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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

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

Vision Relay

3

An MCP server that bridges text-only models to vision capabilities by relaying image analysis requests through Google Gemini and Alibaba Qwen CLI tools.

2 tools

Gemini (Codex Alternative)

3

A robust Google Gemini integration that enables enterprise-grade text, image (Nano Banana), and video (Veo 3.1) generation through the Model Context Protocol.

5 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

Codebase MCP Server

3

A specialized MCP server for secure codebase analysis, enabling deep exploration of project structures, dependency trees, and file metadata within restricted directories.

5 tools

nexus-prime

3

Nexus Prime fuses multimodal AI (text, vision, audio, real-time data) for zero-shot learning, ethical reasoning, and simulations in climate and medicine. Quantum-inspired algorithms enable exponential speed, solving intractable problems in seconds.

nodespace-core

3

Local-first knowledge base with semantic search for AI coding assistants. Fewer tokens, faster context.

Temporal Cortex Calendar MCP

Failed
3

11 deterministic calendar tools — temporal context, scheduling, availability, and booking

awesome-finance-mcp

3

A curated list of MCP servers for AI finance agents

@baichuan-ai/baixiaoying-mcp-server

Validated
3

Baixiaoying MCP Server - 百川医学大模型 MCP 服务,支持 MCP Apps,复刻百小应的视觉样式

5 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

zotero-mcp-lite

3

A lightweight, high-performance MCP server for local Zotero management, enabling AI assistants to search libraries, extract full-text content, manage PDF annotations, and generate bibliographies without cloud dependencies.

9 tools

TalkToAnki

3

A robust MCP server that bridges AI assistants with Anki flashcards via AnkiConnect, facilitating comprehensive deck management, batch operations, and detailed study progress analysis.

20 tools

opencode-browser

3

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

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

Enables AI assistants to perform comprehensive research by searching Google, mining Reddit discussions, scraping web content with JS rendering, and synthesizing findings with citations into structured context.

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

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.

fcpxml-mcp-server

3

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

docwriter-mcp-server

Needs Setup
3

A specialized MCP server for the programmatic lifecycle management of LaTeX documents, enabling AI agents to create, update, and compile professional PDFs using structured templates.

5 tools

Research Powerpack MCP

3

Enables AI assistants to perform comprehensive research by searching Google, mining Reddit discussions, scraping web content with JS rendering, and synthesizing findings with citations into structured context.

WAHA MCP Server

3

Bridges the WhatsApp HTTP API with AI assistants to enable full control over messaging, chat management, and interactive workflows through 63 specialized tools. It allows users to automate WhatsApp tasks and receive real-time AI feedback directly on their mobile devices.

metis

3

Flight Levels work management with MCP server integration for AI agents. CLI, TUI, and GUI interfaces.

agent-mem

3

High-performance, pure Go memory middleware for AI Agents (Claude/Cursor). Features active file watching, auto-distillation via LLM, and 'Single Source of Truth' versioning. Native MCP support.

extract-llms-docs

3

Extracts and transforms documentation from websites into LLM-optimized formats by supporting standards like llms.txt and install.md for AI agents and coding assistants.

6 tools

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.

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.

coding-standards

Validated
3

A specialized MCP server that enforces production-grade coding standards (SOLID, DDD, TDD) by automatically detecting project stacks and injecting architectural guardrails into AI workflows.

7 tools

OpenAPI to MCP

3

A standalone proxy that transforms any OpenAPI or Swagger-described REST API into an MCP server by mapping API operations to executable MCP tools. It enables AI clients to interact with existing web services through automated HTTP requests based on their official documentation.

Docmost MCP Server

3

Provides AI assistants with direct access to self-hosted Docmost documentation through tools for listing spaces, searching content, and retrieving pages in Markdown format. It facilitates seamless documentation lookup and content retrieval within MCP-compatible clients.