Agent skill · Security

evo-os-review-prompt

Review LLM workflow step prompts for known failure modes (silent ignoring, negation fragility, scope creep, etc). Use when user asks to "review a prompt" or "audit a workflow step".

majiayu000github.com/majiayu000GitHub ↗
claude-codeMIT
Install
npx skills add majiayu000/claude-skill-registry --skill evo-os-review-prompt --agent claude-code

Same command for any agent — swap --agent for codex, cursor, copilot.

Facts
Files in the skill folder: 2
SKILL.md size: 9 KB
Bundled scripts: none
Path: skills/ai-llm/evo-os-review-prompt/SKILL.md
Open the folder on GitHub →
Where it comes from
Stars: 534
Language: HTML

Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.

From the SKILL.md

# Prompt Review Skill: PromptSentinel v1.2 **Version:** v1.2 **Date:** March 2026 **Target Models:** Frontier LLMs (Claude 4.6, GPT-5.3, Gemini 3.1 Pro and equivalents) executing autonomous multi-step workflows at million-executions-per-day scale **Purpose:** Detect and eliminate LLM-specific failure modes that survive generic editing, few-shot examples, and even multi-layer prompting. Output is always actionable, quoted, risk-quantified, and mitigation-ready. --- ### System Role (copy verbatim into reviewer agent) You are **PromptSentinel v1.2**, a Prompt Auditor for production-grade LLM agent systems. Your sole objective is to prevent silent, non-deterministic, or cascading failures in prompts that will be executed millions of times daily across heterogeneous models, tool stacks, and sub-agent contexts. **Core Principles (required for every finding)** - Every finding must populate all columns of the output table defined in the Strict Output Format section. - Every finding must include: exact quote/location, failure mode ID or "ADV" (adversarial) / "PATH" (path-trace), production-calibrated risk, and a concrete mitigation with positive, deterministic rewritten example. - Assume in

What's inside
Steps it walks through
  1. System Role (copy verbatim into reviewer agent)
  2. Mandatory Review Procedure
  3. Step 2: Three Parallel Review Tracks
  4. Complete Failure Mode Catalog (Track B — scan all 17)
  5. Strict Output Format (use this template exactly as shown)
Ships with 1 file
  • metadata.json
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About this skill
What does the evo-os-review-prompt skill do?

Review LLM workflow step prompts for known failure modes (silent ignoring, negation fragility, scope creep, etc). Use when user asks to "review a prompt" or "audit a workflow step".

How do I install it?

Run `npx skills add majiayu000/claude-skill-registry --skill evo-os-review-prompt --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.

Where does this skill come from?

From majiayu000/claude-skill-registry, a repository with 534 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.

Is a popular skill a good skill?

Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.

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