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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Judges Panel

Validated
3

18 specialized judges that evaluate AI-generated code for security, cost, and quality.

7 tools

Laravel DebugBar

3

MCP (Model Context Protocol) Server. Provides a bridge to Laravel DebugBar for accessing detailed request logs, queries, routes, views, and models with filtering capabilities and formatted output for improved readability.

JFrog Artifactory

3

A remote MCP server for the JFrog Platform that provides AI-driven access to binary repository management, artifact search via AQL, security monitoring, and package curation.

Market.dev MCP Server

3

A specialized MCP server for the Market.dev API that enables searching for open source experts and projects by skills, location, or repository involvement.

2 tools

UAAR University MCP Server

3

Provides structured access to PMAS Arid Agriculture University Rawalpindi's academic resources, admissions, and student services through 53 specialized tools. AI agents can manage course information, library services, hostel details, and administrative functions using secure stdio or HTTP transports.

Openfort

3

A plug-and-play MCP server that enables AI assistants to manage wallet infrastructure, automate project configuration, and scaffold applications using Openfort's infrastructure.

Data4library

3

- MCP server for Korea's Library Information Naru API, providing comprehensive access to public library data, book searches, loan status, reading statistics, and GPS-based nearby library discovery across South Korea.

26 tools

Window Layout

3

MCP (Model Context Protocol) Server. Enables AI to arrange and organize windows on Windows operating systems through natural language commands for efficient desktop workspace management

Deep Research Gemini

3

A multi-agent deep research server that utilizes CrewAI and Gemini 2.5 Pro to perform complex web searches via the LinkUp API and synthesize findings into detailed reports.

Dify.ai Workflow

3

MCP (Model Context Protocol) Server. Integrates with Dify.ai's workflow applications by transforming Dify workflows into dynamically discoverable tools with parameter validation and response formatting capabilities.

mcp-character-tools

3

A specialized MCP server that provides character-level 'vision' for LLMs, enabling accurate letter counting, frequency analysis, and text manipulation to overcome tokenization limitations.

14 tools

Astro Docs

3

MCP (Model Context Protocol) Server. Provides direct access to Astro documentation through searchable, categorized resources and curated prompts for helping developers with component architecture, content management, and deployment tasks.

1 tool

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.

Dgraph

3

MCP (Model Context Protocol) Server. Connects language models to Dgraph graph databases, enabling DQL queries, mutations, and schema management for seamless database interactions without context switching.

3 tools

WordPress Author MCP Server

3

A personality-driven MCP server for WordPress that provides sophisticated content management workflows including Markdown-to-HTML conversion and line-based document editing sessions.

26 tools

deploy-mcp

3

Universal deployment tracker for AI assistants with live status badges and deployment monitoring.

5 tools

Telegram MCP Bridge

3

Enables MCP agents to request human confirmation for actions via a Telegram bot. It uses a Vercel-hosted proxy and Redis to facilitate secure, real-time YES/NO approvals from a mobile device.

Binance Bitcoin Market Data

3

MCP (Model Context Protocol) Server. Provides real-time and historical Bitcoin market data from Binance including ticker data, order books, trades, price charts, and live price streams for financial analysis and market research.

5 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

Asgardeo

3

MCP server to interact with your Asgardeo organization through LLM tools.

19 tools

JSM Assets MCP Server

3

A Jira Service Management Assets MCP server that enables AI assistants to perform complex AQL searches, explore object schemas, and retrieve hierarchical asset data with reliable automatic pagination.

5 tools

Luma AI Video Generation

3

MCP (Model Context Protocol) Server. Integrates with Luma AI's API to enable AI-driven video generation based on textual descriptions or parameters.

4 tools

SEO Review Tools

3

MCP (Model Context Protocol) Server. Integrates with SEO Review Tools API for website traffic analysis, authority scoring, backlink discovery, SERP data retrieval, keyword research, and content optimization recommendations.

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.

Alpaca Trading

3

MCP (Model Context Protocol) Server. Bridges Claude with Alpaca's trading API, enabling direct execution of stock trades, portfolio management, and market data analysis within conversations.

9 tools

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.

mcp-klever-vm

Needs Setup
3

MCP server for Klever blockchain smart contract development.

SmartMemory

3

A neuro-symbolic memory system that combines knowledge graphs with language models to help AI assistants learn and store structured business rules and facts from dialogue.

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

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.