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
- Folding: Generates atomic coordinates (PDB format).
- Confidence Scoring: Returns pLDDT scores per residue.
- Visualization: (Optional) Generates a static view of the structure.
Workflow
- Input: Amino acid sequence (FASTA string).
- Process: Sends sequence to ESMFold API (or local inference).
- Output: Saves
.pdbfile 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