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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Elastic Semantic Search

3

MCP (Model Context Protocol) Server. Integrates with Elasticsearch to provide semantic search functionality for blog posts, returning formatted results including titles, URLs, and relevant text snippets.

1 tool

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

Code Sandbox

3

A secure, Docker-based MCP server that providing stateful code execution and syntax validation across 12 programming languages including Python, JavaScript, Java, and Ruby with strict resource isolation.

3 tools

AMap (Gaode Maps)

3

MCP (Model Context Protocol) Server. Integrates with AMap (Gaode Maps) API services in China for coordinate conversion, place searching, and transportation route planning between locations.

smartlead-mcp-server

3

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

WebMiliastra Nodes Editor

3

A specialized MCP server for managing WebMiliastra node graph documents and projects, facilitating the creation, validation, and storage of graph JSON files.

Toolhouse

3

This MCP server acts as a bridge to the Toolhouse platform, allowing AI models to access sets of tools managed through Toolhouse bundles.

Git Conflict Manager

3

An MCP server designed to streamline Git merge conflict resolution through structured interaction and a built-in visual WebUI. It enables AI agents and developers to detect, read, and resolve conflicts with syntax highlighting and editor integration.

PDF Search

3

MCP (Model Context Protocol) Server. Built for Zed to enable semantic searching of PDF documents using a Qdrant vector database and OpenAI embeddings.

1 tool

Perplexity

3

MCP (Model Context Protocol) Server. Integrates Perplexity's question-answering capabilities, enabling natural language understanding and information retrieval for applications like chatbots and research tools.

6 tools

gmail-mcp-server

3

A robust Model Context Protocol server for Gmail integration with intelligent authentication and comprehensive email operations

12 tools

DigitalOcean

3

A comprehensive DigitalOcean infrastructure management server providing 48 tools for droplets, volumes, load balancers, firewalls, and Kubernetes clusters. It enables full CRUD operations and network policy management through a unified MCP interface.

58 tools

WhereAmI (IP Geolocation)

3

MCP (Model Context Protocol) Server. Provides geolocation data based on user IP addresses through the ipapi.co API, returning location details like country, city, and coordinates in a formatted Markdown table.

1 tool

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.

lokalise-mcp

3

A comprehensive MCP server that bridges AI assistants to the Lokalise platform, enabling automated translation project management, key operations, and team orchestration.

31 tools

Sidemail

3

Integrates Sidemail.io features into MCP clients, allowing agents to manage sending domains, contacts, Messenger drafts, and send transactional emails.

17 tools

faf-one-svelte-new

3

A toolset for initializing and managing Svelte projects using the 'sv' CLI, facilitating project creation, development setups, and professional builds.

xk6-infobip-mcp

3

A k6 extension that enables performance and load testing of MCP servers by providing a JavaScript API to create clients and call tools.

Genesis World

3

MCP (Model Context Protocol) Server. Bridges AI assistants with Genesis World simulations, enabling execution of customizable agent-based simulations and virtual world creation for analyzing emergent behaviors directly within conversations.

1 tool

RSS3

3

A specialized MCP server that integrates with the RSS3 API to provide real-time access to open web data across decentralized chains, social media platforms, and the RSS3 network.

LSD Web Data Extraction

3

This MCP server provides advanced web data extraction and research capabilities by leveraging the LSD programming language and community-created 'trips' for structured data retrieval.

YouTube Translate

3

MCP (Model Context Protocol) Server. Enables access to YouTube video transcripts, translations, summaries, and subtitle generation through a simple API interface for research, content analysis, and multilingual video accessibility workflows.

Warpcast

3

MCP (Model Context Protocol) Server. Integrates with Warpcast to enable posting, reading, searching, and managing interactions on the Farcaster social network for automated content curation and trend analysis.

9 tools

Apollo IO MCP Server

3

apollo.io mcp server. Get/enrich contact data for people and organizations agentically.

7 tools

CryptoCultCurt-appfolio-mcp-server

3

A Model Context Protocol server that facilitates interaction with the Appfolio Property Manager Reporting API, allowing LLMs to access real estate property management data.

GitHub PR Comments

3

MCP (Model Context Protocol) Server. Integrates with GitHub's Pull Request system to fetch and analyze PR comments with their associated file paths, line ranges, and replies for seamless code review workflows.

1 tool

mcp-inspector

3

A specialized MCP server for Nette Framework introspection, allowing AI agents to analyze DI containers, database schemas, and application routing. It provides deep visibility into Nette internals to assist with debugging, architecture analysis, and code generation.

8 tools

MCP Fixer

3

A diagnostic and repair tool for Model Context Protocol (MCP) servers that automatically detects, diagnoses, and fixes configuration issues, JSON syntax errors, and dependency problems in Claude Desktop.

7 tools

mcp-web-scrape

3

🚀 mcp-web-scrape — Clean, cache-aware web content fetcher for AI agents. Fetch any URL → extract readable content → return Markdown/JSON with citations. ⚡ Fast caching, 🤝 robots.txt compliant, 📝 Markdown-ready output, �� works with ChatGPT/Claude Desktop.

48 tools

memex

3

A session history management system for Claude Code that provides automatic backups, full-text search, and semantic retrieval of conversation history via the MCP protocol.

4 tools