Routine maintenance of indexed organizations — fetch all sources, regenerate overviews, verify data quality. Use when asked to "update", "refresh", or "maintain" one or more orgs, or when doing periodic sweeps of the registry.
Generate or refresh an org's AI overview from recent releases. Use when asked to "regenerate", "rewrite", or "refresh the overview" for one or more orgs, or as the regen step inside a maintaining-orgs run.
How to find, evaluate, and recommend the best ingestion method for changelog URLs — covers feed discovery, provider detection, GitHub API, markdown sources, and scraping fallback
Backfill a changelog source's full history locally in Claude Code via the backfill-source / backfill-sweep dynamic Workflows — preflight-gated, window-capped, budget-gated extraction written through the idempotent /batch upsert, with no remote extraction inference bill. Use when a source has a lot of history to pull in and running the remote update workflow per window would be too expensive. Local Claude Code only.
Put a challenge-blocked or unreliable scrape source on the external Firecrawl monitoring backend, or triage one that's already on it. Use when a page sits behind a bot challenge our Browser Rendering can't clear, when render keeps returning an empty shell, when enabling/disabling/tuning a monitor, or when a Firecrawl-backed source went quiet or ingested wrong content. Operator skill; requires admin API access and prod-only Firecrawl bindings.
How to create, delete, list, validate, and manage changelog sources — covers ignored/blocked URLs, duplicate detection, and the validation workflow
Group releases that cover the same underlying launch so readers see one story instead of three. Use when manually curating an org's coverage — reconciling a window of recent releases, fixing a bad automatic grouping, or linking coverage the deterministic clusterer can't see. Decide which item is the best entry point for the average reader and mark it canonical. Local Claude Code operator skill; ingest-time grouping is deterministic code, not this skill.
Generate the AI fields on releases — `title_generated`, `title_short`, `summary`, and `composition` — for one release, a window, or a backfill, via Claude Code sub-agents and direct SDK calls. Use when iterating on prompts, running provider/model experiments, or filling in a small-to-medium backfill outside the production ingest path or the Batches API. (Managed agents can spawn sub-agents now too; the dispatch scaffolding for this skill just isn't wired up on that side yet.)