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churn-prevention

Reduce voluntary and involuntary churn through cancel flow design, save offers, exit surveys, and dunning sequences. Use when designing or optimizing a cancel flow, building save offers, setting up dunning emails, or reducing failed-payment churn. Trigger keywords: cancel flow, churn reduction, save offers, dunning, exit survey, payment recovery, win-back, involuntary churn, failed payments, cancel page. NOT for customer health scoring or expansion revenue — use customer-success-manager for that.

69

Quality

85%

Does it follow best practices?

Run evals on this skill

Adds up to 20 points to the overall score

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SecuritybySnyk

Passed

No findings from the security scan

The canonical home for this skill is churn-prevention in alirezarezvani/claude-skills

SKILL.md
Quality
Evals
Security

Quality

Content

71%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.

The body is well-organized and highly actionable with concrete schedules, tables, and benchmarks, but it leans on motivational prose and, more seriously, points to bundle files (two references and a script) that do not exist. Fixing the dangling references is the highest-leverage improvement.

Suggestions

Create the referenced bundle files (references/cancel-flow-playbook.md, references/dunning-guide.md, scripts/churn_impact_calculator.py) or remove the links — dangling references break progressive disclosure.

Trim motivational framing ("Churn is a revenue leak you can plug. That compounds.", the role preamble) to assume Claude's competence and earn the top conciseness anchor.

Add an explicit verification checkpoint after the calculator run (e.g., sanity-check the recovered-MRR figure against current MRR) to close the workflow_clarity feedback loop.

DimensionReasoningScore

Conciseness

Mostly efficient with dense tables and concrete schedules, but motivational framing ("Churn is a revenue leak you can plug... That compounds", "A cancel flow is not a dark pattern — it's a structured conversation") and the role preamble add tokens Claude doesn't need.

4 / 5

Actionability

Strong executable guidance — numbered retry schedule (3/5/7 days), a day-by-day dunning table, reason→offer mapping tables, metric formulas with benchmarks, and red-flag thresholds — but the referenced `python3 scripts/churn_impact_calculator.py` has no corresponding script in the bundle.

4 / 5

Workflow Clarity

The 5-stage cancel flow and dunning sequence are clearly sequenced with metrics/red-flags acting as checkpoints, but there is no explicit validate→fix→retry loop and the calculator invocation has no stated verification of its output.

4 / 5

Progressive Disclosure

Section structure is clean and references are clearly signaled one level deep, but `references/cancel-flow-playbook.md`, `references/dunning-guide.md`, and `scripts/churn_impact_calculator.py` are referenced yet absent — navigation leads nowhere, and supplementary detail that belongs in those files is inlined in SKILL.md.

3 / 5

Total

15

/

20

Passed

Description

100%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.

The description is exemplary: third-person voice, concrete capabilities, an explicit trigger-keyword list, and a clear what/when pair backed by a negative-scope boundary. It hits the top anchor on every dimension.

DimensionReasoningScore

Specificity

Lists multiple concrete actions — "cancel flow design, save offers, exit surveys, and dunning sequences" — covering the domain comprehensively rather than gesturing at it.

5 / 5

Completeness

Clearly answers both what ("Reduce voluntary and involuntary churn through...") and when ("Use when designing or optimizing a cancel flow, building save offers, setting up dunning emails, or reducing failed-payment churn") with concrete trigger phrases.

5 / 5

Trigger Term Quality

An explicit "Trigger keywords:" block gives comprehensive natural terms with synonyms ("cancel flow, churn reduction, save offers, dunning, exit survey, payment recovery, win-back, involuntary churn, failed payments, cancel page").

5 / 5

Distinctiveness Conflict Risk

A clear niche with distinct triggers plus an explicit negative boundary ("NOT for customer health scoring or expansion revenue — use customer-success-manager for that") minimizes conflict risk.

5 / 5

Total

20

/

20

Passed

Validation

87%

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

Validation14 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

relative_links

Relative link issues: 2 missing

Warning

referenced_paths_exist

Referenced path issues: 5 missing

Warning

Total

14

/

16

Passed

Repository
alirezarezvani/claude-skills
Reviewed

Table of Contents

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