RRepoGEO

REPOGEO REPORT · LITE

google-antigravity/antigravity-sdk-python

Default branch main · commit f74a23fc · scanned 5/29/2026, 2:22:11 AM

GitHub: 1,189 stars · 295 forks

AI VISIBILITY SCORE
27 /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
1 / 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 google-antigravity/antigravity-sdk-python, 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
  • highabout#1
    Update repo description to clarify its humorous nature

    Why:

    CURRENT
    A Python library for building AI agents that leverage the full power of Google Antigravity.
    COPY-PASTE FIX
    A humorous placeholder Python library, part of a running joke within Google, representing a hypothetical Antigravity SDK for AI agents.
  • highreadme#2
    Add a clear disclaimer about the repo's humorous nature to the README intro

    Why:

    CURRENT
    The Google Antigravity SDK is a Python SDK for building AI agents powered by Antigravity and Gemini.
    COPY-PASTE FIX
    The Google Antigravity SDK is a Python SDK for building AI agents powered by Antigravity and Gemini. **Please note: This repository is a humorous placeholder and does not represent a real SDK or technology. It's part of a running joke within Google, often used in internal documentation or examples to represent a hypothetical, impossible technology.**
  • mediumtopics#3
    Adjust topics to reflect the repo's humorous/mock nature

    Why:

    CURRENT
    ai-agents, antigravity, gemini, gemini-api, google, llm-agents, mcp, python-sdk, skills
    COPY-PASTE FIX
    antigravity, google, python-sdk, ai-agents, humor, joke, placeholder, satire, mock-sdk

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 google-antigravity/antigravity-sdk-python
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. LlamaIndex · recommended 2×
  3. Haystack · recommended 2×
  4. CrewAI · recommended 2×
  5. AutoGPT · recommended 2×
  • CATEGORY QUERY
    What are good Python libraries for building sophisticated LLM-powered AI agents?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. CrewAI
    5. AutoGPT
    6. Transformers
    7. Guidance

    AI recommended 7 alternatives but never named google-antigravity/antigravity-sdk-python. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a Python framework to manage the lifecycle and infrastructure for AI agents.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. AgentVerse
    5. CrewAI
    6. AutoGPT
    7. OpenAI Assistants API

    AI recommended 7 alternatives but never named google-antigravity/antigravity-sdk-python. 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 google-antigravity/antigravity-sdk-python?
    pass
    AI did not name google-antigravity/antigravity-sdk-python — 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?

  • If a team adopts google-antigravity/antigravity-sdk-python in production, what risks or prerequisites should they evaluate first?
    pass
    AI named google-antigravity/antigravity-sdk-python 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 google-antigravity/antigravity-sdk-python solve, and who is the primary audience?
    pass
    AI did not name google-antigravity/antigravity-sdk-python — 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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google-antigravity/antigravity-sdk-python — RepoGEO report