CONTENT CREATION
Flag stale-looking screenshots in docs with a vision model
Scans knowledge-base article screenshots with a Hugging Face vision model to spot outdated UI elements (old logos, deprecated buttons.
How it runs
The automated pipeline, trigger to output.
- TriggerWeekly schedule starts the staleness scan
- ActionCollect article screenshots from ReadMeReadMe
- ActionClassify each image for outdated UI via vision modelHugging Face
- LogicKeep only images above the staleness threshold
- ActionCreate a Linear regeneration ticket per flagLinear
- OutputPost regeneration-ticket digest to SlackSlack
What it does
Reads the screenshots embedded across your knowledge base and runs each through a Hugging Face vision-language model prompted to detect signs of an outdated interface: deprecated branding, removed buttons, legacy color themes, or old navigation. Anything flagged becomes a tracked regeneration task.
When to use it
Use it when you can't easily map docs to live URLs for a pixel diff, but you can still recognize stale UI by eye. The model does the eyeballing at scale across hundreds of images.
How it works
- 1A weekly schedule starts the scan.
- 2The ReadMe action collects all article screenshots with their source page context.
- 3Each image is sent to a Hugging Face vision model with a staleness rubric.
- 4A logic step keeps only images scored above the staleness confidence threshold.
- 5For each flagged image, a Linear issue is created describing what looks outdated and which article it lives in.
- 6A digest of all new regeneration tickets posts to Slack.
Set it up
What you configure once, before turning it on.
- 1Connect ReadMeAPI docs, changelog, auth.
- 2Connect Hugging FaceModels, datasets, spaces — the open-source hub.
- 3Connect LinearIssues, projects, cycles, triage.
- 4Connect SlackChannels, DMs, threads, mentions.
- 5Set each agent's modelWe leave models unset so you pick the tier — fast + cheap, or top-quality.
- 6Tune it to your dataEdit the prompts, filters, and field mappings so it matches how your team works.
- 7Test, then turn it onRun once against a sample, confirm the output, then enable the trigger.
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