RRepoGEO

REPOGEO REPORT · LITE

zai-org/CogAgent

Default branch main · commit 5fde01e4 · scanned 6/27/2026, 9:42:56 AM

GitHub: 1,185 stars · 99 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)

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

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 the core differentiator to the top of the README

    Why:

    CURRENT
    The README's first content after the H1 is a link to Chinese documentation, followed by a release announcement.
    COPY-PASTE FIX
    Insert the following paragraph immediately after the H1 (and before any language links or release announcements):

CogAgent is the first open-source Visual Language Model (VLM) specifically engineered as an end-to-end agent for interacting with Graphical User Interfaces (GUIs). It enables AI to visually understand and control computer applications via natural language, offering a unique solution for complex GUI automation.
  • mediumhomepage#2
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    Add the official project homepage URL (e.g., a dedicated website, a prominent demo page, or the paper's landing page) to the 'Homepage' field in the repository's About section.
  • lowtopics#3
    Add a more specific topic to reinforce the unique combination

    Why:

    CURRENT
    agent, computer-use, glm, gui-agent, vlm
    COPY-PASTE FIX
    agent, computer-use, glm, gui-agent, vlm, vlm-gui-agent

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
microsoft/playwright
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. microsoft/playwright · recommended 1×
  2. GPT-4V · recommended 1×
  3. haotian-liu/LLaVA · recommended 1×
  4. Significant-Gravitas/AutoGPT · recommended 1×
  5. yoheinakajima/babyagi · recommended 1×
  • CATEGORY QUERY
    How can I automate complex GUI tasks using a vision-language model?
    you: not recommended
    AI recommended (in order):
    1. Playwright (microsoft/playwright)
    2. GPT-4V
    3. LLaVA (haotian-liu/LLaVA)
    4. AutoGPT (Significant-Gravitas/AutoGPT)
    5. BabyAGI (yoheinakajima/babyagi)
    6. Selenium (SeleniumHQ/selenium)
    7. Microsoft Power Automate Desktop
    8. AI Builder
    9. UiPath
    10. UiPath's AI Computer Vision
    11. OpenCV (opencv/opencv)
    12. Pillow (python-pillow/Pillow)
    13. mss (BoboTiG/python-mss)
    14. BLIP-2 (salesforce/BLIP)
    15. MiniGPT-4 (Vision-CAIR/MiniGPT-4)
    16. PyAutoGUI (asweigart/pyautogui)

    AI recommended 16 alternatives but never named zai-org/CogAgent. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an open-source AI agent to control computer applications via natural language.
    you: not recommended
    AI recommended (in order):
    1. Open Interpreter
    2. AutoGPT
    3. AgentGPT
    4. BabyAGI
    5. LangChain Agents
    6. LlamaIndex Agents

    AI recommended 6 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?

Embed your GEO score

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

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MARKDOWN (README)
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HTML
<a href="https://repogeo.com/en/r/zai-org/CogAgent"><img src="https://repogeo.com/badge/zai-org/CogAgent.svg" alt="RepoGEO" /></a>
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zai-org/CogAgent — 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