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Capture semantic-layer and knowledge updates from a live database schema snapshot.
Passed 12 of 18 test cases with the skill, and 7 of 18 without it.
and 5 more in the full report
8 fixed7 passed either way6 still failing1 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 8 test cases the skill fixed. Same model, same prompt, with and without the skill.
You are starting an ingest task for `raw-sources/conn-9/live-database/sync-10/`. What is the first file that must be inspected in the work unit directory?
| Checked | Without skill | With skill |
|---|---|---|
| Reads the raw table JSON file first before reading connection or foreign key metadata. | Missed | Passed |
The instructions your model reads when the skill loads.
Use this skill when the ingest work unit contains raw files under
raw-sources/<connectionId>/live-database/<syncId>/.
connection.json to understand the snapshot metadata.foreign-keys.json when the table has a foreign key or when joins are
needed for the semantic-layer source.sl_write_source.table field.descriptions.db on tables and columns.sl_validate for the table source before the work unit completes.Sample values come from the scan record; do not invent values not present in relationship-profile.json.
Before writing a wiki page or SL source on any topic:
discover_data({query: "<topic>"}) - see what wikis, SL sources, and raw
tables already exist. Prefer updating existing pages over creating new ones.Before emitting any schema.table or schema.table.column into a wiki body,
SL source, tables: frontmatter, sl_refs, or emit_unmapped_fallback:
entity_details({connectionId, targets: [{display: "<identifier>"}]}) -
confirm the identifier resolves; inspect native types, FK/PK, and
sampleValues.entity_details sampleValues for the relevant
column. If sampleValues is short or the sample may have missed real values,
run a sql_execution probe with the same warehouse connection id:test cases passed, vs 7 / 18 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.