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signals-scout-revenue-analytics

Signals scout for PostHog revenue analytics. Watches for upstream failures (Stripe sync stalls, capture regressions), config drift, and goal-miss escalations, and files each validated finding as a report in the inbox.

67

Quality

81%

Does it follow best practices?

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SecuritybySnyk

Passed

No findings from the security scan

SKILL.md
Quality
Evals
Security

Quality

Content

88%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 highly actionable and well-sequenced with strong validation feedback loops, and it is token-efficient by sticking to domain specifics Claude would not already know. The main gap is the absence of any reference bundle, leaving a long single-file skill where a few split-out references would aid navigation.

Suggestions

Extract the Explore pattern catalog into a references file (e.g. PATTERNS.md) and link to it from the body, keeping the SKILL.md overview concise.

Move the MCP tools inventory into a separate TOOLS.md reference to reduce inline length while keeping the one-level-deep navigation explicit.

DimensionReasoningScore

Conciseness

Almost every token earns its place — the skill teaches domain specifics Claude would not know (managed views, key-prefix conventions, scout tool family, business-impact framing) with minimal generic padding, though a few passages could still be tightened.

4 / 5

Actionability

Fully executable guidance throughout — concrete tool calls, copy-paste SQL with named views, specific numeric thresholds (≥0.85 confidence, <30% baseline, ~20% recurring rows), and explicit key-prefix conventions covering the common cases.

5 / 5

Workflow Clarity

Clear sequenced run (Get oriented → Explore → Decide → Close out) with explicit validation checkpoints (14-day inflection check, disqualifiers section, matched-report status guardrail, 'When to stop' criteria) and feedback loops (edit/author/remember/skip).

5 / 5

Progressive Disclosure

Well-organized into clear sections, but everything is inlined into a single ~200-line SKILL.md with no bundle files; some content (the long Explore pattern catalog and MCP tools list) could be split into referenced files for one-level-deep navigation.

4 / 5

Total

18

/

20

Passed

Description

75%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 specific and well-differentiated, naming concrete watchdog actions and a clear niche. Its main weakness is the absence of an explicit 'Use when...' trigger clause, which leaves the activation conditions only implied.

Suggestions

Append an explicit 'Use when ...' clause naming natural user phrases (e.g. 'Use when the user asks about revenue analytics, Stripe sync issues, or stale MRR/revenue dashboards').

Add synonyms and file/extension-style cues users naturally say ('MRR', 'ARR', 'revenue dashboard', 'finance numbers') to broaden trigger term coverage.

DimensionReasoningScore

Specificity

Lists multiple concrete actions — 'Watches for upstream failures (Stripe sync stalls, capture regressions), config drift, and goal-miss escalations' and 'files each validated finding as a report' — with comprehensive coverage of the scout's scope.

5 / 5

Completeness

The 'what' is clear, but there is no explicit 'Use when...' trigger clause — the 'when' is only weakly implied, which caps completeness at 3 per the judging guidelines.

3 / 5

Trigger Term Quality

Includes natural domain terms ('PostHog revenue analytics', 'Stripe sync stalls', 'capture regressions', 'config drift', 'goal-miss escalations'), but omits common synonyms a user might say such as 'MRR', 'revenue dashboard', or 'finance numbers'.

4 / 5

Distinctiveness Conflict Risk

Carves a clear niche — a PostHog revenue analytics scout — with distinct, domain-specific triggers and minimal overlap risk with other skills.

5 / 5

Total

17

/

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

metadata_version

'metadata.version' is missing

Warning

frontmatter_unknown_keys

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

Warning

Total

14

/

16

Passed

Repository
PostHog/posthog
Reviewed

Table of Contents

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