RRepoGEO

REPOGEO REPORT · LITE

anthonylee991/gemini-superpowers-antigravity

Default branch main · commit 1e08ce69 · scanned 5/30/2026, 10:38:55 PM

GitHub: 770 stars · 98 forks

AI VISIBILITY SCORE
28 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
2 / 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 anthonylee991/gemini-superpowers-antigravity, 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
    Clarify the repo's functional intent in the README

    Why:

    COPY-PASTE FIX
    This repository provides a **fully functional** systematic workflow framework for Google Antigravity, designed for serious AI coding development. It is not a conceptual demo or a joke project.
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    ai-coding, workflow, gemini, google-antigravity, superpowers, guardrails, tdd, llm-development
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/anthonylee991/gemini-superpowers-antigravity

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 anthonylee991/gemini-superpowers-antigravity
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Jira
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Jira · recommended 2×
  2. GitHub Copilot Enterprise · recommended 1×
  3. GitLab Duo Code Suggestions · recommended 1×
  4. Snyk Code · recommended 1×
  5. Checkmarx SAST · recommended 1×
  • CATEGORY QUERY
    What tools help implement guardrails for AI coding to prevent chaotic development?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot Enterprise
    2. GitLab Duo Code Suggestions
    3. Snyk Code
    4. Checkmarx SAST
    5. SonarQube
    6. OpenAI API
    7. Prometheus
    8. Grafana
    9. ESLint
    10. Black
    11. Prettier
    12. Jira
    13. Asana
    14. Trello

    AI recommended 14 alternatives but never named anthonylee991/gemini-superpowers-antigravity. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to enforce a systematic AI development workflow with planning, testing, and review?
    you: not recommended
    AI recommended (in order):
    1. MLflow (mlflow/mlflow)
    2. DVC (Data Version Control) (iterative/dvc)
    3. Git (git/git)
    4. Jupyter Notebooks (jupyter/notebook)
    5. JupyterLab (jupyterlab/jupyterlab)
    6. nbdime (jupyter/nbdime)
    7. GitHub
    8. GitLab
    9. Bitbucket
    10. GitHub Actions
    11. GitLab CI/CD
    12. Jenkins (jenkinsci/jenkins)
    13. Weights & Biases (W&B) (wandb/wandb)
    14. Azure Machine Learning
    15. Google Cloud AI Platform
    16. Amazon SageMaker
    17. Confluence
    18. Notion
    19. Jira

    AI recommended 19 alternatives but never named anthonylee991/gemini-superpowers-antigravity. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    warn

    Suggestion:

  • 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 anthonylee991/gemini-superpowers-antigravity?
    pass
    AI named anthonylee991/gemini-superpowers-antigravity explicitly

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

  • If a team adopts anthonylee991/gemini-superpowers-antigravity in production, what risks or prerequisites should they evaluate first?
    pass
    AI named anthonylee991/gemini-superpowers-antigravity 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 anthonylee991/gemini-superpowers-antigravity solve, and who is the primary audience?
    pass
    AI did not name anthonylee991/gemini-superpowers-antigravity — likely talking about a different project

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

Embed your GEO score

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anthonylee991/gemini-superpowers-antigravity — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite