ai-code-review-autonomous

ai-code-review-autonomous is a skill for Cursor from roedyrustam/vibes-plug. It costs 105 tokens per session (2,539 once invoked), scanned A, original, MIT.

A checklist for an AI agent to review code it generated in several passes. It covers syntax, logic, design fit, security, and performance.

In plain words
What is it for?
It is for self-reviewing new code and changes to sensitive areas such as authentication, payments, data updates, and API endpoints.
Why use it?
It helps catch broken or unsafe code before the agent presents it, without relying on separate review tools.

Skill for Cursor

Written for Cursor: shipped in a Cursor plugin.

Part of the vibes-plug plugin — 161 skills, 5 agents, 2 MCP servers shipped together

Good fit It is for self-reviewing new code and changes to sensitive areas such as authentication, payments, data updates, and API endpoints.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/roedyrustam/vibes-plug/ai-code-review-autonomous
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add roedyrustam/vibes-plug --skill ai-code-review-autonomous
Clone the repo
git clone --depth 1 https://github.com/roedyrustam/vibes-plug

Made for: Cursor.

Or install vibes-plug, the plugin that ships this one along with the rest of its 161 skills, 5 agents, 2 MCP servers.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for ai-code-review-autonomous

README.md
[![agentmods](https://agentmods.dev/badge/skills/roedyrustam/vibes-plug/ai-code-review-autonomous/github.svg)](https://agentmods.dev/skills/roedyrustam/vibes-plug/ai-code-review-autonomous)
Your own site
<a href="https://agentmods.dev/skills/roedyrustam/vibes-plug/ai-code-review-autonomous"><img src="https://agentmods.dev/badge/skills/roedyrustam/vibes-plug/ai-code-review-autonomous/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for ai-code-review-autonomous

Your own site · 80×15
<a href="https://agentmods.dev/skills/roedyrustam/vibes-plug/ai-code-review-autonomous"><img src="https://agentmods.dev/badge/skills/roedyrustam/vibes-plug/ai-code-review-autonomous.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 105 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,539 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00105 $0.02539
Opus 5.5 $0.00042 $0.01016
Sonnet 5.5 $0.00021 $0.00508
Haiku 4.5 $0.00011 $0.00254

Measured today against content hash d60b96b83f27, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

ai-code-review-autonomous scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured today.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

.cursor/skills/ai-code-review-autonomous/SKILL.md · 224 lines

How it starts

The opening of the file, as written. The whole thing — 224 lines — stays where its author put it; the contents beside it link to each section on GitHub.

ai-code-review-autonomous — vibes-plug Skill

English | Bahasa Indonesia


English

Orchestration & Integration

  • Anti-Slop & Quality Gates: anti-slop, coderabbit, zero-tech-debt-auditor
  • TDD & Automated Debugging: autonomous-tdd-debugger, property-mutation-testing-expert, formal-spec-z3-verifier
  • Security & Red Teaming: autonomous-red-teamer, prompt-injection-firewall
  • Architecture & Clean Code: scalability-clean-code, living-codebase-ast-graph, typescript-expert
  • Lifecycle & Governance: brainstorming, zero-to-prod-orchestrator, production-ready-hardener

Description

A structured multi-pass self-review protocol that the AI agent executes on its own generated code before presenting it to the user. Each pass focuses on a distinct quality dimension — syntax correctness, business logic validation, architectural conformance, security vulnerabilities, and performance characteristics. This eliminates the most common AI code generation failure: confidently presenting broken or insecure code because the model never re-read what it wrote.

Trigger Conditions

Activate this skill when:

  • Generating any code that will be written to files (not just shown in conversation).
  • Making changes to critical paths: authentication, payment, data mutation, or API endpoints.
  • Producing code that spans multiple files or requires cross-file consistency.
  • The generated code exceeds 50 lines and involves non-trivial logic.
  • Before finalizing any PR-ready code or phase completion in zero-to-prod-orchestrator.

Core Concepts & Patterns

1. The 5-Pass Self-Review Protocol
GENERATED CODE
      │
      ▼
┌──────────────────┐
│ PASS 1: SYNTAX   │  Does this code compile/parse without errors?
│                  │  - Type correctness (TypeScript strict mode)
│                  │  - Import resolution (no phantom imports)
│                  │  - JSX/HTML well-formedness
│                  │  - Missing semicolons, brackets, parentheses
└──────┬───────────┘
       │
       ▼
┌──────────────────┐
│ PASS 2: LOGIC    │  Does this code do what it's supposed to do?
│                  │  - Edge cases (null, empty, boundary values)
│                  │  - Off-by-one errors in loops/slicing
│                  │  - Async/await correctness (missing awaits)
│                  │  - State mutation side effects
│                  │  - Race conditions in concurrent code
└──────┬───────────┘
       │
       ▼
┌──────────────────┐
│ PASS 3: ARCH     │  Does this code fit the project's architecture?
│                  │  - Follows established patterns (DDD, MVC, etc.)
│                  │  - Uses existing utility functions, not duplicates
│                  │  - Respects separation of concerns
│                  │  - Consistent with existing naming conventions
│                  │  - No circular dependencies introduced
└──────┬───────────┘
       │
       ▼
┌──────────────────┐
│ PASS 4: SECURITY │  Is this code safe in production?
│                  │  - SQL injection (parameterized queries?)
│                  │  - XSS (user input sanitized before render?)
│                  │  - Auth bypass (route protection verified?)
│                  │  - Secret exposure (no hardcoded keys/tokens)
│                  │  - IDOR (authorization checked per resource?)
└──────┬───────────┘
       │
       ▼
┌──────────────────┐
│ PASS 5: PERF     │  Will this code perform at scale?
│                  │  - N+1 query patterns in ORM calls
│                  │  - Unbounded array/list operations
│                  │  - Missing pagination on list endpoints
│                  │  - Memory leaks (unclosed streams, listeners)
│                  │  - Unnecessary re-renders in React components
└──────┬───────────┘
       │
       ▼
  REVIEWED CODE → Present to User

Read the full file on GitHub · 224 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. today Changed · -21 lines d60b96b83f27
  2. yesterday Changed · +1 lines 0448f960b725
  3. 4d ago Changed 66b7f4cce267
  4. 13d ago Changed 89f2d238f1d5
  5. 18d ago First seen · 244 lines · 105 tokens per session scan A 9ed4a5b65084

Subscribe to this mod's changes

ai-code-review-autonomous is a skill published in the GitHub repository roedyrustam/vibes-plug (111 stars, last pushed today), licensed MIT. It adds 105 tokens to every session and 2,539 once invoked, about $0.0004 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-10-04.

Related

Other skills, from other repositories

code-review-and-quality

Conducts multi-axis code review. Use before merging any change. Use when reviewing code written by yourself, another agent, or a human. Use when you need to assess code quality across multiple dimensions before it enters the main branch. Use when asked to review a diff or a pull request, even when the diff is pasted…

addyosmani/agent-skills · 71 tokens

doubt-driven-development

Subjects every non-trivial decision to a fresh-context adversarial review before it stands. Use when you want every assumption cross-examined before proceeding, when stress-testing a plan for hidden failure modes, when correctness matters more than speed, when working in unfamiliar code, when stakes are high…

addyosmani/agent-skills · 96 tokens

code-simplification

Simplifies code for clarity. Use when refactoring code for clarity without changing behavior. Use when code works but is harder to read, maintain, or extend than it should be. Use when reviewing code that has accumulated unnecessary complexity.

addyosmani/agent-skills · 51 tokens

code-review

Structured code review focusing on correctness, security, and maintainability. Correctness before style. Every reviewer comment must be actionable.

DevelopersGlobal/ai-agent-skills · 28 tokens

the-judge

Evidence-first pull request judge that reviews a PR and posts one consolidated GitHub review with inline comments via the gh CLI. Runs the repo's own deterministic checks first, researches current official docs before any claim about external libraries or APIs, then reviews correctness, security, structural quality…

tech-leads-club/agent-skills · 192 tokens

best-practices

Apply modern web development best practices for security, compatibility, and code quality. Use when asked to "apply best practices", "security audit", "modernize code", "code quality review", or "check for vulnerabilities". Do NOT use for accessibility (use web-accessibility), SEO (use seo), performance (use…

tech-leads-club/agent-skills · 85 tokens