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DeeplyTough

By BenevolentAI / DeeplyTough authors →

Learned comparison of protein binding-site structures

Learned comparison of protein binding-site structures. A binding-site comparison tool, not a ligand pose generator; legacy dependencies may need maintenance.

Learned comparison of protein binding-site structuresInput: Prepared protein binding-site structuresOutput: Pocket representations and similarity comparisons
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Overview

Learned comparison of protein binding-site structures. A binding-site comparison tool, not a ligand pose generator; legacy dependencies may need maintenance.

Information checked against an official source; not a hands-on test. Source · Last reviewed: 17/09/2026, 16:20:54

Key Features

  • Learned comparison of protein binding-site structures
  • Input: Prepared protein binding-site structures
  • Output: Pocket representations and similarity comparisons
Interactive 3D Structure

DeeplyTough Predicted Complex

Streams real 3D atomic coordinates from RCSB Protein Data Bank
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pLDDT / B-Factor:
>90 Very high 70-90 Confident 50-70 Low <50 Very low

Academic Context & Research Evidence

Biological & Workflow Fit

Compute & Hardware
See source requirements for selected configuration
Licensing & Academic Use
Review code, weights, data and service terms separately
Documented Evidence
Project/provider documentation; no local benchmark

Cite this Tool

Use this citation format when referencing DeeplyTough in scientific publications and benchmark papers.

@software{deeplytough_2026,
  title = {{DeeplyTough}},
  author = {{BenevolentAI / DeeplyTough authors}},
  year = {2026},
  url = {https://github.com/BenevolentAI/DeeplyTough},
  note = {Indexed on aibioatlas - AI for Biology and Drug Discovery}
}

Peer-Reviewed Literature & Preprints

Live scientific citations streamed from Europe PMC and PubMed for DeeplyTough.

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Technical / Product Information

Missing values mean the catalog has no recorded information. They do not mean a feature is absent.

Entry typeResearch software / framework
Access modePublic code / project terms
AI roleScientific machine learning
Input dataPrepared protein binding-site structures
Output dataPocket representations and similarity comparisons
Licence conditionsReview code, weights, data and service terms separately
Commercial eligibilityNot independently confirmed
Compute requirementsSee source requirements for selected configuration
ValidationNot recorded
TypeNot recorded
Intended useBiological and pharmaceutical research
CompatibilityNot recorded
LimitationsA binding-site comparison tool, not a ligand pose generator; legacy dependencies may need maintenance.
Evidence levelProject/provider documentation; no local benchmark
AvailabilitySee project release and maintenance status
Price / accessSee project terms; compute costs may apply

Research fit & compatibility

No software–hardware integration has been verified for this entry yet. Explore documented research workflows.

Gallery & resources

No licensed product photograph recorded for DeeplyTough yet. Visit the official resource below for manufacturer imagery.

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FAQ

Where is this product available?

See project release and maintenance status

How is pricing handled?

Prices reflect the source at its last check. Confirm current pricing and regional availability on the official site.

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Peer Reviews & Community Ratings

Feedback from researchers and computational biologists evaluating DeeplyTough.

5.0
★★★★★Based on 0 researcher evaluations
Biological Accuracy
4.8/5
Ease of Installation
4.3/5
Documentation & Code
4.6/5