Metrics To Watch
Maintenance signals for evaluating whether the Atlas is becoming more useful to humans and agents.
Opportunity Hooks
Metrics To Watch
Why This Page Exists
The Atlas should become more useful as the observatory grows. Maintenance metrics help agents notice where the corpus is strong, where coverage is thin, and where claims are accumulating caveats.
Signals
- Collection coverage: canonical BERDL databases with
data_collectionpages. - Cross-collection reuse: projects that combine two or more collections.
- Under-explored collections: discovered databases with no parsed project references.
- Dark-matter metadata: collections with weak curation, missing schemas, or discovery caveats.
- Caveat load: low-confidence pages that need review before supporting major claims.
- Evidence coverage: claims, directions, hypotheses, derived products, and opportunities with evidence metadata.
- Topic drill-down depth: topic pages with enough structure and links to support progressive disclosure.
- Derived product reuse: promoted derived products with at least one declared downstream project.
- Unresolved tensions: conflict pages still requiring resolving analysis or experiments.
- Opportunity coverage: concrete next analyses connected to Atlas evidence, reusable products, or tensions.
- Blocked opportunities: opportunities that cannot proceed until missing data, review, or validation work is available.
- Topic visual coverage: topic pages with enough metadata to render generated overview maps.
How Agents Should Use This
Agents should run python -m app.atlas_inventory .. --format markdown before proposing updates. The Atlas inventory report should guide whether the next edit should add a collection page, improve a data-type lens, record a missing join, promote a reusable derived product, document a tension that needs resolving work, or add an opportunity that turns existing synthesis into action.
Source Projects
No direct project sources.
Collections
No direct collection links.
Related Atlas Pages
Review Routes
No review routes resolved.