Agent skill · Security

audit-integrity

Shared audit integrity framework for all AppSec agents — enforces output quality, intellectual honesty, and continuous improvement through anti-rationalization guards, self-critique loops, retry protocols, non-negotiable behaviors, self-reflection quality gates (1-10 scoring, ≥8 threshold), and a self-learning system with lesson/memory governance for security analysis agents.

GitHub68,948★ · +463/wk · 2 repos on radarProfile →
copilotMIT
Install
npx skills add github/awesome-copilot --skill audit-integrity --agent copilot

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

Facts
Files in the skill folder: 8
SKILL.md size: 3 KB
Bundled scripts: none
Version: 1.0
Requires: Cross-platform. Works with any language or framework analyzed by AppSec agents.
Path: skills/audit-integrity/SKILL.md
Open the folder on GitHub →
Where it comes from
Stars: 37,432 · +281 this week
Language: Python

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

From the SKILL.md

# Audit Integrity Skill Enforces output quality, intellectual honesty, and continuous improvement across all AppSec agents. ## When to Use - Every security analysis, code review, threat model, or quality scan agent run - Applied automatically as a post-analysis quality gate - Applicable to any agent performing SAST, SCA, threat modeling, or code quality analysis ## Components This skill provides 7 reusable capabilities. Agents apply all 7 unless their scope excludes a specific component. | Component | Reference File | Purpose | |-----------|---------------|---------| | Clarification Protocol | [clarification-protocol.md](references/clarification-protocol.md) | Ask ≤2 targeted questions before analysis when scope is ambiguous | | Anti-Rationalization Guard | [anti-rationalization-guard.md](references/anti-rationalization-guard.md) | Table of prohibited rationalizations with mandatory responses | | Self-Critique Loop | [self-critique-loop.md](references/self-critique-loop.md) | Mandatory second-pass review after initial analysis | | Retry Protocol | [retry-protocol.md](references/retry-protocol.md) | Tool failure handling — retry once, then document | | Non-Negotiable Behaviors | [no

What's inside
Steps it walks through
  1. When to Use
  2. Components
  3. Execution Flow
  4. Agent-Specific Adaptation
  5. Example extensions per agent type
Ships with 7 files
  • references/anti-rationalization-guard.md
  • references/clarification-protocol.md
  • references/non-negotiable-behaviors.md
  • references/retry-protocol.md
  • references/self-critique-loop.md
  • references/self-learning-system.md
  • references/self-reflection-quality-gate.md
More from awesome-copilot
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About this skill
What does the audit-integrity skill do?

Shared audit integrity framework for all AppSec agents — enforces output quality, intellectual honesty, and continuous improvement through anti-rationalization guards, self-critique loops, retry protocols, non-negotiable behaviors, self-reflection quality gates (1-10 scoring, ≥8 threshold), and a self-learning system with lesson/memory governance for security analysis agents.

How do I install it?

Run `npx skills add github/awesome-copilot --skill audit-integrity --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 github/awesome-copilot, a repository with 37,432 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.

Keep going