RRepoGEO

REPOGEO REPORT · LITE

qawolf/cli

Default branch main · commit adfc74e3 · scanned 6/16/2026, 10:21:15 AM

GitHub: 3,427 stars · 140 forks

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 fail
Objective metadata checks
AI knows your name
3 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface qawolf/cli, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition the README's opening statement to emphasize end-to-end test automation and CI/CD

    Why:

    CURRENT
    Run QA Wolf flows from your terminal or in CI.
    COPY-PASTE FIX
    The command-line interface for QA Wolf, enabling end-to-end test automation from your terminal, CI/CD pipelines, or AI agents.
  • mediumtopics#2
    Add more specific topics related to CI/CD and test runners

    Why:

    CURRENT
    automation, cli, e2e, end-to-end-testing, playwright, qa, qawolf, test-automation, testing
    COPY-PASTE FIX
    automation, cli, e2e, end-to-end-testing, playwright, qa, qawolf, test-automation, testing, ci-cd, devops-tools, test-runner
  • lowreadme#3
    Add a dedicated 'What is QA Wolf CLI?' section to the README

    Why:

    COPY-PASTE FIX
    ## What is the QA Wolf CLI?

The QA Wolf CLI is your command-line gateway to running powerful end-to-end tests locally and integrating them seamlessly into your CI/CD workflows. It allows you to execute flows created with the full QA Wolf platform, manage environments, and automate your testing process directly from the command line, without needing a browser UI.

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface qawolf/cli
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Maven
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Maven · recommended 1×
  2. npm · recommended 1×
  3. yarnpkg/yarn · recommended 1×
  4. pytest-dev/pytest · recommended 1×
  5. gradle/gradle · recommended 1×
  • CATEGORY QUERY
    How to run automated end-to-end tests directly from my command line?
    you: not recommended
    Show full AI answer
  • CATEGORY QUERY
    What are the best command-line tools for integrating QA test automation into CI/CD pipelines?
    you: not recommended
    AI recommended (in order):
    1. Maven
    2. npm
    3. Yarn (yarnpkg/yarn)
    4. pytest (pytest-dev/pytest)
    5. Gradle (gradle/gradle)
    6. dotnet CLI (dotnet/sdk)
    7. Robot Framework (robotframework/robotframework)
    8. Go test

    AI recommended 8 alternatives but never named qawolf/cli. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    pass

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of qawolf/cli?
    pass
    AI named qawolf/cli explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts qawolf/cli in production, what risks or prerequisites should they evaluate first?
    pass
    AI named qawolf/cli explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo qawolf/cli solve, and who is the primary audience?
    pass
    AI named qawolf/cli explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

Drop this badge into the README of qawolf/cli. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/qawolf/cli.svg)](https://repogeo.com/en/r/qawolf/cli)
HTML
<a href="https://repogeo.com/en/r/qawolf/cli"><img src="https://repogeo.com/badge/qawolf/cli.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

qawolf/cli — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite