promptanalysis

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Validate and minimize prompts — provenance, targeting, staleness, redundancy, ablation testing, perplexity scoring. USE WHEN audit rules, check provenance, minimize prompts, prompt cleanup, validate targeting, find redundant rules, prompt audit, prompt analysis, stale rules.

N4M3Z By N4M3Z schedule Updated 5/13/2026

name: PromptAnalysis version: 0.1.0 description: "Validate and minimize prompts — provenance, targeting, staleness, redundancy, ablation testing, perplexity scoring. USE WHEN audit rules, check provenance, minimize prompts, prompt cleanup, validate targeting, find redundant rules, prompt audit, prompt analysis, stale rules."

PromptAnalysis

Analyze rules, skills, and agents for minimum viable prompt compliance (MVPR-0001). Each concern is a subskill with its own detection patterns and output format.

Subskill Routing

Keyword Subskill What it does
"scan", "audit", "check", "all" Scan Run all subskills on a module
"provenance", "sources", "refs" @Provenance.md Check external source citations
"target", "targeting", "provider" @Targeting.md Check model/provider targeting correctness
"stale", "staleness", "deprecated" @Staleness.md Check for outdated references
"cleanup", "minimize", "fix" Cleanup Scan + auto-fix with confirmation
single file path Single Full analysis of one file with all subskills

External Tool Subskills

Keyword Subskill Requires
"deep", "test", "ablation" @PromptFoo.md npm install -g promptfoo + API keys
"compress", "perplexity" @LLMLingua.md pip install llmlingua
"benchmark", "capability" @ArtificialAnalysis.md API key from artificialanalysis.ai

Scan Mode

Run all static subskills (Provenance + Targeting + Staleness) on every rule in a module:

/PromptAnalysis scan Modules/forge-core/rules

Scan collects results from each subskill and presents a unified report grouped by status. No API calls, no model queries — purely static.

Single File Mode

All subskills on one file:

/PromptAnalysis Modules/forge-core/rules/NoHeredoc.md

Shows full content with inline annotations, current targeting, qualifier variants, and a recommendation.

Cleanup Mode

Scan + apply safe structural fixes with confirmation:

/PromptAnalysis cleanup Modules/forge-core/rules

For each fixable issue, present via AskUserQuestion. Only structural fixes (add targets, move to qualifier dir). Never delete rules or change content.

Output Format

Follow @Output.md for the ASCII dashboard layout, card types, optional gauges, and batch decision flow.

Sources

Install via CLI
npx skills add https://github.com/N4M3Z/forge-core --skill promptanalysis
Repository Details
star Stars 4
call_split Forks 2
navigation Branch main
article Path SKILL.md
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