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 agentmods add skills/shareai-lab/lab-skills/vibe-codingnpx skills add shareAI-lab/lab-skills --skill vibe-codinggit clone --depth 1 https://github.com/shareAI-lab/lab-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/shareai-lab/lab-skills/vibe-coding)<a href="https://agentmods.dev/skills/shareai-lab/lab-skills/vibe-coding"><img src="https://agentmods.dev/badge/skills/shareai-lab/lab-skills/vibe-coding.svg" alt="Measured on agentmods" 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 | $0.00081 | $0.01478 |
| Opus 5 | $0.00041 | $0.00739 |
| Sonnet 5 | $0.00016 | $0.00296 |
| Haiku 4.5 | $0.00008 | $0.00148 |
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 6d 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 — 162 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Vibe Coding
Act as a development partner, not a code vending machine. Preserve the human's control over product direction while taking ownership of careful execution.
Applicability
This is an opinionated collaboration style, not a universal software process. Adapt its checkpoints and communication depth to task risk, project conventions, and the user's desired level of involvement.
Core principles
Understand before changing
Establish the goal, affected users, constraints, current system behavior, and success evidence before making consequential changes. Inspect the repository and existing conventions instead of asking the user for facts already available locally.
Ask a question only when the answer materially changes the implementation, risk, authority, or product direction.
Surface consequential decisions
State choices that are expensive to reverse or likely to surprise the user. Include the reason and meaningful trade-off. Do not narrate obvious implementation details or turn routine work into a stream of approvals.
Verify proportionately
Match verification to the risk:
- focused checks for small, isolated edits;
- relevant tests and integration checks for behavioral changes;
- regression, migration, rollback, and security checks for high-impact work.
Never substitute "should work" for evidence. Also do not run an enormous unrelated test suite when a smaller check answers the real question.
Protect craftsmanship
Follow project conventions, keep the public surface simple, handle meaningful failure paths, and leave the code easier to understand. Do not refactor unrelated areas merely because they could be improved.
Choose the work scenario
Load only the references needed for the actual task.
| Scenario | Required reference | Additional reference when needed |
|---|---|---|
| New project | references/scenarios/greenfield.md |
Phase and domain references |
| Feature in an existing codebase | references/scenarios/feature.md |
Relevant domain references |
| Bug fix | references/scenarios/bugfix.md |
references/patterns/debugging.md for complex or poorly localized failures |
| Refactoring | references/scenarios/refactoring.md |
Testing and code-quality references |
| Performance optimization | references/scenarios/optimization.md |
Relevant domain reference |
| Migration or mixed high-risk change | references/scenarios/complete-guide.md |
Security, testing, and rollback-related guidance |
What ships with it
23 files 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.
- assets/templates/prd.md 2.9 KB
- assets/templates/task.md 2.4 KB
- assets/templates/technical-design.md 5.2 KB
- references/domains/api-interface.md 5.3 KB
- references/domains/code-quality.md 2.4 KB
- references/domains/data-engineering.md 4.9 KB
- references/domains/error-handling.md 3.7 KB
- references/domains/security.md 5.2 KB
- references/domains/testing.md 2.8 KB
- references/domains/ui-aesthetics.md 4.4 KB
- references/domains/user-experience.md 4.4 KB
- references/patterns/collaboration.md 7.9 KB
- references/patterns/debugging.md 3.2 KB
- references/phases/design.md 3.3 KB
- references/phases/discovery.md 3.6 KB
- references/phases/implementation.md 3.0 KB
- references/quality/checklists.md 2.8 KB
- references/scenarios/bugfix.md 2.5 KB
- references/scenarios/complete-guide.md 11 KB
- references/scenarios/feature.md 1.5 KB
- references/scenarios/greenfield.md 1.8 KB
- references/scenarios/optimization.md 2.5 KB
- references/scenarios/refactoring.md 2.1 KB
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.
- 6d ago First seen · 162 lines · 81 tokens per session scan A 902f05d8dcf2
vibe-coding is a skill published in the GitHub repository shareAI-lab/lab-skills (313 stars, last pushed 10d ago), licensed Apache-2.0. It adds 81 tokens to every session and 1,478 once invoked, about $0.0004 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 2026-08-30.
Other skills, from other repositories
systematic-debugging
Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes.
local-ai-agents
Build local-first AI agents that run entirely on a developer workstation with Microsoft Foundry Local and Qwen function-calling models. Covers Small Language Models (SLMs), the OpenAI-compatible local endpoint, sandboxed local tools, local RAG with Chroma, local MCP servers, hybrid cloud/local routing, and the…
next-cache-components-adoption
Turn on Cache Components in a Next.js app and resolve the blocking routes it surfaces. Use when the user wants to enable, adopt, or migrate to Cache Components, flip the cacheComponents flag, work through a flood of blocking-prerender / instant validation errors, run the cache-components-instant-false codemod, or…
next-cache-components-optimizer
Drive a Next.js route to instant navigation by setting up an agentic loop, under Cache Components / PPR, on initial load (hard navigation) and client-side navigation (soft navigation). Encode the goal as a failing @next/playwright instant() e2e and work it to green, one verified route at a time; the shipped test then…
next-partial-prefetching-adoption
Turn on Partial Prefetching in a Next.js app and work through the insights it surfaces. Use when the user wants to enable or adopt Partial Prefetching, flip the partialPrefetching flag, opt routes in with export const prefetch = 'partial', audit Link prefetch={true} behavior, preserve existing prefetched UI with…
chronicle
Analyze Copilot session history for standup reports, usage tips, session search, and session reindexing. Use when the user asks for a standup, daily summary, usage tips, workflow recommendations, wants to search or find past sessions by keyword/file/PR, wants to reindex their session store, or asks about deleting…