Managed view over your active cached data. Every tool call that produces results stores them
in an encrypted, time-limited cache with a cache_ref. Ephemerals tools let you see
what's cached, preview it, and understand its shape — without re-running the original tool call.
Agents accumulate cache_ref values across a conversation but have no way to ask
"what data do I have right now?" or "what does this ref actually contain?" Ephemerals
provides that working memory view — agents can list what's cached, inspect the schema
and sample rows before deciding what to do, and track how long until entries expire.
When items expire from the cache, they vanish from the list. This is the feature, not a limitation — ephemerals are working memory, not permanent storage.
Both tools are pure ETS lookups — no LLM, no database, no network call. They read metadata from the same in-memory cache your tool results already live in. No premium credits, no rate limits.
Use cache_ref values from ephemerals.list with
Data + Frame tools for filtering, sorting, and grouping.
Pipe into Prism for charts, exports, or natural language transforms.
Use discovery.summary to see the full tool surface before deciding
what to do with your cached data.
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