Install any skill in seconds. Free to start, no credit card required.
Get Started Free →Use when bootstrapping or tightening the smallest harness-oriented skill from an existing repository, workflow, evaluation corpus, or harness-analysis chain. Trigger for meta skills, reusable harness workflows, Qoder/Codex plugin skill sets, skill blueprints, and harness-analysis-like skills that need evidence-backed references, validation gates, and qodercli forward-tests.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | 12% | 0% |
| case-08 | ✗→✓ | ▲ Improved | -20% | 0% |
| case-13 | ✗→✓ | ▲ Improved | -46% | 0% |
| case-09 | ✗→✓ | ▲ Improved | -32% | 0% |
| case-14 | ✗→✓ | ▲ Improved | -29% | 0% |
Create the smallest skill that makes another agent repeat one harness job with evidence, validation, and clear ownership.
skills/<name>/, .agents/skills/ wrapper, or both.SKILL.md, first-hopreferences, scripts, validators, templates, specs, tests, plugin manifests, and any real smoke evidence.
references/bootstrap-patterns.md after the first inventory. Use it toextract patterns, not product-specific rules.
skills/<skill-name>/, usually SKILL.md plus one referenceskill-creator helper whenavailable. Add scripts/ only for stable repeated automation; keep ad-hoc evaluation prompts out of runtime scripts.
SKILL.md as a router. Put trigger conditions in frontmatterdescription, keep the body short, and route detailed rules to first-hop references.
local validators and file inspection decide pass/fail.
reusable stages.
source-specific team routing.
.agents/skills/ as a wrapper or mirror when the workflow is shared bythe plugin; canonical judgment belongs under root skills/.
commands unless the user requested them and source evidence supports them.
grep/find checks.status: "insufficient-evidence" when needed.files is a string array of skills/<skill-name>/... paths, not objects.quick_validate.py <skill-dir>, do notdescribe it as usable.
model was allowed to read or write.
Run the narrowest useful gates for the created skill:
bashpython3 <skill-creator-root>/scripts/quick_validate.py <skill-dir> qodercli --cwd <neutral-dir> --plugin-dir <harness-root> -p "<forward-test prompt>" qodercli plugin validate <harness-root>
Reject missing frontmatter, stale placeholders, broken links, unsupported commands, source-only assumptions, pseudo tool calls, or broad reports.
Other measured skills in the registry, with their headline benchmark lift.