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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

VirusTotal

3

MCP (Model Context Protocol) Server. Bridges to the VirusTotal API for comprehensive threat intelligence, enabling security analysts to analyze file hashes, URLs, domains, and IP addresses with automatically fetched relationship data for complete security overviews.

9 tools

Claude Code Notification Hooks

3

Automatically enhances Claude Code with desktop notifications and contextual system sounds across macOS, Windows, and Linux. It intelligently maps operation events like successes, errors, and progress to native system alerts.

AWS MCP Server

3

A comprehensive AWS integration for Claude that provides access to S3, EC2, RDS, Cost Explorer, and CloudWatch, including a generic SDK wrapper for any AWS service.

1 tool

Clean-Cut-MCP

3

A professional AI video generation server for Claude Desktop that uses the Remotion framework to create, manage, and render React-powered animations through natural language.

8 tools

Agile Planner MCP Server

3

Automatically generates structured agile backlogs with epics, features, and user stories from natural language descriptions, creating AI-optimized markdown files and directory structures.

2 tools

Shared Memory MCP Server

3

A shared context layer for AI agent teams that enables efficient coordination through context deduplication, incremental state sharing, and dependency tracking to reduce token overhead.

15 tools

Cargo MCP Server

3

A toolset for AI agents to interact with Rust projects, enabling automated building, testing, linting, and dependency management through Cargo commands.

11 tools

YouTube Playlist Transcripts

3

MCP (Model Context Protocol) Server. Fetches and indexes YouTube playlist transcripts for quick search through vector embeddings, enabling efficient content discovery without watching hours of video.

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

smartlead-mcp-server

3

Automate cold email campaigns effortlessly with SmartLead MCP Server. Integrate with AI tools for streamlined communication. 🚀💻

Payman AI

3

MCP (Model Context Protocol) Server. Bridges to Payman AI's payment processing API, enabling creation of payees, search functionality, payment sending, and balance checking through natural language commands.

7 tools

Bookmark Lens

3

A local-first bookmark management engine that provides semantic search, rich metadata extraction, and AI-powered organization for MCP-enabled agents.

7 tools

Kaspa MCP

3

Enables users to manage Kaspa wallets, check balances, and send KAS tokens directly on the Kaspa blockDAG. It provides tools for transaction fee estimation and retrieving detailed transaction history across mainnet and testnet environments.

Tagesschau

3

MCP (Model Context Protocol) Server. Provides a bridge to Tagesschau's news API for retrieving and analyzing German news articles across categories like domestic, foreign, economic and sports coverage

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.

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

Claude Code Agent

3

A comprehensive MCP server suite for persistent memory management and project automation, featuring automated memory dumps, project state tracking, and n8n workflow integration.

Solesonic

3

A robust Spring Boot-based MCP server providing secure Jira integration and web search capabilities via OAuth2 JWT authentication. It serves as a foundation for building enterprise-grade MCP servers with Spring AI and advanced group-based authorization.

1 tool

Crypto Stocks

3

A Market Context Protocol server that tracks real-time and historical data for crypto-adjacent stocks like Coinbase and MicroStrategy using yfinance.

News API Aggregator

3

A robust news aggregation server that integrates five major news APIs with an automatic failover mechanism to ensure reliable access to global news articles.

1 tool

Typecast AI

3

MCP (Model Context Protocol) Server. Bridges to Typecast AI text-to-speech service, enabling high-quality voice synthesis with customizable emotional expression, volume, and playback speed for content creation and interactive voice applications.

3 tools

Hedera

3

MCP (Model Context Protocol) Server. Provides a lightweight blockchain interaction toolkit for Hedera network operations, enabling developers to create wallets, check balances, build transactions, and send signed transactions with minimal overhead.

4 tools

classmcp

3

A multi-framework MCP server that optimizes AI-assisted CSS development by using semantic class patterns instead of long utility strings, resulting in up to 77% token savings.

10 tools

ActivityWatch MCP Server

3

A Model Context Protocol server that allows LLMs to query and analyze ActivityWatch time tracking data, manage activity categories, and perform smart time-period based analysis of window and web activity.

6 tools

Jane

3

Jane is a high-performance knowledge management MCP server that uses SQLite FTS5 to transform team documentation and project specifications into a searchable database for AI assistants.

7 tools

LSP4J-MCP

3

A Java MCP server that integrates with the Eclipse JDT Language Server (JDTLS) to provide advanced IDE features like symbol search, go-to-definition, and reference finding for Java projects.

5 tools