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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Outscraper MCP Server

4

A powerful data extraction server that provides tools for scraping business intelligence, reviews, and contact details from platforms like Google Maps, Amazon, and Yelp. It enables AI assistants to perform complex market research, geolocation tasks, and automated lead enrichment.

23 tools

JSON Logs

4

MCP (Model Context Protocol) Server. Analyzes JSON log files from Python applications with tools for searching by level, module, function, and time ranges, aggregating data by various criteria, and generating statistics for debugging and performance monitoring.

4 tools

Webvizio

4

Integrates Webvizio's visual feedback and bug reporting platform with AI agents, providing tools to fetch task details, console logs, screenshots, and reproduction steps for automated debugging and task completion.

12 tools

Ghibli Video Generator

4

Transform static images into Ghibli-style animated videos using the GPT4O Image Generator API, including tools for task monitoring and credit management.

3 tools

PipeCD

4

MCP (Model Context Protocol) Server. Connects Claude to PipeCD's continuous delivery platform, enabling monitoring of Kubernetes application deployments, configurations, and status without leaving the conversation context.

Talk to Figma

4

MCP (Model Context Protocol) Server. Enables AI interaction with Figma designs through a WebSocket bridge that allows reading and modifying elements with tools for creation, styling, layout management, and exporting.

19 tools

Perplexity Researcher

4

MCP (Model Context Protocol) Server. Integrates Perplexity AI's search capabilities with Node.js to provide general search queries, documentation retrieval, API discovery, and code modernization assistance while maintaining conversation history in SQLite.

5 tools

Notion

4

MCP (Model Context Protocol) Server. Integrates Notion workspaces, enabling seamless interaction with Notion's API for tasks like automated note-taking and knowledge base management.

11 tools

Fal.ai Video Generator

4

MCP (Model Context Protocol) Server. Provides a bridge to fal.ai's video generation models, enabling creation of customized videos from text prompts and images with adjustable parameters like aspect ratio, resolution, and duration.

2 tools

Grokipedia

4

A Grokipedia integration for searching, retrieving, and extracting structured wiki content, including section-specific text, citations, and related pages for advanced research workflows.

7 tools

TinyPNG

4

MCP (Model Context Protocol) Server. Integrates with TinyPNG API to compress and resize both local and remote images with detailed optimization statistics for efficient image processing workflows.

2 tools

Solana Blockchain

4

MCP (Model Context Protocol) Server. Enables interaction with the Solana blockchain for performing operations like querying account data, sending transactions, and interacting with smart contracts through the AgentiPy framework.

18 tools

depwire

Failed
4

Dependency graph + 10 MCP tools for AI coding. TypeScript, Python, JS, and Go.

Spotify

4

MCP (Model Context Protocol) Server. Integrates with Spotify to enable music search, playlist creation, personalized recommendations, and profile management through secure OAuth authentication.

7 tools

OpenSearch

4

MCP (Model Context Protocol) Server. Integrates with OpenSearch to enable powerful full-text search, data aggregation, and real-time analytics capabilities for applications requiring advanced search and log analysis.

1 tool

Arduino MCP Server

4

A Model Context Protocol server that allows AI assistants to control physical Arduino hardware via the Firmata protocol, specifically focusing on LED manipulation.

3 tools

Claude-Slack

4

A distributed knowledge preservation and communication platform for multi-agent systems, providing Slack-like channels, semantic search, and persistent memory via SQLite and Qdrant.

18 tools

vLLM Benchmark

4

MCP (Model Context Protocol) Server. Benchmarks vLLM deployments by measuring throughput, latency, and token generation speed through natural language test configuration

Gemini CLI (Windows Fixed)

4

A Windows-optimized MCP server for Google's Gemini CLI that provides robust PowerShell integration, Unicode support, and tools for large-context file analysis and sandboxed code execution.

8 tools

codesurface

4

Indexes your codebase's public API and serves it via compact MCP tool responses.

Sui

4

MCP (Model Context Protocol) Server. Integrates with the Sui blockchain network to enable test token requests, wallet management, and smart contract interactions using the official Sui SDK

3 tools

Coco (Pair Programming Master)

4

Coco is a pair programming assistant that transforms code into structured frameworks for critical inquiry, helping developers improve code quality through guided technical discussions.

1 tool

4o-image

4

A bridge between AI systems and the 4o-image API that allows for high-quality text-to-image generation and image editing with real-time progress updates.

1 tool

Wait

4

A utility MCP server that provides a wait function to pause execution for a specified duration, supporting progress reporting in 10% increments for process synchronization.

1 tool

DateTime

4

MCP (Model Context Protocol) Server. Provides datetime tools for retrieving current time in various timezones, listing available timezones, and accessing datetime resources through URIs, enabling accurate and flexible time-related functionalities across different geographical regions.

4 tools

Pyxel MCP

4

MCP server for Pyxel, a retro game engine for Python

European Parliament MCP Server

4

Model Context Protocol Server for European Parliament Open Data Providing AI assistants with structured access to parliamentary datasets and OSINT Intelligence Capabilities

Text Classification MCP Server (Model2Vec)

4

An MCP server that provides fast text classification and category management using Model2Vec static embeddings. It supports both single and batch processing with the ability to dynamically manage custom categories.

6 tools

myinstants

Validated
4

Give your AI agent a soundboard. Millions of meme sounds from myinstants.com.

3 tools

PyAirbyte MCP Server

4

A context-aware data pipeline generator that scaffolds PyAirbyte code to move data between 600+ Airbyte sources and destinations or into Pandas DataFrames.

1 tool