architecture
Use when the user asks to improve architecture, find refactoring opportunities, surface deepening opportunities, consolidate tightly-coupled modules, or make a…
Use this skill when the user wants to identify unused, near-zero-use, or stale skills/agents/commands in the plugin surface so they can be demoted or retired. Combines agent-dispatch telemetry (start-events only) with static reference scanning, classifies every surface item into
$ npx -y skills add Kanevry/session-orchestrator --skill sunset-review --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
/sunset-reviewContext preview
The summary Claude sees to decide when to auto-load this skill.
Use this skill when the user wants to identify unused, near-zero-use, or stale skills/agents/commands in the plugin surface so they can be demoted or retired. Combines agent-dispatch telemetry (start-events only) with static reference scanning, classifies every surface item into
name: sunset-review description: > Use this skill when the user wants to identify unused, near-zero-use, or stale skills/agents/commands in the plugin surface so they can be demoted or retired. Combines agent-dispatch telemetry (start-events only) with static reference scanning, classifies every surface item into Active / Investigate / Demote / Retire, and emits a Markdown report plus JSON sidecar. NEVER auto-deletes — surfaces candidates for human decision. Quarterly cadence. <example>Context: The plugin surface has grown and the maintainer wants to prune dead weight. user: "/sunset-review" assistant: "Running the sunset walk — classifying skills, agents, and commands by usage telemetry + static refs, grouped by Retire / Demote / Investigate / Active. No item is deleted automatically; I'll surface Retire/Demote candidates for your decision." <commentary>The user wants a usage-driven prune candidate list; this skill runs the read-only walker, presents grouped verdicts, and writes a sidecar — it never deletes.</commentary></example> model: inherit color: amber
Identify which skills, agents, and commands in the plugin surface are still earning their keep, and which are candidates to **Demote** (downgrade docs/tier) or **Retire** (remove). The skill is advisory: it produces a ranked candidate list and a sidecar artifact. **It never deletes anything.**
`/repo-audit` answers "does this repo match the ecosystem baseline?" — a pass/fail compliance check. `/sunset-review` answers a different question — "which parts of OUR surface are unused?" — with different inputs (dispatch telemetry + static ref scanning), a different cadence (quarterly, not per-session), and a different output (prune candidates, not compliance status). Folding it into repo-audit would muddy both.
The walker — `scripts/lib/sunset/walker.mjs` — is **read-only** and was built against the following grep-verified telemetry facts. Do not override them:
1. **Both agent dispatch and skill-invocation telemetry are now consumed.** `subagents.jsonl` records agent dispatches; `skill-invocations.jsonl` records Skill tool selection events (L1 telemetry, epic #645). Agents are assessed by agent-dispatch counts; **skills are assessed by real selection counts from `skill-invocations.jsonl`, supplemented by static reference scanning.** Commands still have no invocation telemetry and are assessed by static reference scanning only. Skills with zero invocations in the window receive a zero-count (not null), so the low-coverage guard still applies and can downgrade Retire → Investigate when the telemetry window is short. 2. **Only `event === "start"` records count.** `agent_type` is `null` on every `stop` event. A stop event must never mark an agent cold. The walker filters to start events. 3. **Telemetry only spans ~18 days.** A 90-day window cannot be satisfied by 18 days of data. **MANDATORY GUARDRAIL:** when `coverageDays < windowDays`, every `Retire` verdict is downgraded to `Investigate` and `meta.lowConfidence` is set true. Retiring on sub-window data is unsafe — treat any cold finding as "investigate", not "delete". 4. **Zero ≠ near-zero.** A never-dispatched agent (e.g. `memory-proposal-collector`, a by-design reference doc) is a Retire candidate; a once-dispatched agent (`db-specialist`, `ui-developer` at n=1) is a Demote candidate. The walker distinguishes them.
| Verdict | Meaning | Action posture | |---|---|---| | **Active** | Agent dispatch above floor, OR skill invoked-by-command / command invokes-a-live-skill, OR ≥2 non-boilerplate refs | Keep | | **Investigate** | Coverage < window (low-confidence), OR conflicting signals — **default-safe bucket** | Manual review | | **Demote** | Single dispatch (n=1), OR a skill with a single cross-ref and no command linkage | Consider downgrading docs/tier | | **Retire** | `dispatch===0` AND `nonBoilerplateRefs===0` AND `coverage>=window` | Strong remove candidate (verify first) |
Run the read-only walker and capture its JSON:
node scripts/lib/sunset/walker.mjs --json --window-days 90 > /tmp/sunset-walk.json
Exit 0 = walk completed (cold findings are exit 0, **not** an error). Exit 1 = bad args / surface dir missing. Exit 2 = system error. The walker writes no files — it is pure analysis.
Optionally scope to one kind for focused review:
node scripts/lib/sunset/walker.mjs --json --kind agent
Mirror the repo-audit sidecar convention. Write both:
mkdir -p .orchestrator/metrics
The sidecar is the durable record; the Markdown is the readable summary.
**Skill Health (advisory)** — render a per-skill health advisory block into the report.
Give your agents a working rhythm. You type three commands: /session reads your repository, your open issues and the last session, proposes what to work on, and waits for your correction.
Repo: Kanevry/session-orchestrator
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