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.
npx skills add cnfeat/top-pm-skills --skill vibe-codinggit clone --depth 1 https://github.com/cnfeat/top-pm-skillsWrote 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.
[](https://agentmods.dev/skills/cnfeat/top-pm-skills/vibe-coding)<a href="https://agentmods.dev/skills/cnfeat/top-pm-skills/vibe-coding"><img src="https://agentmods.dev/badge/skills/cnfeat/top-pm-skills/vibe-coding/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.
<a href="https://agentmods.dev/skills/cnfeat/top-pm-skills/vibe-coding"><img src="https://agentmods.dev/badge/skills/cnfeat/top-pm-skills/vibe-coding.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00045 | $0.00701 |
| Opus 5 | $0.00023 | $0.00351 |
| Sonnet 5 | $0.00009 | $0.00140 |
| Haiku 4.5 | $0.00005 | $0.00070 |
Grade A, and why
vibe-coding 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 9d ago.
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.
How it starts
The opening of the file, as written. The whole thing — 63 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Vibe Coding
Help the user build software using AI tools and natural language, using frameworks and insights from 3 product leaders.
How to Help
When the user asks for help with vibe coding:
- Understand the goal - Ask what they're trying to build and who it's for (prototype, internal tool, production app)
- Guide the approach - Help them break down the problem into smaller pieces for iterative AI prompts
- Set expectations - Discuss what vibe coding is good for (prototypes, MVPs) versus when professional engineering is needed
- Coach on iteration - Help them understand how to refine output through follow-up prompts
Core Principles
Vibe coding is a new skill
Elena Verna: "I vibe code myself so I would put that as even as a skill on my resume now." This is a distinct, transformative skill for non-technical roles - PMs, marketers, designers - to build functional software using natural language.
Replace Figma with prototypes
Kevin Weil: "Instead of showing stuff in Figma, we should be showing prototypes that people are vibe coding over the course of 30 minutes to illustrate proofs of concept." Functional code prototypes can be built in the time it takes to create static mockups.
Build tools to build tools
Alexander Embiricos: "They'll vibe code an animation editor and then they use the animation editor to build the animation." Non-engineers can now build functional software and custom tools without deep technical mastery.
Go beyond prompt engineering
Vibe coding is not just writing prompts - it's iteratively building functional software through conversation with AI. It requires understanding how to break problems down, test outputs, and refine through follow-up.
Know the limits
Vibe-coded software is great for prototypes, internal tools, and MVPs. Production-grade systems with complex requirements still need professional engineering review.
Questions to Help Users
- "What are you trying to build, and who will use it?"
- "Is this a throwaway prototype or something that needs to scale?"
- "Can you break this down into smaller pieces to build incrementally?"
- "What's the simplest version that would let you test your hypothesis?"
- "Have you tried describing what's not working and asking the AI to fix it?"
- "Do you need this to be production-grade, or is it okay if it's rough?"
What ships with it
1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
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.
- 9d ago First seen · 63 lines · 45 tokens per session scan A 6f00b27b9937
vibe-coding is a skill published in the GitHub repository cnfeat/top-pm-skills (48 stars, last pushed 3mo ago), licensed MIT. It adds 45 tokens to every session and 701 once invoked, about $0.0002 per session on Opus 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 2026-09-03.
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