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Use when auditing repo for over-engineering. Ranked list of what to delete, simplify, or replace with stdlib or native features.
デフォルトでは、最初にソースを確認する Prompt が選択されています。直接コマンドに切り替えるか、ローカルコピーをダウンロードすることもできます。
インストールを決める前に、SKILL.md と SkillsMP に表示されている付属ファイルをお読みください。
Codex または Claude でインストール この Prompt をコピーして Codex、Claude、または他のアシスタントに貼り付けると、Skill ページを確認してインストールできます。
直接コマンドでは確認用 Prompt が省略されます。実行前にソースを確認してください。
npx skills add https://github.com/oyi77/1ai-skills --skill auditコマンドは1行のまま表示されます。コピー前に横へスクロールして全体を確認してください。
ローカルで確認しますか？SkillsMP が現在取得できるファイルをダウンロードできます。
Android and mobile application security testing — emulators, rooting, traffic interception, dynamic instrumentation. Use when testing mobile apps for vulnerabilities, reversing APKs, or bypassing security controls on Android.
Self-reflection + Self-criticism + Auto-learning from corrections + Self-organizing memory. Agent evaluates its own work, catches mistakes, and improves permanently. Use when working with self improving.
Plan and execute a comprehensive red team engagement covering reconnaissance through post-exploitation using MITRE ATT&CK-aligned TTPs to evaluate an organization's detection and response capabilities. Use when working with conducting full scope red team engagement.
SOC 職業分類に基づく
SKILL.md を表示中
| name | audit |
| description | Use when auditing repo for over-engineering. Ranked list of what to delete, simplify, or replace with stdlib or native features. |
| domain | mindset |
| author | oyi77 |
| license | Apache-2.0 |
| subdomain | mindset |
| tags | ["audit","mindset","ponytail","simplification"] |
| version | 1.0.0 |
Find every abstraction, dependency, and pattern that does not pull its weight. Output is a ranked list of what to delete, simplify, or replace with stdlib or native features.
Audit mode scans an entire codebase for unnecessary complexity: reinvented stdlib, speculative abstractions, dead code paths, over-engineered patterns (factory/singleton/visitor with one caller), and dependencies that could be replaced by a built-in. It produces a prioritized deletion plan so you can cut 30-50% of LOC in one pass.
Scope: entire repo. Output: ranked list. Best outcome: repo loses 30% of its LOC.
ponytail audit --path "src/" --rank-by-impact — scans and ranks findingsponytail audit --path "src/" --rank-by-impact --output audit-report.md
import ast, sys
from pathlib import Path
findings = []
for path in Path("src").rglob("*.py"):
tree = ast.parse(path.read_text())
for node in ast.walk(tree):
# Flag single-method classes
if isinstance(node, ast.ClassDef):
methods = [n for n in node.body if isinstance(n, (ast.FunctionDef, ast.AsyncFunctionDef))]
if len(methods) <= 1:
findings.append(f"[MEDIUM] {path}:{node.lineno} — class '{node.name}' has ≤1 method, use a function")
# Flag stdlib wrappers
if isinstance(node, ast.FunctionDef) and len(node.body) == 1:
if isinstance(node.body[0], ast.Return) and isinstance(node.body[0].value, ast.Call):
findings.append(f"[LOW] {path}:{node.lineno} — '{node.name}' is a one-line wrapper, inline it")
for f in sorted(findings):
print(f)
Use when audit repo for over-engineering. Ranked list of what to delete, simplify, or replace with stdlib or native features.
Execute these steps sequentially:
ponytail audit --path "src/" --rank-by-impact — scans and ranks findings| Rationalization | Reality |
|---|---|
| "This abstraction will pay off eventually" | 90% of speculative abstractions never pay off. Delete it now; add it back only when you have a real second consumer |
| "I know my codebase, no audit needed" | Familiarity breeds normalization. A fresh pass finds what daily exposure hides |
| "Auditing takes too long for the value" | Each audit saves 30-50% LOC per pass. That is weeks of maintenance you will never pay |