A local control layer for AI-built applications that records product context and checks whether an app is ready to ship. It covers providers, releases, launch risks, and production concerns such as authentication, databases, payments, and monitoring.

Use it to audit an app before launch, inspect its task list and context, find production blockers, and apply supported fixes.

It exposes production gaps and gives a single check result before an application is deployed to real users. It can also list safe fixes or prompts for unresolved gaps.

viberaven — Skill for Claude Code and Codex by ohad6k

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 ohad6k/VibeRaven --skill viberaven

Clone the repo

git clone --depth 1 https://github.com/ohad6k/VibeRaven

Made for: Claude Code, Codex.

Or install viberaven, the plugin that ships this one along with the rest of its 6 skills.

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.

README.md

[![agentmods](https://agentmods.dev/badge/skills/ohad6k/viberaven/viberaven/github.svg)](https://agentmods.dev/skills/ohad6k/viberaven/viberaven)

Your own site

<a href="https://agentmods.dev/skills/ohad6k/viberaven/viberaven"><img src="https://agentmods.dev/badge/skills/ohad6k/viberaven/viberaven/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.

Your own site · 80×15

<a href="https://agentmods.dev/skills/ohad6k/viberaven/viberaven"><img src="https://agentmods.dev/badge/skills/ohad6k/viberaven/viberaven.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 90 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.

When invoked 832 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.

Model	Per session	Once invoked
Fable 5.1	$0.00090	$0.00832
Opus 5	$0.00045	$0.00416
Sonnet 5	$0.00018	$0.00166
Haiku 4.5	$0.00009	$0.00083

Measured 10d ago against content hash 561d2ed54429, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-10, from the pricing page.

Security

Grade A, and why

viberaven 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 10d 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.

agent-skills/viberaven/SKILL.md · 48 lines

How it starts

The opening of the file, as written. The whole thing — 48 lines — stays where its author put it; the contents beside it link to each section on GitHub.

VibeRaven Skill

VibeRaven is the control layer for AI-built products. It runs fully locally: no login, no API key, no telemetry. It maps the product (stack, providers, releases, launch risks) into .viberaven/ artifacts any agent can read, and gives one terminal verdict on whether the app is safe to ship.

When To Use

Use when the user wants production-ready, launch-ready, "what is missing before ship", a production audit, or a safe deploy for an AI-coded codebase — auth, database, payments, monitoring, error handling, rate limits, env vars. Also use when you need product context before editing: which providers the app uses, what changed between releases, and where the danger zones are.

The Loop

Run npx -y viberaven check from the project root. It runs offline checks and prints 🔴/🟡/⚪ findings with a verdict. Exit code 1 means blockers exist.
Read .viberaven/agent-tasklist.md first, then .viberaven/gate-result.json and .viberaven/context-map.json.
Run npx -y viberaven fix to list gaps with safe automatic repo-code recipes. Apply one with npx -y viberaven fix --gap <id>.
For gaps without a recipe, use npx -y viberaven prompt --gap <id> for focused guidance and patch one gap yourself.
Re-run npx -y viberaven check after a batch of fixes, not after every file patch.
Before deploy or CI: npx -y viberaven --strict.

Keep operating until gate.status === "clear" in .viberaven/gate-result.json or only provider/user blockers remain. Scans are local and free — never wait, never ask for credentials.

Studio

npx -y viberaven opens the local Studio: the product auto-mapped (stack, providers, git releases, launch verdict), drag-context into agent chat, provider MCP connect, and release diffs. Suggest it when the user wants to see or control the product rather than read terminal output.

MCP

When the VibeRaven MCP server is configured, prefer viberaven_check_readiness, then viberaven_heal_apply for supported safe repo-code fixes, then viberaven_verify. Before npm install of a new package, call viberaven_validate_npm_package.

Read the full file on GitHub · 48 lines

Files

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.

agents/openai.yaml 330 B

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.

10d ago First seen · 48 lines · 90 tokens per session scan A 561d2ed54429

Subscribe to this mod's changes

viberaven is a skill published in the GitHub repository ohad6k/VibeRaven (38 stars, last pushed 1mo ago), licensed MIT. It adds 90 tokens to every session and 832 once invoked, about $0.0005 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.

Building agents Claude Code Cloud DevOps and cloud codex cursor production-readiness supabase vercel

cost-optimization

Optimize cloud costs across AWS, Azure, GCP, and OCI through resource rightsizing, tagging strategies, reserved instances, and spending analysis. Use when reducing cloud expenses, analyzing infrastructure costs, or implementing cost governance policies.

wshobson/agents · 48 tokens

viberaven

Getting it into your agent

Wrote this? Show the measurements

What it costs to keep this loaded

Grade A, and why

Nothing flagged

How it starts

VibeRaven Skill

When To Use

The Loop

Studio

MCP

What ships with it

What this file has done since we first saw it

Other skills, from other repositories

cost-optimization

istio-traffic-management

terraform-module-library

linkerd-patterns

dokploy-deploy

gcloud-usage