Conciseness

The body is dense operational content (YAML field schema, ordered directory fallbacks, exact install commands, metadata.json template) with no explanations of concepts Claude already knows. Minor trimmable parts remain — the "适用场景" bullets restate the description's trigger conditions and some display-format boilerplate could be tightened — fitting anchor 4 rather than the every-token-earns-its-place anchor 5.

Actionability

Fully executable, copy-paste-ready guidance: "用 Bash `test -d` 按以下顺序检查" with four ordered fallback locations, the exact user-facing error message with "git clone --depth 1 https://github.com/jnMetaCode/agency-agents-zh.git" / "npm install agency-agents-zh", the exact output layout ".ao/output/{工作流名称}-{YYYY-MM-DD}/", a complete metadata.json example, and a fully specified subagent prompt structure including the verbatim instruction text.

Workflow Clarity

Five explicitly ordered steps ("按以下顺序执行，不要跳步") with explicit topological layering rules, a pre-execution plan display, validation checkpoints (required inputs trigger "立即向用户询问，不要猜测", agents-dir existence check, HARD-GATE "必须先 Read 再执行"), a <HARD-GATE> checklist, and a 故障处理 section with error-recovery rules (failed step → skip dependent downstream steps, continue independents). Matches anchor 5's sequence + validation + feedback loops + checklist; the only uncovered edge cases (cyclic depends_on, malformed YAML) are too minor to drop it to anchor 4.

Progressive Disclosure

No bundle files exist (references/, scripts/, assets/ are absent), and the single ~178-line SKILL.md is well-sectioned (适用场景 / 执行流程 5 步 / 重要规则 / 快捷模式 / 故障处理) with everything inlined being runtime-operational. Minor organization gap: the YAML schema block and the output-format/metadata blocks could be split into a reference file to slim the main body — good structure, not the fully split, one-level-deep reference layout of anchor 5.

Specificity

"直接运行 agency-orchestrator YAML 工作流——无需 API key，使用当前会话的 LLM 作为执行引擎" names a concrete domain, action, and delivery mechanism with no vague language. It falls short of anchor 5 because it covers a single action and omits the no-YAML quick-mode capability stated in the body, but sits clearly above anchor 3's bare '1-2 concrete actions' level given its precision.

Completeness

It explicitly answers both what ("直接运行 agency-orchestrator YAML 工作流...使用当前会话的 LLM 作为执行引擎，无需 API key") and when ("当用户提供 .yaml 工作流文件或要求多角色协作完成任务时触发") with concrete trigger phrases — a direct match for the anchor-5 pattern. It is written in third person, so no voice penalty applies.

Trigger Term Quality

Includes natural phrases users would say — "运行...工作流", "多角色协作完成任务", and the file extension in ".yaml 工作流文件". A few natural synonyms (e.g. 执行, 编排, agent 协作) are missing, matching anchor 4 ('good keyword coverage; a few natural terms missing') rather than comprehensive anchor 5.

Distinctiveness Conflict Risk

"agency-orchestrator YAML 工作流" plus the ".yaml 工作流文件" trigger carves a distinct niche with minimal conflict risk. However, "要求多角色协作完成任务" is a fairly broad trigger with minor overlap risk against other multi-agent orchestration skills, fitting anchor 4 rather than 5.