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About

Simplify your data collection processes by standardizing your operations. Integrate manual laboratory processes and computer-controlled instruments. Remove frictions in collaborations by giving your collaborators and services providers the data they need to do their job. Improve the reproducibility of your processes through standardization. Measure process reproducibility by comparing multiple repetitions of the exact same operations. Increase the statistical power of your experiments by producing more data points and reducing experimental errors. Increased statistical power is the difference between strong scientific results and anecdotal observations. Strong scientific results lead to stronger patent applications, higher impact publications, and accelerated development of better-performing products. Use the lab's dashboard to keep track of the work in process, the to-do list, and the list of backlogged requests.

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.

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Audience

Companies looking for a laboratory management system that increases laboratory throughput

Audience

Scientific researchers, engineers, robotics teams, and advanced manufacturers seeking to let AI agents safely control, monitor, and coordinate programmable physical equipment

Support

Phone Support
24/7 Live Support
Online

Support

Phone Support
24/7 Live Support
Online

API

Offers API

API

Offers API

Screenshots and Videos

Screenshots and Videos

Pricing

$2,995 one-time payment
Free Version
Free Trial

Pricing

Free
Free Version
Free Trial

Reviews/Ratings

Overall 5.0 / 5
ease 5.0 / 5
features 5.0 / 5
design 5.0 / 5
support 5.0 / 5

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

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Pros & Cons from Real Users

Pros

  • -Easy to use after initial set up -Workflow functionality -Team response -More than a LIMS -Data tracking and evolution is amazing

Cons

  • -initial set up will take some time -easy to accidentally duplicate items

Training

Documentation
Webinars
Live Online
In Person

Training

Documentation
Webinars
Live Online
In Person

Company Information

GenoFAB
Founded: 2019
United States
www.genofab.com

Company Information

Model Hardware Standard (MHS)
United States
www.modelhardwarestandard.com

Alternatives

Alternatives

Scilligence SDMS

Scilligence SDMS

Scilligence
BIOVIA ONE Lab

BIOVIA ONE Lab

Dassault Systèmes
Kimi Code CLI

Kimi Code CLI

Moonshot AI
Calibrate

Calibrate

Ambrit
Electromeet

Electromeet

IDC Technologies

Categories

Categories

LIMS Features

Audit Trail
Certificates of Analysis
Data Import / Export
Electronic Laboratory Notebook
Inventory Management
Lab Instrument Interface
Reporting & Statistics
Sample Tracking
Specification Management
Workflow Management

Integrations

Anthropic

Integrations

Anthropic
Claim GenoFAB and update features and information
Claim GenoFAB and update features and information
Claim Model Hardware Standard (MHS) and update features and information
Claim Model Hardware Standard (MHS) and update features and information