Vibe Coding

AdvisoryAudited by Static analysis on Apr 30, 2026.

Overview

No suspicious patterns detected.

Findings (0)

Artifact-based informational review of SKILL.md, metadata, install specs, static scan signals, and capability signals. ClawScan does not execute the skill or run runtime probes.

What this means

An autonomous coding assistant may make broader code changes than expected if the user does not review its plan and output.

Why it was flagged

The guide recommends use of an autonomous coding tool that can perform multi-step work. This is directly related to the skill's purpose, but users should supervise plans, diffs, and tests.

Skill content
Claude Code ... Key feature: Agentic multi-step execution ... Let it run — it's designed for autonomy
Recommendation

Use the guide's own Research-Plan-Implement workflow: approve plans before implementation, review diffs, and test after each change.

What this means

Bad or overly broad rules could cause repeated poor coding decisions, and secrets placed in rules files could be exposed to AI coding tools.

Why it was flagged

Persistent rules files are intended to shape future AI behavior. This is useful and purpose-aligned, but inaccurate, unsafe, or sensitive content in those files could be reused across future coding sessions.

Skill content
Rules files teach AI your project conventions. Put it once, applies to every interaction.
Recommendation

Keep rules files scoped to project conventions, review them like code, and never include secrets, tokens, or private credentials.