SKILLEMALL.ai

AC aikey-resonate

AI KEY·戳不戳得中人 ——共鸣诊断技能。不从理论出发,从观众出发:这条内容让观众带走了哪一种收获(原来是这样 / 我就说吧 / 他替我说了),会不会动手(收藏 / 转发 / 评论 / 关注),每个判断都指到原文并标它是证据、推断还是待验证。模式A 诊断自己的草稿;模式B 拆一条别人的爆款反推可借的角度;模式C 判一句「我觉得不对劲」背后是一件事还是一群人的事。与 aikey-review 正交:review 防句废,resonate 防结构散。不负责逐句红线和能不能发(→ aikey-review)、哪一拍会划走(→ aikey-flow)、写标题或开头(→ aikey-title / aikey-hook)。 触发方式:/aikey-resonate、/戳不戳人、/共鸣、/aikey-共鸣、「这稿有没有戳中人」「会不会没人看」「这条为什么能火」「拆一下这个爆款」「受众到底想听什么」「这事值不值得拍一条」「我总觉得哪里不对但说不上来」「这是我一个人的事还是大家的事」 Resonance diagnosis, audience-first: which takeaway the piece delivers, which action impulse it triggers, with every claim tied to a quoted line and labelled evidence / inference / to-verify. Mode A: your draft. Mode B: decode a hit. Mode C: test whether a hunch is one incident or a pattern. Not for: line-level red lines and publish-readiness (aikey-review), drop-off beats (aikey-flow), writing titles or openings (aikey-title / aikey-hook). Trigger: /aikey-resonate, "will this resonate", "why did this blow up", "decode this viral post" —— AI KEY · 不给公式,给判据。每条规则都标了实测代价。

ClawHub Agent Skills author: 詹明明 v0.3.4 MIT-0 8 files body ≈ 1 586 tokens Open the sourceclawhub.ai↗ analyzed 12 d ago

AI KEY·戳不戳得中人 ——共鸣诊断技能。不从理论出发,从观众出发:这条内容让观众带走了哪一种收获(原来是这样 / 我就说吧 / 他替我说了),会不会动手(收藏 / 转发 / 评论 / 关注),每个判断都指到原文并标它是证据、推断还是待验证。模式A 诊断自己的草稿;模式B 拆一条别人的爆款反推可借的角度;模式C…

As a process C 57/100 · Has gaps — weak spots: result and completion, inputs and preconditions, failures and branches

AnalyzerInfrastructureMarketingtype and topics are labelled automatically from the skill text
JSON
Technical rating
A
97/100
safety, quality, tests
Safety 60%
100
Quality 40%
92
Run on models
none yet
Process rating
C
57/100
Has gaps
Result and completion w 14
0
Inputs and preconditions w 11
0
Failures and branches w 10
0
the three weakest of ten parameters · all ten

How to improve

    For the model run — optional
    • Your own cases (evals/evals.json, 4–6 real requests with expected answers): the full check would then run those instead of a model-drafted suite.
    • A spec.yaml with trigger phrases and assertions — a behaviour contract for CI; `skilltest init` writes a template.

    Guard findings · 0

    ✓ No critical or high findings

    Files scanned: 3. Evidence is masked. Grey chips explain why severity was lowered.

    Against the Agent Skills spec

    • note frontmatter-key unknown frontmatter key "slug"
    • note frontmatter-key unknown frontmatter key "displayName"

    Process rating: all ten parameters 57/100

    • 0Result and completion. Does not say what the result is
    • 0Inputs and preconditions. Does not say what the process needs to start
    • 0Failures and branches. Linear process with no failure handling
    • 0Progress reporting. Says nothing while it works
    • 50When it triggers. No condition that starts the skill
    • 100Tools and files. No external tools needed
    • 100Steps. 33 steps
    • 100Consistency. Name and required fields are in place
    • 100Execution cost. Instruction body is 1586 tokens
    • 100Running it twice. No mutating operations

    Everything here is measured from the skill text rather than judged by a model, so the numbers are checkable. A parameter weighs more when it is a more common reason for the process to stall.

    Quality signals

    • +3Description length 1018: 120–800 characters recommended
    • +3Output format is not stated: the model decides each time
    • +1No license
    • +2Single-language instructions
    • +5Description quotes 3 example trigger phrases
    • +4Description says when NOT to use the skill
    • +4Structure: 15 headings
    • +3Step-by-step instructions: 33 items
    • +4Has examples (3 code blocks)
    • +4Reference files are cited in the instructions (1 of 1)

    Quality base 70; lint remarks subtract, signals add up to 100. Result: 92.

    External checks

    ClawHub: clean
    This is a content-analysis skill with mostly instructional Markdown, no executable code, and no evidence of hidden or destructive behavior.
    LLM: benign (high) · VirusTotal: · 10 Oct 2026