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Normalize mixed-source records into canonical field shapes before validation, indexing, and downstream processing.
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Based on SOC occupation classification
Operate the current Skuare CLI end to end in the current workspace. Use when the task is to initialize `skr`/`skuare`, manage remote sources, inspect or install Skills/AGENTS.md, remove local installs, publish or migrate registries, or update local skill dependency files.
Coordinate ingestion, reporting, and alert routing into a full observability workflow with end-to-end traceability.
Route ingestion anomalies to downstream channels with severity policies, schedule windows, and deduplication controls.
Diagnose API integration failures by tracing request/response details, auth, and environment differences.
Fetch upstream API payloads, normalize records, validate schema, and output ingestion-ready batches.
Provide reusable HTTP request execution patterns including retries, timeout boundaries, and response sanity checks.
| name | data-normalizer |
| metadata | {"version":"0.0.1","author":"ShuangShu"} |
| description | Normalize mixed-source records into canonical field shapes before validation, indexing, and downstream processing. |
Use this skill to map heterogeneous payloads into a canonical schema and normalized value space.
