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    Audit what your CLAUDE.md actually costs: token weight per file/import/skill, duplicate directives, and a trim list. Offline, report-only, zero deps.

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    Measure RAG retrieval quality across chunking configs (size x overlap x splitter): hit-rate@k and MRR per config, so you pick with data not vibes. Hand-rolled BM25, stdlib only, offline.

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    The automation reliability layer, shown not claimed: an n8n workflow with a visible retry/idempotency/dead-letter branch, a runbook, a monitoring pattern, and a $0 offline simulator that proves it.

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