node.js code and shell commands in isolated environments with support for on-the-fly npm dependency installation.

5 tools

Profile Researcher

3

A comprehensive LinkedIn data mining server that integrates Google Search, Apollo.io, and Proxycurl to discover profiles, extract professional details, and enrich them with contact information using AI-powered query generation.

7 tools

Zomato-MCP-Demo

3

Official guide and demo for integrating Zomato MCP Server with Claude Desktop — learn how to connect, configure, and experience real-time restaurant discovery, menu browsing, and food ordering through AI.

Research Powerpack MCP

3

A comprehensive research toolkit that enables AI assistants to perform parallel Google searches, mine Reddit discussions, and scrape JavaScript-heavy websites to synthesize high-signal context with citations.

5 tools

Obsidian

3

A read-only MCP server that provides intelligent search and retrieval for Obsidian vaults, featuring SQLite-indexed semantic search, hierarchical tag filtering, and metadata-based note access.

uspto_ptab_mcp

3

High-performance MCP server for USPTO Patent Trial and Appeal Board (PTAB) with context reduction, progressive disclosure workflows, and seamless cross-MCP integration

simple-notify-mcp

Needs Setup
3

Model Context Protocol (MCP) server for text-to-speech and Telegram notifications in Codex and Claude Code.

opencode-browser

3

Browser automation plugin for OpenCode AI editor - Control Chrome/Edge with AI, automate web testing, scraping & form filling via MCP integration

chuk-mcp-math-server

3

A high-performance MCP server providing 642 mathematical functions across domains like number theory, calculus, linear algebra, and statistics with both STDIO and HTTP transport options.

29 tools

seo-crawler-mcp

Needs Setup
3

Crawl and analyse websites for SEO errors using Crawlee with SQLite storage

fcpxml-mcp-server

3

🎬 The first AI-powered MCP server for Final Cut Pro XML. Control your edits with natural language.

mcputil

3

A utility library and CLI for converting MCP tools into Python function objects, facilitating seamless integration with agent frameworks like LangChain and Pydantic AI.

K8s MCP Server

3

A robust MCP server that enables LLMs to securely manage multiple Kubernetes clusters using kubectl, Helm, Istioctl, and ArgoCD through dynamic kubeconfig injection.

4 tools

Sandbox Fusion

3

MCP (Model Context Protocol) Server. Connects AI models to Sandbox Fusion environments for testing, training, and demonstrating agent interactions with simulated worlds

2 tools

Valhalla MCP Server

3

A Model Context Protocol server that integrates the Valhalla routing engine with Claude Desktop to provide advanced OpenStreetMap-based navigation, routing, and travel-time isochrone capabilities.

2 tools

OmniTaskAgent

3