What is gc-qa3-reader?

A quality-assurance reader for one batch of changes in a Lao chapter. It compares each changed paragraph with the English source and the text before review, then records a verdict and marks changes that should not remain.

Use it to review translation or editing changes in a chapter and record which changes are acceptable or need attention.

It helps catch incorrect edits by checking them in the context of the complete paragraph rather than judging isolated words.

How bountonw/translate configures Claude Code

Reuse

Borrowing it

Nothing to install: this file belongs to bountonw/translate. 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/bountonw/translate/main/.claude/agents/gc-qa3-reader.md

Clone the repo

git clone --depth 1 https://github.com/bountonw/translate

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.

README.md

[![agentmods](https://agentmods.dev/badge/agents/bountonw/translate/gc-qa3-reader/github.svg)](https://agentmods.dev/agents/bountonw/translate/gc-qa3-reader)

Your own site

<a href="https://agentmods.dev/agents/bountonw/translate/gc-qa3-reader"><img src="https://agentmods.dev/badge/agents/bountonw/translate/gc-qa3-reader/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/agents/bountonw/translate/gc-qa3-reader"><img src="https://agentmods.dev/badge/agents/bountonw/translate/gc-qa3-reader.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 93 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.

When invoked 2,743 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 unknown 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	$0.00093	$0.02743
Opus 5.5	$0.00037	$0.01097
Sonnet 5.5	$0.00019	$0.00549
Haiku 4.5	$0.00009	$0.00274

Measured today against content hash fd679aa1d3d6, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

gc-qa3-reader 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 today.

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/agents/gc-qa3-reader.md · 67 lines

The source is not reproduced here

A licence we could not identify

The repository carries a LICENSE file, but it is custom or dual enough that GitHub cannot name it and neither can this catalogue. Unknown terms are not permission, so the body is not copied here. Read the licence at the source and decide for yourself.

Read it on GitHub

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.

today First seen · 67 lines · 93 tokens per session scan A fd679aa1d3d6

Subscribe to this mod's changes

gc-qa3-reader is an agent published in the GitHub repository bountonw/translate (5 stars, last pushed yesterday), with no licence file. It adds 93 tokens to every session and 2,743 once invoked, about $0.0004 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 2026-11-07.

Localization

gc-qa3-reader next to 6 agents from other repositories
Mod	Type	Stars	Last push	Licence	Scan	Tokens	Works with
gc-qa3-readerbountonw/translate	Agent	5	yesterday	none	A	93	Claude Code
i18n-translatorhappier-dev/happier	Agent	2.2k	today	MIT	A	0	Claude Code
beamer-translatorpedrohcgs/claude-code-my-workflow	Agent	1.7k	today	MIT	A	57	Claude Code
babelvibeeval/vibecosystem	Agent	539	2d ago	MIT	A	16	Claude Code
frontend-engineerfpindej/netrock	Agent	235	5d ago	MIT	A	39	Claude Code
translatorpjt222/agent-almanac	Agent	43	yesterday	MIT	A	28	Claude Code
i18nzhimaAi/chatwiki	Agent	2.1k	yesterday	none	A	7	Claude Code

translate: Agent for Claude Code