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exploring-replay-vision-observations

Guides agents through pulling a Replay Vision scanner's observations, reading the findings, and acting on them — summarizing patterns across sessions, drilling into individual recordings, and turning real, corroborated issues into PostHog tasks, insights, or an investigating-replay hand-off. TRIGGER when: user wants to pull/read/triage Replay Vision observations, asks "what has my scanner found", wants to act on or summarize scanner findings, turn observations into tasks/work, or points at a /replay-vision/<scanner-id> URL. DO NOT TRIGGER when: creating or sizing a scanner (use creating-replay-vision-scanners), running a one-off scan you don't then analyse, or authoring a signals scout.

80

Quality

100%

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SecuritybySnyk

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SKILL.md
Quality
Evals
Security

Quality

Content

100%

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

A well-structured, token-efficient instruction skill: a clear mental model, a sequenced four-step workflow with explicit validation/corroboration checkpoints, exact MCP tool and parameter names, and a precise status triage table. It stays lean, points only one level deep to sibling skills, and assumes Claude's competence throughout.

DimensionReasoningScore

Conciseness

The body is dense and load-bearing — exact tool names, field semantics, status/error_reason values, and edge cases — without padding on concepts Claude already knows; the one or two restatements of 'corroborate before acting' are minor reinforcement, not wasted tokens.

3 / 3

Actionability

Gives concrete, executable guidance via named MCP tools and parameters throughout (e.g. 'vision-scanners-observations-list' with 'status=succeeded', 'order_by=-result_score', 'vision-quota-retrieve') plus a fully specified status/error_reason triage table, which for an API/MCP skill is the copy-paste-ready form.

3 / 3

Workflow Clarity

A clear 4-step sequence (Anchor → Pull → Read → Act) with explicit checkpoints: 'call vision-scanners-get before reading results', the status triage table to avoid mistaking non-results, 'corroborate before you create work', and a quota check before batch on-demand scans.

3 / 3

Progressive Disclosure

No bundle files exist, so all references are inline sibling-skill handoffs ([[creating-replay-vision-scanners]], [[investigating-replay]], [[inbox-exploration]]) that are clearly signaled and one level deep, with no nested chase; the body is well organized into Mental model, Steps 1–4, and Gotchas.

3 / 3

Total

12

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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.

A strong, third-person description that states concrete capabilities, provides natural trigger phrasings with explicit TRIGGER/DO-NOT-TRIGGER guidance, and disambiguates against adjacent skills. It is concise yet complete, with no vague fluff or over-claims.

DimensionReasoningScore

Specificity

Lists multiple concrete actions — 'pulling... observations', 'reading the findings', 'summarizing patterns across sessions', 'drilling into individual recordings', 'turning... issues into PostHog tasks, insights, or an investigating-replay hand-off' — well beyond naming the domain.

3 / 3

Completeness

Explicitly answers both 'what' (the opening sentence of actions) and 'when' via explicit 'TRIGGER when' / 'DO NOT TRIGGER when' clauses, so the trigger guidance is explicit rather than implied.

3 / 3

Trigger Term Quality

Includes natural phrasings a user would actually say ('what has my scanner found', 'turn observations into tasks/work') plus the URL form '/replay-vision/<scanner-id>', giving strong coverage of common variations.

3 / 3

Distinctiveness Conflict Risk

Occupies a clear niche (reading/acting on Replay Vision observations) and explicitly disambiguates against sibling skills — 'creating or sizing a scanner (use creating-replay-vision-scanners)' and 'authoring a signals scout' — making wrong-skill triggering 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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