Related Products
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About
Model Hardware Standard (MHS) is a shared specification that enables AI agents to safely operate physical equipment used in scientific research and advanced manufacturing. It provides a standardized way for agents to discover, understand, and control programmable devices such as microscopes, liquid handlers, robotic arms, sensors, and other lab or factory instruments without requiring bespoke integrations for every machine. MHS introduces standardized drivers built around simple primitives such as read and write, making device capabilities discoverable in a common format across networks. Drivers can also include natural-language metadata about machine characteristics, adjustable parameters, measurements, and enforced safety limits, giving agents the context they need to operate unfamiliar equipment. Once connected, agents can control devices through MCP, command-line interfaces, or APIs, sequence operations across multiple instruments, monitor results, and adjust parameters.
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About
Nextdata is a data mesh operating system designed to decentralize data management, enabling organizations to create, share, and manage data products across various data stacks and formats. By encapsulating data, metadata, code, and policies into portable containers, it simplifies the data supply chain, ensuring data is useful, safe, and discoverable. Automated policy enforcement is embedded as code, continuously evaluating and maintaining data quality and compliance. The system integrates seamlessly with existing data infrastructures, allowing configuration and provisioning of data products as needed. It supports processing data from any source in any format, facilitating analytics, machine learning, and generative AI applications. Nextdata automatically generates and synchronizes real-time metadata and semantic models throughout the data product's lifecycle, enhancing discoverability and usability.
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Platforms Supported
Windows
Not Supported
Mac
Not Supported
Linux
Not Supported
Cloud
Supported
On-Premises
Not Supported
iPhone
Not Supported
iPad
Not Supported
Android
Not Supported
Chromebook
Not Supported
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Platforms Supported
Windows
Not Supported
Mac
Not Supported
Linux
Not Supported
Cloud
Supported
On-Premises
Not Supported
iPhone
Not Supported
iPad
Not Supported
Android
Not Supported
Chromebook
Not Supported
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Audience
Scientific researchers, engineers, robotics teams, and advanced manufacturers seeking to let AI agents safely control, monitor, and coordinate programmable physical equipment
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Audience
Data engineers seeking a tool to streamline the creation and management of decentralized data products
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Support
Phone Support
Not Supported
24/7 Live Support
Not Supported
Online
Supported
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Support
Phone Support
Not Supported
24/7 Live Support
Not Supported
Online
Supported
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API
Offers API
Supported
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API
Offers API
Not Supported
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Screenshots and Videos |
Screenshots and Videos |
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Pricing
Free
Free Version
Supported
Free Trial
Not Supported
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Pricing
No information available.
Free Version
Not Supported
Free Trial
Not Supported
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Reviews/
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Reviews/
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Training
Documentation
Supported
Webinars
Not Supported
Live Online
Not Supported
In Person
Not Supported
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Training
Documentation
Supported
Webinars
Not Supported
Live Online
Not Supported
In Person
Not Supported
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Company InformationModel Hardware Standard (MHS)
United States
www.modelhardwarestandard.com
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Company InformationNextdata
Founded: 2022
United States
www.nextdata.com
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Categories |
Categories |
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Integrations
Anthropic
Supported
Python
Not Supported
SQL
Not Supported
YAML
Not Supported
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Integrations
Anthropic
Not Supported
Python
Supported
SQL
Supported
YAML
Supported
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