rag-runs-and-operations

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Use this skill when explaining how RAG runs are monitored, how users read progress, and how to reason about ingestion problems.

undercoveragents By undercoveragents schedule Updated 5/16/2026

name: rag-runs-and-operations description: Use this skill when explaining how RAG runs are monitored, how users read progress, and how to reason about ingestion problems.

RAG Runs and Operations

Use this skill for questions about what happened after a RAG flow was executed.

What a run represents

  • A RAG run shows one end-to-end ingestion pass through the configured stages.
  • Run history helps users understand whether content was ingested successfully, partially, or not at all.
  • Step-level progress is important because a flow can fail or slow down in one stage while the rest of the configuration still looks valid.

How to troubleshoot

  • Start with the run status and stage progress before changing the configuration.
  • Ask whether the problem is source access, processing, storage, or expectation mismatch.
  • Use recent run evidence to explain stale retrieval results rather than assuming the issue is in the consuming agent.

Practical guidance

  • If knowledge seems outdated, confirm whether the RAG flow has been run recently.
  • If a run fails partway through, describe the failing stage before suggesting broader redesign.
  • Treat RAG operations as data pipeline work that needs observable run history.
Install via CLI
npx skills add https://github.com/undercoveragents/undercoveragents --skill rag-runs-and-operations
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