RRepoGEO

REPOGEO REPORT · LITE

zai-org/CogAgent

Default branch main · commit 5fde01e4 · scanned 5/16/2026, 12:52:38 PM

GitHub: 1,179 stars · 99 forks

AI VISIBILITY SCORE
35 /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
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 zai-org/CogAgent, 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 README opening to clarify AI model vs. automation tool

    Why:

    CURRENT
    The current README starts with a title and then immediately lists version updates.
    COPY-PASTE FIX
    Add a concise introductory sentence or paragraph immediately after the main title (or in the first paragraph) that clearly positions CogAgent as an *AI model* for *autonomous GUI control*, explicitly differentiating it from script-based automation frameworks. Example: 'CogAgent is an open-sourced, end-to-end Visual Language Model (VLM) designed for intelligent, autonomous interaction with graphical user interfaces. Unlike traditional script-based UI automation tools, CogAgent leverages advanced AI to perceive, reason, and act on screen input, enabling complex computer application control through natural language.'
  • mediumtopics#2
    Enhance topics for better query matching

    Why:

    CURRENT
    agent, computer-use, glm, gui-agent, vlm
    COPY-PASTE FIX
    agent, computer-use, glm, gui-agent, vlm, gui-automation-ai, screen-interaction, multimodal-ai
  • lowhomepage#3
    Add a homepage URL

    Why:

    COPY-PASTE FIX
    Set the repository homepage URL to the official project page, the organization's main website, or the published paper's URL (e.g., the CogAgent Paper link mentioned in the README).

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 zai-org/CogAgent
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Playwright
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Playwright · recommended 1×
  2. Selenium · recommended 1×
  3. Appium · recommended 1×
  4. PyAutoGUI · recommended 1×
  5. Robot Framework · recommended 1×
  • CATEGORY QUERY
    How can I automate complex graphical user interface interactions with an AI model?
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. Selenium
    3. Appium
    4. PyAutoGUI
    5. Robot Framework
    6. UIPath
    7. Microsoft Power Automate Desktop

    AI recommended 7 alternatives but never named zai-org/CogAgent. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open-source visual language models can control computer applications via screen input?
    you: not recommended
    AI recommended (in order):
    1. Open Interpreter (KillianLucas/open-interpreter)
    2. MiniGPT-4 (Vision-CAIR/MiniGPT-4)
    3. LLaVA (haotian-liu/LLaVA)
    4. SeeClick
    5. AutoGPT (Significant-Gravitas/AutoGPT)
    6. BabyAGI (yoheinakajima/babyagi)
    7. YOLOv8 (ultralytics/ultralytics)
    8. DETR (facebookresearch/detr)
    9. Llama 3
    10. Mistral
    11. GPT-2
    12. GPT-3

    AI recommended 12 alternatives but never named zai-org/CogAgent. 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 zai-org/CogAgent?
    pass
    AI named zai-org/CogAgent explicitly

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

  • If a team adopts zai-org/CogAgent in production, what risks or prerequisites should they evaluate first?
    pass
    AI named zai-org/CogAgent 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 zai-org/CogAgent solve, and who is the primary audience?
    pass
    AI named zai-org/CogAgent 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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HTML
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  • Brand-free category queries5 vs 2 in Lite
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