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launch-feedback-synthesizer

Use when the user asks to "triage launch feedback", "cluster reviews, comments, and board posts into themes", or "set up a you asked, we shipped loop"; produces a feedback theme digest (frequency, severity, representative quotes per theme), an open→planned→started→completed/declined status loop with duplicate-merge and notification rules, shipped-change announcement material, and a compliant social-proof harvest protocol (never incentivized store reviews). Not for repurposing or amplifying the harvested proof — use content-amplifier; not for executing testimonial outreach threads — use outreach-manager. 反馈分诊/状态环/社证收割/评测合规

72

Quality

92%

Does it follow best practices?

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SecuritybySnyk

Low

Low-risk findings worth noting

SKILL.md
Quality
Evals
Security

Quality

Content

85%Weight 40%Scale 1-3

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

A well-structured, highly actionable instruction skill with a clear sequenced workflow and explicit completion criteria. Its main weakness is token efficiency: the scope-guard and handoff statements are repeated across multiple sections rather than stated once.

Suggestions

Consolidate the handoff/scope-guard statements: state the content-amplifier, outreach-manager, and launch-registry boundaries once in the Scope guard section and reference them from later sections instead of restating them verbatim in Instructions steps 5–6, Reference Materials, and Next Best Skill.

The Reference Materials and Next Best Skill sections overlap heavily (content-amplifier and outreach-manager appear in both); merge or cross-reference to cut redundant tokens.

Verify the referenced bundle paths (scripts/connectors/hn.py, appstore.py, gdelt.py; references/ramp-benchmark.md) actually ship alongside SKILL.md, since none are present in this review fixture.

DimensionReasoningScore

Conciseness

The body is information-dense and assumes Claude's competence (no concept explanations), but the handoff/scope-guard language for content-amplifier, outreach-manager, and launch-registry is restated nearly verbatim across Scope guard, Instructions steps 5–6, Reference Materials, and Next Best Skill, which could be consolidated. It is mostly efficient but has redundant padding, matching anchor 2 rather than the 'every token earns its place' anchor 3.

2 / 3

Actionability

Despite being an instruction/spec skill with no code, the guidance is concrete and copy-ready: 'Duplicates are merged with votes transferred, never closed', 'all subscribers of the item minus the actor', 'never incentivized', 'one single follow-up, no more'. The scoring note explicitly does not penalize absence of code in instruction-only skills when guidance is this actionable.

3 / 3

Workflow Clarity

An explicit 8-step numbered sequence (confirm launch → pull exports → cluster → spec loop → build shipped loop → spec harvest → route roadmap → metrics/snapshot) is paired with a 'Done when' completion checklist and SECURITY.md untrusted-input validation. This is a spec-delivery skill, not a destructive operation, so the destructive/batch feedback-loop cap does not apply; the Done-when checklist supplies the validation checkpoint anchor 3 requires.

3 / 3

Progressive Disclosure

The SKILL.md is a concise overview with clearly signaled, one-level-deep references (ramp-benchmark.md, skill-contract.md, CONNECTORS.md, SECURITY.md, and sibling SKILL.md files) and well-organized sections; no inline wall of reference material and no nested 2+ level reference chains. No bundle directories are present in this fixture to verify the connector scripts, but the disclosure structure itself matches the anchor 3 overview-plus-one-level-deep pattern.

3 / 3

Total

11

/

12

Passed

Description

100%Weight 40%Scale 1-3

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

An exemplary description: it pairs natural-language 'Use when' triggers with a precise enumeration of outputs and explicit negative-scope handoffs to neighboring skills. All four dimensions land at the top anchor.

DimensionReasoningScore

Specificity

Lists multiple specific concrete actions — 'feedback theme digest (frequency, severity, representative quotes per theme)', 'open→planned→started→completed/declined status loop with duplicate-merge and notification rules', 'shipped-change announcement material', and 'social-proof harvest protocol (never incentivized store reviews)' — matching the 'lists multiple specific concrete actions' anchor 3. Voice is third person ('produces'), so no specificity penalty applies.

3 / 3

Completeness

Opens with an explicit 'Use when the user asks to…' trigger clause (the when) and follows with the concrete outputs it produces (the what), clearly answering both per the anchor 3 example. Not capped at 2 because the 'Use when' trigger guidance is explicit.

3 / 3

Trigger Term Quality

Quotes natural phrases a user would actually say — 'triage launch feedback', 'cluster reviews, comments, and board posts into themes', 'set up a you asked, we shipped loop' — giving good coverage of natural terms rather than technical jargon, matching anchor 3.

3 / 3

Distinctiveness Conflict Risk

Occupies a clear niche (launch-window feedback triage) and explicitly disambiguates with 'Not for repurposing or amplifying the harvested proof — use content-amplifier; not for executing testimonial outreach threads — use outreach-manager', making it unlikely to trigger for the wrong skill, matching anchor 3.

3 / 3

Total

12

/

12

Passed

Validation

75%

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

Validation12 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

metadata_field

'metadata' should map string keys to string values

Warning

frontmatter_unknown_keys

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

Warning

relative_links

Relative link issues: 27 suspicious

Warning

referenced_paths_exist

Referenced path issues: 3 missing, 3 deeper-than-1-level

Warning

Total

12

/

16

Passed

Repository
aaron-he-zhu/aaron-marketing-skills
Reviewed

Table of Contents

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