Agent skill

QA Orchestrator

by pilinux in pilinux/gorest

Orchestrate multi-step change workflows (search, analyze, propose, implement, verify) with explicit evidence and gate checks.

MITAuto-check passedDatabases

Install QA Orchestrator

skills CLI
$ npx skills add pilinux/gorest --skill qa-orchestrator -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install pilinux/gorest qa-orchestrator --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/pilinux/gorest.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/qa-orchestrator .claude/skills/qa-orchestrator && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
qa-orchestrator
GitHub stars
506
Token cost
~265 tokens
SKILL.md length
85 words
Files
1
Skills in repo
20
Repo updated
First seen
Licence
MIT

At a glance

Orchestrate multi-step change workflows (search, analyze, propose, implement, verify) with explicit evidence and gate checks.

  • Works in 5 steps: Locate: source-search / code-navigation → Understand: file-reader / explain-code → Simulate: safe-edit-simulator (dry-run +… → …
  • Databases work in your project
  • SKILL.md covers When to Use, Workflow, Rules and Output, plus 1 more section
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

QA Orchestrator is an agent skill from pilinux/gorest. Orchestrate multi-step change workflows (search, analyze, propose, implement, verify) with explicit evidence and gate checks.

Its SKILL.md is about 270 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Databases. The repository describes itself as: Go RESTful API starter kit with Gin, JWT, GORM (MySQL, PostgreSQL, SQLite), Redis, Mongo, 2FA, email verification, password recovery. The licence is MIT.

When your agent uses it

  • Databases work in your project

Example prompts

  • “/qa-orchestrator”

Workflow steps

5 steps, taken from the first numbered list in SKILL.md.

  1. Locate: source-search / code-navigation
  2. Understand: file-reader / explain-code
  3. Simulate: safe-edit-simulator (dry-run + risk checklist)
  4. Implement: patch-applier + code-formatter (after approval)
  5. Verify: test-runner, linter-runner, static-analysis

What it can do on your machine

Read from SKILL.md and the folder at commit 38aab64. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

QA Orchestrator loads about 265 tokens when it runs. Until then it costs about 35 tokens; SKILL.md has 85 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~35
When it runs · the whole SKILL.md, loaded when a task matches
~265

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from pilinux/gorest at commit 38aab64, republished under its MIT licence (© pilinux). 85 words, ~265 tokens.

Download SKILL.mdSave it as .claude/skills/qa-orchestrator/SKILL.md (or your agent's skills folder).
name
qa-orchestrator
description
Orchestrate multi-step change workflows (search, analyze, propose, implement, verify) with explicit evidence and gate checks.
license
MIT
metadata.mode
workflow
metadata.purpose
orchestrate

QA Orchestrator

When to Use

  • Complex tasks that require multiple evidence-backed steps and human approval between stages.

Workflow

  1. Locate: source-search / code-navigation
  2. Understand: file-reader / explain-code
  3. Simulate: safe-edit-simulator (dry-run + risk checklist)
  4. Implement: patch-applier + code-formatter (after approval)
  5. Verify: test-runner, linter-runner, static-analysis

Rules

  • Keep each step small and reviewable; require explicit user approval for destructive or high-risk changes.
  • Provide path:line evidence for key claims.

Output

  • Step-by-step results (numbered).
  • Evidence for decisions with path:line citations.
  • Next action and required approvals.
  • safe-edit-simulator, patch-applier, test-runner

© pilinux, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in .agents/skills/qa-orchestrator of pilinux/gorest.

Open the folder on GitHubat commit 38aab64

Compare with similar skills

QA Orchestrator next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

QA Orchestrator compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
QA Orchestrator this skillpilinux/gorest506—~265Automated safety check: PassMIT
Mail Timeveliovgroup/mail-time143—~1kAutomated safety check: PassBSD-3-Clause
Tgf Server Devthkhxm/tgf128—~1.3kAutomated safety check: NotesMIT
Azure Storagemicrosoft/GitHub-Copilot-for-Azure2552 repos~1.3kAutomated safety check: PassMIT
ArchitectYougLin-dev/Aha-Loop181—~2.2kAutomated safety check: PassMIT
Configure REST Cachestrapi-community/plugin-rest-cache155—~1.1kAutomated safety check: PassMIT

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Questions about QA Orchestrator

What does QA Orchestrator do?

Orchestrate multi-step change workflows (search, analyze, propose, implement, verify) with explicit evidence and gate checks. QA Orchestrator is an agent skill from pilinux/gorest. Orchestrate multi-step change workflows (search, analyze, propose, implement, verify) with explicit evidence and gate checks.

When should I use QA Orchestrator?

QA Orchestrator fits situations like: databases work in your project.

How do I install QA Orchestrator in Claude Code?

Run `npx skills add pilinux/gorest --skill qa-orchestrator -a claude-code`. Or copy the skill folder (.agents/skills/qa-orchestrator in pilinux/gorest) into .claude/skills/qa-orchestrator in your project. Claude Code loads it when a task matches its description.

How do I install QA Orchestrator in Codex?

Run `npx skills add pilinux/gorest --skill qa-orchestrator -a codex`. Or copy the skill folder (.agents/skills/qa-orchestrator in pilinux/gorest) into .agents/skills/qa-orchestrator in your project. Codex loads it when a task matches its description.

Can I use QA Orchestrator in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add pilinux/gorest --skill qa-orchestrator -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/qa-orchestrator, .gemini/skills/qa-orchestrator, .github/skills/qa-orchestrator and .opencode/skills/qa-orchestrator in your project.

What does QA Orchestrator need to run?

SKILL.md names no scripts, command-line tools or credentials: QA Orchestrator is instructions for the agent only.

Does QA Orchestrator access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is QA Orchestrator safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does QA Orchestrator use?

QA Orchestrator is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does QA Orchestrator use?

About 265 tokens (SKILL.md is roughly 1.1k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to QA Orchestrator?

Skills that share tags, products or a category with QA Orchestrator: Mail Time (veliovgroup/mail-time, 143 stars), Tgf Server Dev (thkhxm/tgf, 128 stars), Azure Storage (microsoft/GitHub-Copilot-for-Azure, 255 stars) and Architect (YougLin-dev/Aha-Loop, 181 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains QA Orchestrator?

pilinux (a GitHub user) maintains it in pilinux/gorest, which has 506 GitHub stars. The repository holds 20 skills in this directory. The repository was last updated on September 25, 2026.

Source: pilinux/gorest on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.