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BF conversion-value-mapper

Use when the user asks to "set up conversion values so tROAS optimizes profit not orders", "map margin onto my purchase value", "build value rules for lead / phone / signup conversions", or "stop bidding to revenue when I care about profit"; defines and QAs the conversion VALUE model — per-conversion values, margin/net-value adjustment, static-vs-dynamic value rules, proxy values for non-revenue actions, and a value-vs-count sanity check — as a value-model spec plus a pre-launch value QA sheet. Not for whether the tag fires or UTMs are clean — use conversion-signal-qa; not for cross-platform double-count de-dup — use attribution-reconciler; not for scoring R1/R2 — that is a scored veto in ad-account-auditor. 付费广告转化价值建模/利润出价/价值规则QA

ClawHub Hermes author: Aaron Zhu v19.0.0 MIT-0 3 files body ≈ 2 436 tokens Open the sourceclawhub.ai↗ analyzed 22 h ago

Use when the user asks to "set up conversion values so tROAS optimizes profit not orders", "map margin onto my purchase value", "build value rules for lead /…

As a process F 61/100 · Will not run — References files that are not bundled: ../conversion-signal-qa/SKILL.md, ../ad-account-auditor/SKILL.md, ../../scale/attribution-reconciler/SKILL.md

AnalyzerGoogle AnalyticsWriting and documentsFinancetype and topics are labelled automatically from the skill text
Runs in: OpenClaw Hermes Agent
JSON
Technical rating
B
89/100
safety, quality, tests
Safety 60%
100
Quality 40%
73
Run on models
none yet
Process rating
F
61/100
Will not run
References files that are not bundled: ../conversion-signal-qa/SKILL.md, ../ad-account-auditor/SKILL.md, ../../scale/attribution-reconciler/SKILL.md
Tools and files w 18
0
Progress reporting w 2
0
Result and completion w 14
40
the three weakest of ten parameters · all ten

How to improve

  1. For Hermes the description must be one sentence under 60 characters; move the conditions to a "When to Use" section.
  2. The text references files that are not there: add them or drop the references.
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

  • warning description-long-hermes description is 740 chars; the Hermes authoring standard requires ≤ 60 (one sentence, ending with a period)
  • warning missing-ref reference to a missing file: ../conversion-signal-qa/SKILL.md
  • warning missing-ref reference to a missing file: ../ad-account-auditor/SKILL.md
  • warning missing-ref reference to a missing file: ../../scale/attribution-reconciler/SKILL.md
  • warning missing-ref reference to a missing file: ../../../references/skill-contract.md
  • warning missing-ref reference to a missing file: ../../../CONNECTORS.md
  • warning missing-ref reference to a missing file: ../../../SECURITY.md
  • warning missing-ref reference to a missing file: ../../../references/roas-benchmark.md
  • note frontmatter-key unknown frontmatter key "slug"
  • note frontmatter-key unknown frontmatter key "displayName"
  • note frontmatter-key unknown frontmatter key "summary"
  • note frontmatter-key unknown frontmatter key "homepage"

Process rating: all ten parameters 61/100

Will not run. References files that are not bundled: ../conversion-signal-qa/SKILL.md, ../ad-account-auditor/SKILL.md, ../../scale/attribution-reconciler/SKILL.md
  • 0Tools and files. 7 referenced file(s) missing: ../conversion-signal-qa/SKILL.md, ../ad-account-auditor/SKILL.md, ../../scale/attribution-reconciler/SKILL.md
  • 0Progress reporting. Says nothing while it works
  • 40Result and completion. Does not say what the result is
  • 55Failures and branches. 1 branches
  • 60Consistency. The Hermes dialect needs category and tags
  • 70Inputs and preconditions. Inputs and preconditions are listed
  • 100Steps. 19 steps
  • 100When it triggers. States when to use and when not to
  • 100Execution cost. Instruction body is 2436 tokens
  • 100Running it twice. No mutating operations
  • medium Safety rules and hard prohibitions inside a skill: they belong in the system prompt, here they protect nothing

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

  • +3Output format is not stated: the model decides each time
  • +2Single-language instructions
  • +5Description quotes 4 example trigger phrases
  • +4Description says when NOT to use the skill
  • +3Description length 740: enough signal without eating the budget
  • +4Structure: 9 headings
  • +3Step-by-step instructions: 19 items
  • +4Has examples (3 code blocks)
  • +1License stated

Quality base 70; lint remarks subtract, signals add up to 100. Result: 73.

External checks

ClawHub: clean
This skill is a focused marketing analysis workflow that uses user-provided ad and ecommerce data and only saves results after user approval.
LLM: benign (high) · VirusTotal: · 24 Jul 2026