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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 workflow branching (broad audit vs. cleanup planning vs. targeted investigation) is particularly effective, and the tool usage guidance is specific and concrete. The main weakness is minor verbosity—the opening paragraph and some of the Important Context section could be tightened without losing clarity.

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 Claude doesn't need (e.g., explaining what 'launched' means in the Important Context section is borderline—useful domain knowledge but somewhat verbose). The workflow steps are well-structured but could be tightened in places.

2 / 3

Actionability

The skill provides concrete, specific guidance on which MCP tools to use, with exact parameter names (projectKey, inactiveDays, includeOnly), specific filter values (state types, staleness categories like never_requested/inactive_30d/launched_no_changes), and clear decision trees for different user goals. While there's no executable code, this is an instruction-only skill where the actionability comes from precise tool usage guidance.

3 / 3

Workflow Clarity

The 6-step workflow is clearly sequenced with adaptive branching based on user goals. It includes validation checkpoints (Step 5's removal readiness with safe/caution/blocked verdicts), explicit decision points (Step 4's categorization), and clear handoffs to other skills for action. The workflow handles the discovery-only scope well with appropriate guardrails.

3 / 3

Progressive Disclosure

The skill provides 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) appropriately. Content is well-split between the main workflow and detailed reference materials, though bundle files weren't provided to verify the references exist.

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 third person voice correctly, includes a well-crafted 'Use when...' clause with natural trigger terms, and occupies a distinct niche around LaunchDarkly feature flag auditing. It closely matches the good examples in the rubric.

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 listing 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 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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