akc-cycle

Plugin akc-cycle from marketplace buildwithclaude in davepoon/buildwithclaude. Commands read from the repo's manifest — yesterday.

Skills (20)

• adr-writer

  Record a design decision as an ADR in the repo's docs/adr/, or decide whether it clears the filing bar or belongs in a note or the commit body. Use when recording a decision (ADR にして), or when context-sync finds a buried decision.

• agent-stocktake

  Audit the ~/.claude/agents definitions and give each a verdict.

• author-calibrated-eval

  Polish LLM-written prose with the author's own reading as ground truth.

• context-sync

  Audit a repo's context documents (CLAUDE.md, ADRs, README, graph.jsonld) for role overlap and staleness against the code, and fix them; README findings are only flagged. Use when the docs may have drifted from the code or duplicate each other. For README content, use readme-writer.

• generation-audit

  Audit the harness when a new Claude model takes a role (judge, build or everyday).

• harness-boundary

  Design lens: which layer a harness mechanism belongs in, and whether it outlives the next model or runtime.

• jev-judgment-design

  Design how a closed LLM judgment (relevance, novelty, evidence strength) moves to TypeSafe Jev. Use when replacing an LLM judgment with Jev, or when a Jev judgment lets everything through. For Jev's API and primitives, use typesafe:typesafe-ai first.

• learn-eval

  Extract a reusable pattern from this session and route it to where something reads it, or drop it. Use when saving what was learned in this session (今回の学びを残して).

• llm-as-judge

  Design pattern for LLM-as-judge evaluators: binary checks as evidence, one named verdict.

• measurement-discipline

  Measurement discipline for claims that rest on data. Use when deciding on an experiment result, setting a threshold (閾値) or guard, choosing an observation period (観察期間) or when to open a gate, comparing a candidate with production (本番比較), or when an automated gate rejects outputs you trust.

• repo-asset-stocktake

  Audit a repo's non-code assets (tool configs, CI workflows, runbooks, docs) for ones whose consumer is gone. Use when configs, workflows or runbooks may be dead.

• review-to-lint

  Move the mechanical items of a reviewer's checklist or past findings into a deterministic script.

• rules-distill

  Distill principles from the installed skills into the always-loaded rules layer.

• rules-stocktake

  Audit ~/.claude/rules for residency cost, staleness, redundancy and substrate absorption, and give each rule a verdict. Use when the rules may have bloated.

• search-first

  Search the live web, registries and primary sources at decision time and report what exists outside. Use when choosing a library or tool, looking for a prior implementation, checking whether a paper or post applies here, reading what an official spec does now, surveying current practice, or checking

• skill-comply

  Measure whether a skill, rule or agent definition is actually followed. Use when a rule's or skill's real adherence is in question, or right after adding one.

• skill-creator

  Draft gate for writing or substantially revising a skill or agent definition. Use when making or revising a skill (skill 作って), writing an agent definition, or when learn-eval promotes a pattern.

• skill-health

  Scan the skill library for dangling references and build a per-skill health table.

• skill-stocktake

  Audit the installed skills and decide which to keep, improve, merge or retire. Use when taking stock of the skill library (skill の棚卸し). For writing or revising one skill, use skill-creator.

• verify-bootstrap

  Set up a repo's machine gates (format, lint, type check, security, dependency audit, tests), or audit whether existing gates have gone stale. Use when a repo has no automated gate (lint を入れて), or its tools may be outdated.

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