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seeing

Detect stale score canvases and refresh their score API snapshots.

Updated Feb 17, 2026
Search Tags:#automation#canvas#refresh#observer#canvases#score-api#mer
One-click install
npx skills add https://github.com/0xHoneyJar/construct-observer --skill seeing
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: seeing
Source: https://github.com/0xHoneyJar/construct-observer/tree/main/skills/seeing
Command: npx skills add https://github.com/0xHoneyJar/construct-observer --skill seeing

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) components.

What problem does it solve?

Keeps engagement analytics current by identifying canvases with stale score snapshots and refreshing their MER data when missing.

Core Features & Use Cases

  • Stale canvas detection: Finds canvases whose score snapshots are older than threshold and triggers a refresh.
  • MER gap detection: Identifies canvases missing MER sections and surfaces MER capture prompts.
  • Operational transparency: Reports status and next steps to maintain up-to-date canvases across the observer.

Quick Start

Identify stale canvases and refresh their score API snapshots to surface any MER gaps.

Frequently Asked Questions about seeing

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I refresh stale score snapshots for engagement canvases?▼

To refresh stale score snapshots, the Skill identifies canvases with outdated score API data and triggers a snapshot update. This process ensures engagement tracking workflows maintain current score data.

What are MER gaps and how do I detect them in dataset canvases?▼

MER gaps are missing MER sections within dataset canvases. The Skill detects MER gaps by running observer scripts that check canvases for completeness and surface prompts to capture the missing MER data.

Do I need access to the score API to automate canvas staleness detection?▼

Yes, you need access to the score API and the observer golden-path scripts. These dependencies are required to enumerate canvases, detect staleness, refresh snapshots, and flag missing MER sections.

What is the best way to keep engagement analytics canvases up to date?▼

The best way to keep engagement analytics canvases up to date is to automate the detection of stale score snapshots and refresh them continuously. This approach also flags missing MER sections to maintain data completeness.

Why does my canvas show missing MER data after a score snapshot refresh?▼

Missing MER data after a score snapshot refresh indicates that the canvas has MER gaps. The automation surfaces MER capture prompts to flag these missing sections so you can resolve the data completeness issue.

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