lo-opportunity-radar

What problem does it solve?

It helps Loyal Opposition review work move beyond defect-finding by also detecting recurring manual patterns, token-cost smells, and candidates for deterministic services or automation that the project should own.

Core Features & Use Cases

• Defect pass first: checks for correctness issues without trading away quality for efficiency.
• Token-savings pass: flags unnecessary cost drivers such as repeated large reads, oversized payloads, noisy summaries, and overly broad searches.
• Deterministic-service pass: identifies stable-input/ordered-output work that should be implemented as a deterministic service or workflow.
• Surface-eligibility & routing: recommends the right operational surface (hook/benchmark/doctor check/gt CLI/script/skill guidance) and directs material findings to the advisory backlog via the router for idempotent promotion.

Quick Start

Invoke lo-opportunity-radar during your Loyal Opposition review of the current artifact to produce compact, material advisory cues and route eligible improvements downstream.