RRepoGEO

REPOGEO REPORT · LITE

BAAI-Agents/Cradle

Default branch main · commit d7752fcc · scanned 6/22/2026, 11:33:15 AM

GitHub: 2,540 stars · 268 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 BAAI-Agents/Cradle, 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
    Refine the project description to emphasize the unique interaction method

    Why:

    CURRENT
    The Cradle framework is a first attempt at General Computer Control (GCC). Cradle supports agents to ace any computer task by enabling strong reasoning abilities, self-improvment, and skill curation, in a standardized general environment with minimal requirements.
    COPY-PASTE FIX
    Cradle is a framework for General Computer Control (GCC), enabling foundation agents to ace any computer task by interacting with applications via visual input (screenshots) and keyboard/mouse operations, mimicking human interaction in a standardized environment.
  • mediumreadme#2
    Add a 'Comparison' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section titled 'Comparison with other frameworks' or 'Why Cradle?' that explicitly contrasts Cradle with generic agent frameworks (e.g., LangChain, LlamaIndex) by highlighting its focus on General Computer Control via visual input, and with low-level UI automation tools (e.g., Playwright, PyAutoGUI) by emphasizing its agentic capabilities and reasoning.
  • lowtopics#3
    Enhance topics with more specific keywords for visual interaction and UI control

    Why:

    CURRENT
    ai, ai-agent, ai-agents-framework, computer-control, cradle, foundation-agent, gcc, general-computer-control, generative-ai, grounding, large-language-models, llm, lmm, multimodality, personoid, vision-language-model, vlm
    COPY-PASTE FIX
    ai, ai-agent, ai-agents-framework, computer-control, cradle, foundation-agent, gcc, general-computer-control, generative-ai, grounding, large-language-models, llm, lmm, multimodality, personoid, vision-language-model, vlm, ui-automation, desktop-automation, visual-control, screen-understanding

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 BAAI-Agents/Cradle
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. OpenAI GPT-4V (Vision) · recommended 1×
  3. Microsoft Playwright · recommended 1×
  4. Appium · recommended 1×
  5. PyAutoGUI · recommended 1×
  • CATEGORY QUERY
    How can I build AI agents to control any computer application using visual input?
    you: not recommended
    AI recommended (in order):
    1. OpenAI GPT-4V (Vision)
    2. Microsoft Playwright
    3. Appium
    4. PyAutoGUI
    5. Tesseract OCR
    6. OpenCV
    7. LangChain
    8. Pillow (PIL)
    9. Robocorp

    AI recommended 9 alternatives but never named BAAI-Agents/Cradle. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What framework helps foundation models perform complex computer tasks with human-like interaction?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. AutoGPT
    4. BabyAGI
    5. Microsoft Guidance
    6. Haystack

    AI recommended 6 alternatives but never named BAAI-Agents/Cradle. 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 BAAI-Agents/Cradle?
    pass
    AI named BAAI-Agents/Cradle explicitly

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

  • If a team adopts BAAI-Agents/Cradle in production, what risks or prerequisites should they evaluate first?
    pass
    AI named BAAI-Agents/Cradle 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 BAAI-Agents/Cradle solve, and who is the primary audience?
    pass
    AI named BAAI-Agents/Cradle explicitly

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

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MARKDOWN (README)
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BAAI-Agents/Cradle — 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