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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Materials Project

1

MCP (Model Context Protocol) Server. Integrates with the Materials Project database to search materials by elements or formula and retrieve detailed properties including formation energies, band gaps, crystal systems, and stability data for computational materials science research.

3 tools

Animated Video MCP Server

1

An MCP server that executes Manim Python scripts to generate and render mathematical and programmatic animations directly from text-based instructions.

fr-torrent-search-mcp

1

An MCP server and API aggregator for searching and retrieving torrents from French providers like YggTorrent and La Cale, supporting magnet links and file downloads.

4 tools

OpenAI Assistant MCP Server

1

A standardized MCP server for interacting with OpenAI's APIs, providing comprehensive tools for Chat Completion, Assistant management, and file handling for RAG-based workflows.

9 tools

ClickUp

Failed
1

MCP server for ClickUp task management, supporting task creation, updates, bulk operations, and markdown descriptions.

33 tools

Cloudsway SmartSearch

1

Web search MCP server powered by Cloudsway, supporting keyword search, language, and safety options. Returns structured JSON results.

1 tool

Vast.ai MCP Server

1

A comprehensive MCP server for managing Vast.ai GPU cloud resources, enabling automated instance lifecycle management, remote SSH command execution, and background task monitoring for machine learning workflows.

24 tools

Kash.click

1

Gives AI access to your sales, clients, orders, tax information, payments, and all the insights on your business

14 tools

Notifly

1

Notifly MCP Server that enables AI agents to provide real-time, trusted Notifly documentation and SDK code examples for seamless integrations.

2 tools

P-Link.io

1

HTTP 402 Protocol implementation on Solana network. Sending & receiving payments for agents

9 tools

Agent Interviews

1

Conduct AI-powered qualitative research interviews and surveys at scale with Agent Interviews.

4 tools

Catalysis Hub

1

Unofficial MCP server for searching and retrieving scientific data from the Catalysis Hub database, providing access to computational catalysis research and surface reaction data.

1 tool

Hillnote

1

search, edit, save and create documents to your Hillnote workspace, a markdown-first editor that stores files locally.

29 tools

Qixin API Service MCP

1

Enables AI models to access comprehensive Chinese enterprise data from the Qixin Open Platform, including business details, risk analysis, and legal records through structured API tools.

5 tools

kafka-mcp

1

An MCP Server for Kafka clusters to interact with kafka environment via tools on messages, topics, offsets, partitions for consumer and producers along with seamless integration with MCP clients.

6 tools

Hyperledger Fabric Agent Suite

1

A modular toolkit and MCP server for managing Hyperledger Fabric test networks, enabling automated setup, channel management, and chaincode lifecycle operations via an LLM.

Uberall

1

Manage multi - location presence, including listings, reviews, and social posting, via uberall.

4 tools

NCI GDC

1

The NCI GDC MCP server provides a natural language interface for researchers to query and analyze harmonized cancer genomic and clinical data from the National Cancer Institute's Genomic Data Commons.

Pharos

1

Unofficial MCP server for the Pharos database by the National Center for Advancing Translational Sciences (NCATS), providing access to target, drug, and disease information for drug discovery research.

1 tool

OpenNeuro

1

Unofficial MCP server for OpenNeuro, providing access to open neuroimaging datasets, study metadata, and brain imaging data for neuroscience research and analysis.

1 tool

Open Targets

1

Unofficial MCP server for the Open Targets Platform, providing access to target-disease associations, drug discovery data, and therapeutic hypothesis generation for biomedical research.

1 tool

Peacock for VS Code

1

MCP Server for the Peacock extension for VS Code, coloring your world, one Code editor at a time. The main goal of the project is to show how an MCP server can be used to interact with APIs.

1 tool

Prometheus (TypeScript)

1

Enable AI assistants to query Prometheus using natural language with TypeScript implementation.

5 tools

AgentCraft

1

MCP (Model Context Protocol) Server. Provides a flexible agent framework with pre-configured agents for tasks like marketing, code review, scheduling, and regulatory compliance, using data-driven YAML configuration to enable dynamic agent creation across domains like finance, product development, and customer support.

3 tools

ADEO Mozaic Design System

1

A specialized MCP server for the ADEO Mozaic Design System that provides tools for component discovery, design token retrieval, icon search, and framework-specific code generation for Vue and React.

11 tools

Tideways

1

A Model Context Protocol server that enables AI assistants to query Tideways performance monitoring data and provide conversational performance insights for PHP applications.

5 tools

Wikidata SPARQL

1

Unofficial REMOTE MCP server for Wikidata's SPARQL endpoint, providing access to structured knowledge data, entity relationships, and semantic queries for research and data analysis.

1 tool

DigitalOcean Database

1

A TypeScript-based MCP server that connects AI-powered IDEs to managed DigitalOcean PostgreSQL and MySQL databases using API token-based auto-discovery.

9 tools

html2pdf

1

This MCP server uses Puppeteer to convert HTML files or content strings into high-fidelity PDF documents with full CSS and JavaScript support.

1 tool

Browser Automation

1

A browser automation MCP server that enables LLMs to interact directly with an active browser session to extract markdown content, search history, and inject custom styles.

3 tools