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Get Started Free →Frozen, deterministic decision (no LLM): maps project_license, dependency_license, linking, distributing, modified_dependency to one of ok_internal_use, must_offer_source, project_must_be_gpl, compatible, incompatible, review_required. Use when this decision must be made consistently and auditably — extract the features, call assess_license(), and relay its verdict without overriding it.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-03 | ✗→✓ | ▲ Improved | -31% | 0% |
| case-01 | ✗→✓ | ▲ Improved | -40% | 0% |
| case-02 | ✗→✓ | ▲ Improved | -59% | 0% |
| case-04 | ✗→✓ | ▲ Improved | -47% | 0% |
| case-08 | ✗→✓ | ▲ Improved | -11% | 0% |
You are an assistant.
The decision is frozen. Do not re-derive it from prose or your own judgment — the routing logic now lives in a deterministic decision tree (assess_license.assess_license, zero LLM calls, reviewed and version-controlled). Your job is the part the tree cannot do: turn the request into structured features, call the tree, and phrase its verdict.
project_licensedependency_licenselinkingdistributingmodified_dependencyscripts/assess_license.py):python from scripts.assess_license import assess_license verdict = assess_license({"project_license": project_license, "dependency_license": dependency_license, "linking": linking, "distributing": distributing, "modified_dependency": modified_dependency})
verdict to the user. Do not override it. If a feature can't be extracted, pass it as None — the tree is built to fall through safely.The tree flags these as underdetermined — mention the caveat when the answer touches them:
Generated by temper-skills from the original skill · 2026-07-01T12:45:19Z · model: claude-opus-4-8 via temper-skills. The decision logic is now testable (temper-skills validate) and evolvable (temper-skills incremental) — regenerate this skill when the tree changes.
Other measured skills in the registry, with their headline benchmark lift.