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wtf

Pre-launch and pre-commit audit for vibe coding projects

Install / Use

npx skills add noobnooc/agent --skill wtf

Installs into whichever agent you are using.

About this skill
📄

SKILL.md

Installable skill definition

Quality Score

80/100

Category

Operations

Supported Platforms

Universal

Our assessment of wtf

wtf scores 80/100 on our quality scale, 515th of 612 Operations skills we index.

Its SKILL.md is 8.0 KB long, split into 7 sections with 1 code example: a thorough specification that gives an agent plenty to work with.

With 1,381 GitHub stars, it is one of the more widely adopted skills in the catalogue.

Substance
29/30
Structure
15/20
Description
8/15
Adoption
13/20
Freshness
15/15

Maintenance, license and trust

  • The repository was last updated 44 days ago, so wtf is actively maintained.
  • No license is declared. By default that means all rights are reserved: you can read it, but reusing or redistributing it is not clearly permitted. Ask the author before building on it commercially.
  • Its trust signals score 88/100, with 1 caution from licensing, adoption, age or documentation. These come from repository metadata, not a code audit — read the skill file before letting an agent act on it.

Safety scan

No issues found

Our scan of the whole file found no instruction hijacking, hidden characters, credential access, data exfiltration or destructive commands.

Automated pattern scan on 2026-10-01. It catches known dangerous patterns, not every risk — read a skill before letting an agent act on it.

wtf compared with similar skills

All 4 of these similar skills score higher than wtf; compare them before choosing.

SkillScoreStarsUpdatedFormat
wtf (this skill)by noobnooc801.4k44d agoSKILL.md
claude-memby thedotmack10095.1ktodayCLAUDE.md
algorithmic-artby anthropics100177.9k8d agoSKILL.md
pptxby anthropics100177.9k8d agoSKILL.md
designby nextlevelbuilder100130.2k10d agoSKILL.md

Frequently asked questions

How do I install wtf?
Run npx skills add noobnooc/agent --skill wtf. The install tabs above show the steps for each supported agent.
Which AI agents does wtf work with?
It is written for Universal, as a SKILL.md file. Other agents that read the same format can often use it too.
Is wtf safe to use?
Our scan of the whole file found no instruction hijacking, hidden characters, credential access, data exfiltration or destructive commands. It declares no license and scores 88/100 on trust signals. Skills are instructions an agent will follow, so read the file before installing it and do not approve commands you do not understand.
Is wtf still maintained?
The repository was last updated 44 days ago, so wtf is actively maintained.

name: wtf description: "Pre-launch and pre-commit audit for vibe coding projects. Use when asked to check whether a project is ready to ship, deploy, merge, or commit, especially for common AI-built app mistakes: broken project structure, committed secrets or cache files, environment variable hygiene, database migrations, ORM/schema drift, unsafe raw SQL, unused legacy code, dead routes/components, weak auth, missing tests, build failures, and deployment footguns."

WTF

Use this skill as a hard-nosed pre-launch or pre-commit audit for fast-moving "vibe coded" projects. The goal is to find concrete blockers before code is shipped, not to produce a generic best-practices essay.

Operating Mode

  • Inspect the actual repository before judging it. Start with git status --short, project docs, file tree, package manifests, framework config, CI config, and deployment config.
  • Keep the audit scoped to the user's target: current branch, staged changes, a PR diff, or the whole project. If unclear, default to the current worktree plus files likely to affect deploy/runtime.
  • Prefer evidence over guesses. Tie every finding to a file, command output, or missing expected artifact.
  • Do not print secret values. If a secret is committed or exposed, name the file and variable/key shape, but redact the value.
  • If the user asks to fix issues, implement the fixes after the audit and verify them. Otherwise, remain in review/audit mode.

Audit Workflow

  1. Map the project

    • Identify app type, framework, package manager, runtime, deployment target, database, ORM, auth provider, and build/test commands.
    • Check whether the root is clean or dirty. Preserve unrelated user changes.
    • Find likely entrypoints: app routes, API routes, workers, server actions, CLI commands, cron jobs, migrations, schemas, and config files.
  2. Check repository hygiene

    • Look for committed .env* files other than safe examples, local database files, logs, cache directories, build outputs, generated artifacts, coverage, temporary uploads, screenshots, and tool caches.
    • Verify .gitignore covers framework/runtime artifacts such as .next, dist, build, .turbo, .vercel, .wrangler, .parcel-cache, coverage, node_modules, local SQLite files, logs, and upload/cache folders.
    • Use git ls-files to distinguish ignored local junk from files already tracked by Git.
  3. Check secrets and environment variables

    • Search for tokens, private keys, API keys, JWT secrets, database URLs, webhook secrets, cloud credentials, and hardcoded production URLs.
    • Verify required env vars are documented in .env.example, deployment docs, or typed config. Flag required envs that are used in code but undocumented.
    • Check for accidental logging of secrets, auth headers, cookies, session payloads, or provider responses.
  4. Check database readiness

    • Identify whether the app uses Prisma, Drizzle, TypeORM, Sequelize, Rails migrations, Django migrations, Alembic, Knex, raw SQL, or another migration system.
    • Confirm schema changes have matching migrations and that migrations are committed.
    • Flag schema drift, missing deploy migration commands, destructive migrations without a backfill/rollback plan, seed data required in production, and raw SQL that is not parameterized.
    • If a database-backed app has no ORM or migration tool, call that out as a launch risk unless the repository has a clear alternative migration process.
  5. Check app correctness and security basics

    • Run or inspect available lint, typecheck, test, and build scripts when practical.
    • Review auth boundaries, protected routes, admin-only actions, server/client separation, CORS, CSRF where relevant, rate limits, file upload validation, SSRF surfaces, open redirects, and unsafe eval/shell execution.
    • Check error handling and observability: production errors should not leak stack traces, secrets, or internal IDs unnecessarily.
  6. Check dead and legacy code

    • Search for unused routes, duplicate pages/components, abandoned API handlers, old feature flags, large commented blocks, stale TODO/FIXME/HACK notes, generated placeholders, console debugging, unused dependencies, and test/demo data paths.
    • Prefer repository-aware tools when available: TypeScript compiler, ESLint, depcheck, framework route manifests, import graph tools, or existing CI checks.
    • Treat dead code as lower severity unless it affects security, deploy size, routing, migrations, or user-visible behavior.
  7. Check deployment shape

    • Inspect Dockerfiles, wrangler/vercel/netlify/cloudflare config, GitHub Actions, release scripts, cron configuration, and required runtime versions.
    • Flag missing production build commands, wrong package manager commands, missing migration steps, secrets expected at build time vs runtime, cache directories mounted incorrectly, and local-only assumptions.

Useful Commands

Adapt commands to the repository; do not run broad destructive commands.

git status --short
git ls-files
rg -n --hidden --glob '!node_modules' --glob '!.git' 'AKIA|BEGIN (RSA |OPENSSH |EC )?PRIVATE KEY|DATABASE_URL|JWT_SECRET|SECRET_KEY|API_KEY|ACCESS_TOKEN|REFRESH_TOKEN|WEBHOOK_SECRET|STRIPE_SECRET|OPENAI_API_KEY|ANTHROPIC_API_KEY|PASSWORD=' .
rg -n --hidden --glob '!node_modules' --glob '!.git' 'TODO|FIXME|HACK|console\\.log|debugger|ts-ignore|eslint-disable' .

For JavaScript/TypeScript projects, inspect package.json scripts first, then run only relevant existing scripts such as npm run lint, npm run typecheck, npm test, or npm run build.

Severity

  • P0 Blocker: likely secret exposure, data loss, auth bypass, production deploy failure, broken migration, or user-data corruption.
  • P1 High: strong launch risk such as missing env documentation, unsafe database access, unprotected sensitive route, failing build/test, or tracked cache/build artifacts.
  • P2 Medium: maintainability or reliability issue likely to slow future work, such as stale duplicate code, missing focused tests, weak error handling, or unused dependencies.
  • P3 Low: cleanup or polish that is useful but not launch-blocking.

Host-Specific Review Output

Detect host-specific review capabilities from active system/developer/app instructions, available tools, or local agent docs. Do not infer support from the model name alone, and do not invent pseudo-directives for a host.

  • Codex App: for findings tied to a specific file and line, emit one inline review comment directive per issue:

    ::code-comment{title="[P1] Short issue title" body="Explain the concrete risk and the smallest practical fix. Redact any secret value." file="/absolute/path/to/file.ts" start=42 end=42 priority=1}
    

    Use absolute file paths, tight line ranges, and priority matching severity (P0/P1 = 1, P2 = 2, P3 = 3). Keep repo-level findings, missing-file findings, command failures, and residual risks in the normal findings list.

  • Claude Code: do not assume an inline review comment output directive. Use normal review findings with file:line references unless the current Claude Code environment explicitly provides a comment protocol or tool.

  • Antigravity: do not assume a portable text directive for artifact or inline comments. If the active environment exposes a native artifact/comment tool, use that tool; otherwise use normal review findings with file:line references.

  • Zed: do not assume a response-level inline comment directive. Zed may show agent edit review UI, but audit findings should stay in normal review format unless the active Zed environment explicitly provides a comment protocol or tool.

Output Format

Lead with findings, ordered by severity. For each finding include:

  • Severity and short title.
  • Evidence: file path, line, command, or missing expected file.
  • Impact: what can break or leak.
  • Fix: the smallest practical next step.

Then add:

  • Verified: commands actually run and their result.
  • Not verified: checks skipped and why.
  • Residual risk: anything the repository shape prevented you from proving.

Related Skills

View on GitHub
GitHub Stars1.4k
CategoryOperations
Updated1mo ago
Forks129

Trust signals

88/100

From repository metadata: license, adoption, age and documentation. Not a code audit — see the Safety scan above for what the skill file itself contains.

1 medium