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cheat-score

给单篇稿子打 rubric 分。**只在控制台输出,不写文件,不预测**。触发词:"打分这篇 [path]"/"score this [path]"/"给这稿子打分"/"先打分看看"。是 cheat-predict 之前的轻量探索动作。

Quality

89%

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SecuritybySnyk

Passed

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SKILL.md
Quality
Evals
Security

Quality

Content

92%Weight 40%Scale 1-5

Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.

A tightly written operational skill: every step is executable, validation and error-recovery paths are explicit, and the isolation rationale (blind sub-agent delegation) is project-specific knowledge that justifies its inclusion. The only tightening opportunity is consolidating the repeated write-nothing/no-predict emphasis spread across Step 6, Key Rules, and Refusals.

Suggestions

Consolidate the "不写文件 / 不预测" constraint into a single authoritative statement — it currently appears in Step 6, Key Rule 5, the Refusals section, and the description, costing tokens without adding information.

DimensionReasoningScore

Conciseness

The body is dense and imperative with no padding of concepts Claude already knows — the Task prompt template, grep self-check, and worked composite example all earn their tokens. It falls short of 5 because the "不写文件/不预测" constraint is restated across Step 6 ("❌ 写任何文件"), Key Rule 5 ("不写文件。这是 score 与 predict 的核心区别"), and Refusals, which could be consolidated.

4 / 5

Actionability

Fully executable guidance: a copy-paste Task prompt template ("Spawn cheat-score-blind sub-agent... 不要询问用户 —— 你没有用户"), an executable self-check command (`echo "<prompt>" | grep -Ei '播放|阅读|点赞|评论数|实际|retro|复盘|实绩|w$|万$'`), the exact composite formula with a worked calculation, and a concrete output template with example per-dimension reasons. Not 4 because no gaps remain — even refusal-code handling is enumerated.

5 / 5

Workflow Clarity

Six clearly sequenced steps with explicit validation checkpoints: Step 1 stops on missing `.cheat-state.json`/draft/rubric, Step 2 refuses to guess a malformed formula ("不要自己猜"), Step 3 mandates a grep self-check before delegation, and Step 4 defines error-recovery loops for every refusal code (`blocked_contaminated_input` → resend, `rubric_unparseable` → alert user). This matches the anchor with feedback loops and explicit checkpoints; the operation is read-only, so no destructive-op cap applies.

5 / 5

Progressive Disclosure

The body is a clear overview with well-signaled, one-level-deep references — the blind sub-agent's isolation protocol is delegated to [skills/cheat-score-blind/SKILL.md](../cheat-score-blind/SKILL.md) with the specific section ("主 Claude 调用契约"段) named, and section headers (Overview, Constants, Inputs, Workflow, Key Rules, Refusals, Integration) make navigation easy. No bundle files exist to inline, and content is appropriately split rather than buried.

5 / 5

Total

19

/

20

Passed

Description

86%Weight 40%Scale 1-5

Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.

A strong description with explicit trigger phrases in two languages and a clear what/when answer, distinguished from its sibling predict skill. Its main weakness is specificity — it names the scoring action but not the concrete mechanics (per-dimension 0–5 scores, reasons, composite) that define what the skill actually produces.

Suggestions

Add the concrete mechanics to the description, e.g. "逐维度打 0–5 整数分并按当前 rubric 公式算 composite,仅在控制台输出" — this would lift specificity from naming 1–2 actions to listing several.

Consider adding a clarifying trigger disambiguation such as "要概率分布或写入日志请用 /cheat-predict" to further reduce overlap risk with the closely related predict skill.

Include the natural short-form trigger "打分" (currently only "打分这篇 [path]" and "给这稿子打分") to catch the most common user phrasing.

DimensionReasoningScore

Specificity

Phrases like "给单篇稿子打 rubric 分" and "只在控制台输出,不写文件,不预测" name the domain and 1–2 concrete behaviors, but the description omits what the body actually does: per-dimension 0–5 integer scoring with reasons, composite calculation, and bucket placement. Not 4 because it does not list several specific actions — the constraints stated are scope limits rather than capabilities.

3 / 5

Completeness

Both questions are answered explicitly: what ("给单篇稿子打 rubric 分。只在控制台输出,不写文件,不预测") and when ("触发词:'打分这篇 [path]'/'score this [path]'/…"), plus the relationship to the sibling skill ("是 cheat-predict 之前的轻量探索动作"). Not 4 because the 'when' is already maximally explicit with concrete trigger phrases, not merely implied.

5 / 5

Trigger Term Quality

Four natural trigger phrases in both languages are quoted verbatim — "打分这篇 [path]", "score this [path]", "给这稿子打分", "先打分看看" — covering synonyms a user would actually say. This matches the comprehensive-synonyms anchor; not 4 because no common variation is missing.

5 / 5

Distinctiveness Conflict Risk

The niche is mostly distinct: the "不预测" boundary and "cheat-predict 之前的轻量探索" positioning separate it from the closely related cheat-predict skill. Not 5 because a user asking to "打分" while actually wanting a full prediction is a plausible overlap with cheat-predict, and "先打分看看" is generic enough to collide with other scoring skills in the suite; not 3 because the explicit predict/score split keeps conflict risk minor.

4 / 5

Total

17

/

20

Passed

Validation

81%

Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.

Validation — 13 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

allowed_tools_field

'allowed-tools' contains unusual tool name(s)

Warning

frontmatter_unknown_keys

Unknown frontmatter key(s) found; consider removing or moving to metadata

Warning

relative_links

Relative link issues: 3 suspicious

Warning

Total

13

/

16

Passed

Repository

XBuilderLAB/cheat-on-content

Path

skills/cheat-score/SKILL.md

Reviewed

Table of Contents

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