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launchdarkly-flag-discovery

Audit your LaunchDarkly feature flags to understand the landscape, find stale or launched flags, and assess removal readiness. Use when the user asks about flag debt, stale flags, cleanup candidates, flag health, or wants to understand their flag inventory.

75

Quality

92%

Does it follow best practices?

Impact

No eval scenarios have been run

SecuritybySnyk

Passed

No known issues

SKILL.md
Quality
Evals
Security

Quality

Content

85%

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

This is a well-structured discovery/audit skill with strong workflow clarity and actionability. The adaptive branching based on user intent (audit vs. cleanup vs. investigation) is particularly effective, and the tool-to-task mappings are precise. Minor verbosity in the opening framing and some workflow descriptions could be tightened, but overall the content is high quality and well-organized.

DimensionReasoningScore

Conciseness

The skill is mostly efficient but includes some unnecessary framing ('You're using a skill that will guide you through...') and explanatory text that could be tightened. The 'Important Context' section adds genuine value, but some bullet points in the workflow steps are slightly verbose for Claude's level of understanding.

2 / 3

Actionability

The skill provides concrete, specific MCP tool names with clear parameters (e.g., `inactiveDays`, `includeOnly`), specific filter values, and exact tool-to-task mappings. The categorization framework in Step 4 and the removal readiness verdicts (safe/caution/blocked) give Claude precise decision criteria to act on.

3 / 3

Workflow Clarity

The six-step workflow is clearly sequenced with adaptive branching based on user goals (broad audit vs. cleanup vs. targeted investigation). Step 5 includes explicit validation via `check-removal-readiness` with clear verdict interpretation, and Step 4 provides a categorization framework that prevents premature action. The skill appropriately gates destructive recommendations behind verification steps.

3 / 3

Progressive Disclosure

The SKILL.md serves as a clear overview with well-signaled one-level-deep references to flag-health-signals.md and removal-readiness-checklist.md. It also cross-references sibling skills (flag cleanup, flag targeting) for actions outside its scope. Content is appropriately split between the overview workflow and detailed reference materials.

3 / 3

Total

11

/

12

Passed

Description

100%

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

This is a strong skill description that clearly communicates its purpose, lists concrete actions, and provides explicit trigger guidance. It uses appropriate third-person voice, includes a well-crafted 'Use when...' clause with multiple natural trigger terms, and occupies a distinct niche around LaunchDarkly feature flag auditing that minimizes conflict risk with other skills.

DimensionReasoningScore

Specificity

Lists multiple specific concrete actions: 'audit feature flags', 'understand the landscape', 'find stale or launched flags', and 'assess removal readiness'. These are clear, actionable capabilities.

3 / 3

Completeness

Clearly answers both 'what' (audit LaunchDarkly feature flags, find stale/launched flags, assess removal readiness) and 'when' (explicit 'Use when...' clause with specific trigger scenarios like flag debt, stale flags, cleanup candidates, flag health, flag inventory).

3 / 3

Trigger Term Quality

Excellent coverage of natural terms users would say: 'flag debt', 'stale flags', 'cleanup candidates', 'flag health', 'flag inventory', 'LaunchDarkly', 'feature flags'. These are terms a user would naturally use when seeking this functionality.

3 / 3

Distinctiveness Conflict Risk

Highly distinctive with a clear niche: LaunchDarkly feature flag auditing. The combination of 'LaunchDarkly', 'feature flags', 'stale flags', and 'removal readiness' creates a very specific domain that is unlikely to conflict with other skills.

3 / 3

Total

12

/

12

Passed

Validation

100%

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

Validation11 / 11 Passed

Validation for skill structure

No warnings or errors.

Repository
launchdarkly/ai-tooling
Reviewed

Table of Contents

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