lo-opportunity-radar

Identify token-cost waste and deterministic-service opportunities in Loyal Opposition reviews.

2|1|Updated Mar 30, 2026
One-click install
npx skills add https://github.com/Remaker-Digital/groundtruth-kb --skill lo-opportunity-radar
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: lo-opportunity-radar
Source: https://github.com/Remaker-Digital/groundtruth-kb/tree/main/.claude/skills/lo-opportunity-radar
Command: npx skills add https://github.com/Remaker-Digital/groundtruth-kb --skill lo-opportunity-radar

SYSTEM DOCUMENTATION & REQUIREMENTS

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.

Frequently Asked Questions about lo-opportunity-radar

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I detect token waste during code review?

To detect token waste during code review, run a structured token-savings pass that flags unnecessary cost drivers like repeated large reads, oversized payloads, noisy summaries, and overly broad searches, yielding compact, actionable findings for reducing operational costs.

What is a deterministic service opportunity in automation workflows?

A deterministic service opportunity in automation workflows is stable-input, ordered-output work that should be implemented as a deterministic service rather than handled manually, ensuring repeatable processes are routed for automated execution.

How do I route advisory findings to a backlog idempotently?

You route advisory findings to a backlog idempotently by applying surface-eligibility and routing passes to direct material improvements via the router, ensuring downstream advisory routing promotes them into work items without duplication.

Does advisory routing work with implementation proposals and post-implementation verification?

Yes, advisory routing works with implementation proposals and post-implementation verification by applying structured passes during proposal review, advisory authoring, bridge verdicts, and session wrap-up to review artifacts for defects and inefficiencies.

What is the best way to identify candidates for deterministic services during artifact review?

The best way to identify candidates for deterministic services during artifact review is to perform a dedicated deterministic-service pass that checks for stable-input/ordered-output work and recommends the right operational surface like hooks, benchmark checks, or scripts for automation.

When should I not trade away code quality for token savings?

You should not trade away code quality for token savings when a defect pass identifies correctness issues, ensuring you always check for correctness without trading away quality for efficiency before optimizing token costs.