Setting the file. One moment.
Skill 14 · Filing Breakdown Tasks
Subchapter 14.2
evals/README.mdMarkdown4 KBView on GitHub
Reproducible trigger-rate test for the bitwarden-delivery-tools:filing-breakdown-tasks skill. Run before merging any change to the skill’s description or when_to_use frontmatter to confirm the change doesn’t degrade triggering on the phrasings the skill is designed to catch (or start firing on near-miss queries that belong to a sibling skill).
tasks.mdThe upstream skill-creator harness measures triggering by registering a temporary copy of the skill under a UUID-suffixed name and watching whether the model invokes that exact name. When the real plugin-registered skill is already installed in the test environment, the model invokes the real one and the harness records a false negative. run_real_eval.py instead watches claude -p stream events for any invocation of the real filing-breakdown-tasks skill, ignoring unrelated session-init or workflow skills that may fire first.
trigger-eval.json — 20-query test set: 10 should-trigger tasks.md phrasings (“create the tickets from tasks.md”, “turn this breakdown into Jira tickets”, etc.) and 10 should-not-trigger near-misses against sibling skills (researching-jira-issues, filing-jira-tickets, the upstream decomposition step) and against existing-ticket edits, Jira search, and breakdown-file moves. Ticket keys are masked (PM-XXXX) so a live session can’t resolve them against real Jira.run_real_eval.py — runner. Spawns parallel claude -p subprocesses, parses streamed tool-use events, computes per-query trigger rates. A copy of ../../creating-pull-request/evals/run_real_eval.py with TARGET_SKILL_TOKEN set to this skill, plus a repeatable --plugin-dir passthrough and run conditions recorded in the output.baseline.json — last known-good run. Diff against this to spot regressions on future description changes. Records the model, plugin_dirs, and runs_per_query that produced it; a run under different conditions will fail the diff.Requires Python 3.10+ and an authenticated claude CLI on PATH. The runner sets no permission mode, so the imperative queries execute for real — run it against a clean checkout, never a dirty working tree.
python3 run_real_eval.py \
--eval-set trigger-eval.json \
--plugin-dir ../../.. \
--plugin-dir ../../../../bitwarden-atlassian-tools \
--runs-per-query 3 \
--num-workers 8 \
--timeout 60 \
--model claude-opus-5 \
> result.json--plugin-dir points the subprocesses at a plugin directory and is repeatable. Pass every plugin whose skills compete for these queries, from the working tree rather than the installed cache:
bitwarden-delivery-tools — supplies filing-breakdown-tasks itself. Without it the skill isn’t in the session at all and every should-trigger query scores zero.bitwarden-atlassian-tools — supplies filing-jira-tickets and researching-jira-issues, which the should-not-trigger near-misses are written against. Omit it and those queries pass against a skill that was never loaded.20 queries × 3 runs = 60 claude -p invocations. With 8 workers the run takes a few minutes.
diff <(jq -S . baseline.json) <(jq -S . result.json)Empty diff means no regression. If a new failure appears, fix the skill description rather than the eval set — the eval set encodes intent, not implementation. If the change is intentional and the new run is the new desired behavior, replace baseline.json with result.json and commit alongside the description change.
Update trigger-eval.json (not the runner) when the test surface needs to evolve: a new phrasing the skill should catch, a new sibling skill creating a new near-miss, or an existing query that turned out to be ambiguous. Keep should-trigger and should-not-trigger counts roughly balanced.