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

.claude/skills/repo-scout/SKILL.md

repo-scout is a skill for Claude Code from vlad-ryzhkov/ai-context-engineering-for-qa. It costs 64 tokens per session (6,983 once invoked), scanned A, original, Unlicense.

A repository scanner for backend projects written in Go, Python, Node.js, Java, or Kotlin. It catalogs the available APIs, infrastructure, and existing test coverage.

In plain words
What is it for?
Use it when entering an unfamiliar backend repository to map its API surface, infrastructure, and tests.
Why use it?
It gives a new project a structured overview before tests are written, reducing the risk of missing endpoints or duplicating existing coverage.

Skill for Claude Code

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

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/repo-scout/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 repo-scout

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

Your own site · 80×15
<a href="https://agentmods.dev/skills/vlad-ryzhkov/ai-context-engineering-for-qa/repo-scout"><img src="https://agentmods.dev/badge/skills/vlad-ryzhkov/ai-context-engineering-for-qa/repo-scout.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 64 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 6,983 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 1 finding. 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 $0.00064 $0.06983
Opus 5 $0.00032 $0.03492
Sonnet 5 $0.00013 $0.01397
Haiku 4.5 $0.00006 $0.00698

Measured 2d ago against content hash e9d1bffb60ca, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

repo-scout scanned grade A with 1 finding 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 2d 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.

Makes network callslowCapability

Not a fault in itself. Listed so you know the mod talks to something, and to what.

- Grep HTTP client init: `http.NewRequest`, `resty.New()`, `axios.create`, `WebClient.builder()`
.claude/skills/repo-scout/SKILL.md · 517 lines

How it starts

The opening of the file, as written. The whole thing — 517 lines — stays where its author put it; the contents beside it link to each section on GitHub.

/repo-scout — Backend Repository Reconnaissance

Scope (SINGLE AUTHORITY)

repo-scout is the ONLY skill responsible for initial repository discovery.

  • It reads, catalogs, and extracts business logic facts (validations, errors, auth flows).
  • It detects entity dependencies, state machines, behavioral nuances, resilience patterns, and produces a Test Generation Blueprint for downstream skills.
  • It NEVER evaluates code quality, suggests improvements, or generates test code.
  • It NEVER generates test files or execution plans.

Out of Scope (NEVER do these):

  • Architecture pattern detection or diagram generation (MVC, Hexagonal, etc.) — irrelevant for test planning
  • Code quality evaluation or improvement suggestions (existing constraint — restated for clarity)
  • Execution of external scripts or dependency installation (pip install, npm install, etc.)

When to Use

  • First entry into a new backend repository
  • Before /api-isolated-tests — for data collection
  • Before /init-project — to understand the target service
  • Periodic audit: "what changed in the API surface?"

When NOT to Use

  • QA projects with tests (use /init-project)
  • Code review (use standard tools)
  • Frontend/mobile repositories

Analysis Anti-Patterns (NEVER DO)

Anti-Pattern Why Skipped
Line count (cloc) Useless metric for QA — number of routes and hierarchy depth matter
Cyclomatic complexity Parsing linter JSON in bash is fragile; delegate to SonarQube/CI
Architecture pattern detection (MVC, DDD, Clean, Hexagonal) Folder naming is irrelevant — routes and DB schema are what matter

Read the full file on GitHub · 517 lines

Files

What ships with it

8 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. 2d ago Changed · +496 lines · +33 tokens per session e9d1bffb60ca
  2. 11d ago First seen · 21 lines · 31 tokens per session scan A 72f269d41cc9

Subscribe to this mod's changes

repo-scout is a skill published in the GitHub repository vlad-ryzhkov/ai-context-engineering-for-qa (6 stars, last pushed 2d ago), licensed Unlicense. It adds 64 tokens to every session and 6,983 once invoked, about $0.0003 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

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