qa

qa is a skill for Claude Code from Q00/ouroboros. It costs 10 tokens per session (1,450 once invoked), scanned A, original, MIT.

A general quality check for code, documents, API responses, test results, or other artifacts. It returns a score and a verdict such as PASS, REVISE, or FAIL.

In plain words
What is it for?
Use it to assess a file, supplied text, or the output of a recent execution and receive suggestions for improvement.
Why use it?
It gives a quick, structured judgment about whether an item is correct, complete, and aligned with its intended result.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the ouroboros plugin — 22 skills, 3 hooks, 1 MCP server shipped together

Good fit Use it to assess a file, supplied text, or the output of a recent execution and receive suggestions for improvement.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/q00/ouroboros/qa
About the project

Q00/ouroboros is an Agent OS for running coding agents through interviews, staged evaluation, and repeated improvement cycles. It helps developers turn vague requests into tested code across multiple agent runtimes. Its catalogue add-ons provide workflows, agents, hooks, instructions, and integrations for operating those processes.

Q00/ouroboros · 6,250 stars · on GitHub · ouroboros.page

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 Q00/ouroboros --skill qa
Clone the repo
git clone --depth 1 https://github.com/Q00/ouroboros

Made for: Claude Code.

Or install ouroboros, the plugin that ships this one along with the rest of its 22 skills, 3 hooks, 1 MCP server.

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 qa

README.md
[![agentmods](https://agentmods.dev/badge/skills/q00/ouroboros/qa/github.svg)](https://agentmods.dev/skills/q00/ouroboros/qa)
Your own site
<a href="https://agentmods.dev/skills/q00/ouroboros/qa"><img src="https://agentmods.dev/badge/skills/q00/ouroboros/qa/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 qa

Your own site · 80×15
<a href="https://agentmods.dev/skills/q00/ouroboros/qa"><img src="https://agentmods.dev/badge/skills/q00/ouroboros/qa.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 10 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,450 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. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
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 $0.00010 $0.01450
Opus 5.5 $0.00004 $0.00580
Sonnet 5.5 $0.00002 $0.00290
Haiku 4.5 $0.00001 $0.00145

Measured 3d ago against content hash b6832ae5c194, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

qa 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 3d 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.

skills/qa/SKILL.md · 76 lines

How it starts

The opening of the file, as written. The whole thing — 76 lines — stays where its author put it; the contents beside it link to each section on GitHub.

/ouroboros:qa

Fast single-pass quality verdict with actionable suggestions for any artifact: code, documents, API responses, test output, or custom content. For formal three-stage verification of an execution, use ooo evaluate.

ooo qa [file_path | artifact_text]
ooo qa                                     # recent execution output
/ouroboros:qa [file_path | artifact_text]

The QA Judge scores the artifact against a quality bar on Correctness, Completeness, Quality, Intent Alignment, and Domain-Specific dimensions:

Score Verdict Loop action
>= 0.80 PASS done
0.40 - 0.79 REVISE continue
< 0.40 FAIL escalate

Instructions

Loading MCP tools (deferred-schema guard)

Ouroboros tools may be deferred, and a schema loaded on one turn can unload by the next. Immediately before each ouroboros_* call, load it with the active runtime's tool-discovery capability: "+ouroboros qa" for ouroboros_qa. A call whose schema is not loaded fails with "Invalid tool parameters". If the tool is already callable, discovery is a no-op and an empty result is expected. Use the fallback only when the tool is genuinely absent; this skill works without MCP setup.

QA steps

  1. Artifact: a file path (read it with the active runtime's inspect_code capability), inline text, or else the most recent execution output; ask with ask_user if unclear.
  2. Quality bar: the Seed's acceptance criteria when a Seed is in context, else the user's stated bar; otherwise ask "What does 'good' mean for this artifact?"
  3. Artifact type: code, test_output, document, api_response, screenshot, or custom.

3.5. Acting verification fan-out (behavior-bearing artifacts): a text judge can be fooled by a hopeful log line. Use the active runtime's orchestrate_subagents capability to launch, together, one probe child per acting modality the runtime exposes: a process probe (run_shell: run the command or app or smoke commands with bounded timeouts, capture exit codes and real output), a browser probe (HTTP services and web UIs: load them, exercise the primary flows, capture rendering and console/network errors), a computer-use probe (GUI/TUI: drive it like a user, screenshot observed states), and an artifact probe (inspect_code: declared files exist with real content, not placeholders). Each probe returns structured evidence only (commands, observed effects, screenshots/paths, pass/fail per behavior) and covers the applicable adversarial classes the QA tool lists. Skip a modality only when its tools are absent or it is meaningless for the artifact, and say which were skipped and why. Await all probes and pass the merged evidence as reference; prefer observed behavior over source text as the artifact when they disagree.

Read the full file on GitHub · 76 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. 3d ago Changed · -147 lines b6832ae5c194
  2. 1mo ago Changed · +46 lines 11cd687ab582
  3. 1mo ago First seen · 177 lines · 10 tokens per session scan A ccbd6be43093

Subscribe to this mod's changes

qa is a skill published in the GitHub repository Q00/ouroboros (6,250 stars, last pushed today), licensed MIT. It adds 10 tokens to every session and 1,450 once invoked, about $0.0000 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 2026-08-30.

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