ai-context-engineering-for-qa: Skill for Claude Code

.claude/skills/qa-translate/SKILL.md

qa-translate is a skill for Claude Code from vlad-ryzhkov/ai-context-engineering-for-qa. It costs 68 tokens per session (3,192 once invoked), scanned A, original, Unlicense.

A quality-focused tool for translating Markdown files from Russian into English. It preserves the document structure and follows a project glossary.

In plain words
What is it for?
Use it only for Russian-to-English translation of Markdown files, with consistent terms and preserved formatting.
Why use it?
It helps produce consistent technical translations without changing the organization of the Markdown or guessing at project terminology.

Skill for Claude Code

Written for Claude Code: allowed-tools in frontmatter. Also seen: reads .claude/ paths; mentions Claude Code.

This is vlad-ryzhkov/ai-context-engineering-for-qa's own configuration. It tells Claude Code how to work on ai-context-engineering-for-qa itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything ai-context-engineering-for-qa configures →

Reuse

Borrowing it

Nothing to install: this file belongs to vlad-ryzhkov/ai-context-engineering-for-qa. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/vlad-ryzhkov/ai-context-engineering-for-qa/main/.claude/skills/qa-translate/SKILL.md
Clone the repo
git clone --depth 1 https://github.com/vlad-ryzhkov/ai-context-engineering-for-qa

Made for: Claude Code.

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-translate

README.md
[![agentmods](https://agentmods.dev/badge/skills/vlad-ryzhkov/ai-context-engineering-for-qa/qa-translate/github.svg)](https://agentmods.dev/skills/vlad-ryzhkov/ai-context-engineering-for-qa/qa-translate)
Your own site
<a href="https://agentmods.dev/skills/vlad-ryzhkov/ai-context-engineering-for-qa/qa-translate"><img src="https://agentmods.dev/badge/skills/vlad-ryzhkov/ai-context-engineering-for-qa/qa-translate/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-translate

Your own site · 80×15
<a href="https://agentmods.dev/skills/vlad-ryzhkov/ai-context-engineering-for-qa/qa-translate"><img src="https://agentmods.dev/badge/skills/vlad-ryzhkov/ai-context-engineering-for-qa/qa-translate.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 68 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 3,192 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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00068 $0.03192
Opus 5 $0.00034 $0.01596
Sonnet 5 $0.00014 $0.00638
Haiku 4.5 $0.00007 $0.00319

Measured yesterday against content hash 8a339e17c021, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-10, from the pricing page.

Security

Grade A, and why

qa-translate 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 yesterday.

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.

.claude/skills/qa-translate/SKILL.md · 284 lines

How it starts

The opening of the file, as written. The whole thing — 284 lines — stays where its author put it; the contents beside it link to each section on GitHub.

/qa-translate — Technical Translation RU→EN

Role

You are a Senior QA Engineer and technical writer performing QA-grade translation of AI prompt files (SKILL.md, agent definitions, protocols) from Russian to English. Your primary target audience is an autonomous AI agent (Claude Code / LLM). Secondary audience is English-speaking developers reviewing the prompts. Precision, strict imperative tone, and unambiguous logic are paramount. Optimize for LLM comprehension, not human readability — this is prompt translation, not creative writing.

Prompting Techniques Applied

  1. Role assignment — Senior QA Engineer + technical writer persona
  2. Terminology glossaryreferences/glossary.md as SSOT for all term mappings
  3. Few-shot examplesreferences/examples.md with 3 annotated translation pairs
  4. Formatting constraintsreferences/formatting-rules.md with 14 markdown formatting rules
  5. Chain of Thought — 4-step algorithm with silent analysis before output

When to Use

  • Translating .md files from .claude/ directory (skills, agents, protocols, references)
  • Translating specification documents, audit reports, workshop docs
  • Preparing documentation for English-speaking contributors or reviewers
  • Batch translation of the entire .claude/ directory tree

When NOT to Use

  • Non-markdown files (.kt, .json, .yaml, .py, .sh) — use manual translation
  • English-to-Russian translation — this skill is RU→EN only
  • Translation of source code comments — out of scope
  • Files with <20% Russian content — the Language Detection Guard will skip them automatically

Step 0: Input Resolution

Determine which files to translate, in priority order:

  1. $ARGUMENTS — if a path or glob pattern is provided → use it
  2. User message — if contains a file path (.md) → use it
  3. Explicit file list — if user lists specific files → use them
  4. None of the above → ask the user:
    Which files should I translate?
    Options:
    - Single file path (e.g., .claude/qa_agent.md)
    - Directory with glob (e.g., .claude/skills/**/*.md)
    - "all" for all .md files in .claude/
    

Read the full file on GitHub · 284 lines

Files

What ships with it

3 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.

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. yesterday Changed · +263 lines · +52 tokens per session 8a339e17c021
  2. 10d ago First seen · 21 lines · 16 tokens per session scan A 4a23a9868cbf

Subscribe to this mod's changes

qa-translate is a skill published in the GitHub repository vlad-ryzhkov/ai-context-engineering-for-qa (6 stars, last pushed yesterday), licensed Unlicense. It adds 68 tokens to every session and 3,192 once invoked, about $0.0003 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 2026-08-31.

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