aurekaresearch/opendde-harness/esm2-guided-mutation
Claude Code and agent skill by aurekaresearch/opendde-harness
- community
Checking that the SKILL.md file is still in the repository.
Generate one-step CDR mutation proposals from ESM-2 deep-mutational-scan log-likelihood ratios, then pass those proposals to the normal fold and gate pipeline.
Install
npx vskill@latest install aurekaresearch/opendde-harness/esm2-guided-mutationSKILL.md
ESM-2 Guided Mutation
Use this as the primary proposal skill only when the parent is a complete, materialized sequence and the Router exposes it.
The runtime performs the ESM-2 DMS and materializes the highest positive LLR substitutions at mutable CDR positions. The Design Agent must still select this skill explicitly and provide a valid top-level portfolio. ESM-2 is a sequence plausibility model, not an affinity predictor.
Output contract
The Agent only selects this Python-executed skill. Return exactly one JSON object with no prose or code fence before or after it:
Do not invent mutations or placeholder candidates; Python performs the DMS and materializes the proposals.
Contract
- Python proposes substitutions only at the listed mutable positions using the
configured semantic chain IDs. Agent-facing sequence positions are one-based; the runtime uses zero-based indices internally.
- The runtime records
esm2_llr, the parent residue, and the selected rank in
candidate metadata before folding.
Guardrails
- Never use this skill for a parent containing
Xor an unmaterialized CDR;
full redesign must materialize the sequence first.
- A positive LLR does not imply better antigen binding. Keep OpenDDE metrics,
contact-fraction gates, and developability checks authoritative.
- Treat the generated mutations as proposals; all candidates still undergo
folding, admission, and population selection.
Security
- Security scanPassed, 100 of 100Pattern checks on the skill's files.
- Model reviewNot runA model review is scheduled for the next rescan.
Quality evaluation
- Task evaluationNot runNo evaluation yet. Run one in Skill Studio.
Source
- SKILL.md in the repositoryCheckingopendde_harness/plugin/protein_design/skills/esm2-guided-mutation/SKILL.md
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