protein-structure-prediction

SkillDev tools

The Protein Structure Prediction Skill provides an interface to state-of-the-art folding models. It takes an amino acid sequence and returns a PDB file or structure metrics (pLDDT).

Instructions available. Your AI can read the instructions. Execution depends on the setup they require.

Add ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.

Then ask your AI: use the protein-structure-prediction skill

About this skill

The largest open-source medical AI skills library for OpenClaw🦞.

What this skill tells your AI

The instructions your AI receives, as published by freedomintelligence/openclaw-medical-skills in skills/protein-structure-prediction/SKILL.md and read by ahel’s review.


name: 'protein-structure-prediction' description: 'Predicts 3D protein structures from amino acid sequences using ESMFold or AlphaFold3 (mock).' measurable_outcome: Execute skill workflow successfully with valid output within 15 minutes. allowed-tools:

  • read_file
  • run_shell_command

Protein Structure Prediction (ESMFold/AF3)

The Protein Structure Prediction Skill provides an interface to state-of-the-art folding models. It takes an amino acid sequence and returns a PDB file or structure metrics (pLDDT).

When to Use This Skill

  • When you have a protein sequence and need its 3D coordinates.
  • To check if a designed sequence folds into a stable structure.
  • To prepare a receptor for docking simulations.

Core Capabilities

  1. Folding: Generates atomic coordinates (PDB format).
  2. Confidence Scoring: Returns pLDDT scores per residue.
  3. Visualization: (Optional) Generates a static view of the structure.

Workflow

  1. Input: Amino acid sequence (FASTA string).
  2. Process: Sends sequence to ESMFold API (or local inference).
  3. Output: Saves .pdb file and returns confidence metrics.

Example Usage

User: "Fold this sequence: MKTIIALSY..."

Agent Action:

python3 Skills/Drug_Discovery/Protein_Structure/esmfold_client.py \
    --sequence "MKTIIALSYIFCLVFDYDY" \
    --output structure.pdb

Signals

GitHub stars
3k
Forks
412
Last commit
Jul 2026

ahel review

  • K1binfo
    installs-packages (in README.md)

Automated review, not a security audit. Ruleset v1+k2.

Advanced
Item type
skill
Key
protein-structure-prediction
Source
github.com/freedomintelligence/openclaw-medical-skills