Data & ReproProtein Structure & DesignFreedomIntelligence/OpenClaw-Medical-SkillsData & Reproduction
CH

chai

Maintainer FreedomIntelligence · Last updated April 1, 2026

Structure prediction using Chai-1, a foundation model for molecular structure. Use this skill when: (1) Predicting protein-protein complex structures, (2) Validating designed binders, (3) Predicting protein-ligand complexes, (4) Using the Chai API for high-throughput prediction, (5) Need an alternative to AlphaFold2. For QC thresholds, use protein-qc. For AlphaFold2 prediction, use alphafold. For ESM-based analysis,….

OpenClawNanoClawAnalysisReproductionchai🔬 omics & computational biologyprotein structure & designstructure

Original source

FreedomIntelligence/OpenClaw-Medical-Skills

https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/chai

Maintainer
FreedomIntelligence
License
MIT
Last updated
April 1, 2026

Skill Snapshot

Key Details From SKILL.md

2 min

Key Notes

  • run_inference( fasta_file='complex.fasta', output_dir='predictions/', num_trunk_recycles=3 ) ".
  • with open('predictions/scores.json') as f: scores = json.load(f).
  • plddt = np.load('predictions/plddt.npy') pae = np.load('predictions/pae.npy').
  • print(f"pLDDT: {plddt.mean():.3f}") print(f"pTM: {scores['ptm']:.3f}") print(f"ipTM: {scores.get('iptm', 'N/A')}").

Source Doc

Excerpt From SKILL.md

Prerequisites

RequirementMinimumRecommended
Python3.10+3.11
CUDA12.0+12.1+
GPU VRAM24GB40GB (A100)
RAM32GB64GB

How to run

First time? See Installation Guide to set up Modal and biomodals.

Option 1: Modal

GPU: A100 (40GB) | Timeout: 30min default

Use cases

  • Use chai in research workflows aligned with this subject area.
  • Follow the upstream documentation for the full working procedure.

Not for

  • Do not rely on this catalog entry alone for installation or maintenance details.

Related skills

Related skills

Back to directory
AD
Data & ReproProtein Structure & Design

Adaptyv

Adaptyv is a cloud laboratory platform that provides automated protein testing and validation services. Submit protein sequences via API or…

Claude CodeOpenClawAnalysis
K-Dense-AI/claude-scientific-skillsView
AL
Data & ReproProtein Structure & Design

alphafold

Validate protein designs using AlphaFold2 structure prediction. Use this skill when: (1) Validating designed sequences fold correctly, (2) P…

OpenClawNanoClawAnalysis
FreedomIntelligence/OpenClaw-Medical-SkillsView
AN
Data & ReproProtein Structure & Design

antibody-design-agent

Antibody design: epitope mapping, CDR engineering, bispecific construction.

OpenClawNanoClawAnalysis
FreedomIntelligence/OpenClaw-Medical-SkillsView
BI
Data & ReproProtein Structure & Design

bindcraft

End-to-end binder design using BindCraft hallucination. Use this skill when: (1) Designing protein binders with built-in AF2 validation, (2)…

OpenClawNanoClawAnalysis
FreedomIntelligence/OpenClaw-Medical-SkillsView