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assessing-heatmaps

Assesses what a page's heatmap is telling you and recommends concrete changes. Pulls click / rageclick / scroll-depth data for a URL, names the hot elements by cross-referencing autocapture events on the same page, and can create a saved heatmap the user opens in PostHog, then summarizes the behavior and proposes improvements. TRIGGER when: user asks what a heatmap shows, why people aren't clicking something, where users rage-click, how far they scroll, what to change on a page based on heatmap/click data, or to 'analyze/assess/review the heatmap' for a URL. DO NOT TRIGGER when: the user only wants to create a saved heatmap screenshot with no analysis (use heatmaps-saved-create directly), or is asking about session replay in general (use investigating-replay).

77

Quality

96%

Does it follow best practices?

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SecuritybySnyk

Passed

No findings from the security scan

SKILL.md
Quality
Evals
Security

Quality

Content

92%

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

The body is lean, highly actionable, and clearly sequenced with validation feedback loops. The only weak spot is progressive disclosure: a longer self-contained skill with dense API/SQL detail that could be factored into a reference file.

Suggestions

Move the autocapture SQL query (Step 3) and possibly the 'Reading the signals' table into a references/ file (e.g. references/signals.md), keeping a one-line pointer in SKILL.md so the overview stays lean and earns a one-level-deep progressive-disclosure structure.

If the querying-posthog-data/models-heatmaps and exploring-autocapture-events pointers are the intended deep references, make them explicit file links (e.g. [references/autocapture-query.sql]) rather than relying on external skill names, so the bundle structure is self-contained and navigable.

DimensionReasoningScore

Conciseness

The body is dense with domain-specific facts Claude would not know (16x coordinate scaling, unique_visitors vs total_count, fold semantics, async saved-heatmap rendering) and avoids explaining basics like what a heatmap or SQL is; length is substantive instruction rather than padding.

3 / 3

Actionability

Provides an executable autocapture SQL query and concrete tool-call sequences (heatmaps-list with type/aggregation/limit/offset/has_more, heatmaps-saved-create then poll heatmaps-saved-get on short_id/status), matching the copy-paste-ready anchor.

3 / 3

Workflow Clarity

A clear six-step sequence (Step 1 through Step 6) with explicit validation checkpoints — confirm URL if ambiguous, check has_more, check opt-in/URL when results are empty, poll until status is completed — matching the explicit-validation anchor.

3 / 3

Progressive Disclosure

No bundle files exist and the content is self-contained with well-organized sections, but at ~144 lines it exceeds the simple-skill threshold and keeps dense detail (the SQL query, the signals table) inline rather than splitting it into one-level-deep reference files, matching the some-structure-but-inline anchor.

2 / 3

Total

11

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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.

The description is specific, trigger-rich, complete, and well-distinguished from sibling skills. It uses third-person voice and gives explicit positive and negative triggers. No changes needed.

DimensionReasoningScore

Specificity

Lists multiple concrete actions — 'Pulls click / rageclick / scroll-depth data', 'names the hot elements by cross-referencing autocapture events', 'create a saved heatmap', 'summarizes the behavior and proposes improvements' — matching the multiple-specific-actions anchor.

3 / 3

Completeness

Explicitly answers both what (assesses/pulls/names/creates/summarizes/proposes) and when (explicit 'TRIGGER when' and 'DO NOT TRIGGER when' clauses), matching the both-what-and-when anchor.

3 / 3

Trigger Term Quality

Strong coverage of natural phrasings a user would say ('what a heatmap shows', 'why people aren't clicking something', 'where users rage-click', 'how far they scroll', 'analyze/assess/review the heatmap'), matching the good-coverage anchor.

3 / 3

Distinctiveness Conflict Risk

Clear heatmap-in-PostHog niche with distinct triggers plus explicit DO-NOT-TRIGGER routing to sibling skills (heatmaps-saved-create, investigating-replay), making conflict unlikely.

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.

Validation16 / 16 Passed

Validation for skill structure

No warnings or errors.

Repository
PostHog/posthog
Reviewed

Table of Contents

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