Query and render the kit's control plane from an agent session. Use when asked about the fleet's runs, gate verdicts, conformance, spend/tokens/cache economics, the cognitive-debt score, replaying a recorded run, benchmark results, or building/refreshing the observability dashboard. Trigger phrases include "dashboard", "control plane", "how much did we spend", "token usage", "cache hit rate", "cognitive debt", "debt score", "replay run <rid>", "gate log for <rid>", "conformance", "fleet stats", "observability numbers". All surfaces are CLIs under lib/bench; agents should prefer the JSON verbs over parsing HTML.
Use when auditing, consolidating, or cleaning a repo's .claude/memory store, "dọn memory", "memory tidy", the biweekly memory audit, duplicate or stale memory notes, MEMORY.md index drift (notes missing from the index, index entries with no file), or when a scheduled run asks for the memory-tidy audit of a repository. NOT for the built-in machine-local auto-memory under ~/.claude/projects (not git-tracked, no PR gate) and NOT for editing a single note (just edit it).
Query or render the state of the scattered kit/tide/tg-cleanup/learned ledgers (the dwarves-kit gate/proof/telemetry corpus, tide file-move state, tg-cleanup snapshots, the learning ledger), and detect + propose backlog rows off anomalies in that state. Use when the operator asks to SEE ledger state -- "show me the ledger state", "my debt", "understanding debt", "telemetry", "token cost" / "how much am I spending on tokens", "kit runs" / "kit lane telemetry", "ledger status", "render the ledger", "ledger dashboard", "share this as an artifact" (mid-ledger-conversation) -- or to check/propose off it -- "any ledger anomalies", "is my debt over threshold", "propose a backlog row from the ledger state". Drives the read-only `stats` CLI (dwarves-kit/lib/stats) and renders the result as EITHER an in-terminal reply (bot-reply-formatting , tables + bar-fills) or a shareable web Artifact, both from the same one query; `stats anomalies` is the feedback-loop path, PROPOSE-only (stages a cc-backlog candidate, never files
Review and promote skill drafts that skill-curator staged from past sessions. Use when the user runs /skill-review, says "review my skill drafts", "promote a staged skill", or asks what skills the self-improvement loop proposed. Lists drafts under ~/.claude/skill-proposals/, runs the writing-skills quality bar on each, then promotes the approved ones into ~/.claude/skills/ or rejects them.
Fetch curated API documentation using Context Hub (chub) before coding against any external API. Use when the task involves calling a third-party API (Stripe, OpenAI, Airwallex, Notion, etc.) to prevent hallucinated parameters and deprecated endpoints.