RRepoGEO

REPOGEO REPORT · LITE

openkursar/hello-halo

Default branch main · commit 5eb9150d · scanned 6/26/2026, 2:17:12 AM

GitHub: 1,613 stars · 182 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
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 openkursar/hello-halo, 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
    Explicitly state the project's identity and purpose in the README's opening.

    Why:

    CURRENT
    The README's initial descriptive text after the H1/H3 is "Deploy locally. Automate everything, around the clock. AI Digital Humans work while you make the calls."
    COPY-PASTE FIX
    Halo is a 7x24 Desktop AI Agent and AI Workstation, providing a visual AI assistant with remote access, file management, and a built-in AI browser. Deploy locally. Automate everything, around the clock. AI Digital Humans work while you make the calls.
  • mediumtopics#2
    Add more descriptive and relevant topics.

    Why:

    CURRENT
    agent, claudecode, cowork
    COPY-PASTE FIX
    ai-agent, desktop-automation, ai-assistant, local-ai, visual-ai, ai-workstation, rpa, file-management, remote-access
  • mediumlicense#3
    Add a clear statement about the license in the README.

    Why:

    COPY-PASTE FIX
    ## License
Halo is released under a custom license detailed in the [LICENSE](LICENSE) file. Please refer to the file for full terms and conditions.

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 openkursar/hello-halo
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Robocorp
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Robocorp · recommended 1×
  2. TagUI · recommended 1×
  3. UIPath Community Edition · recommended 1×
  4. OpenRPA · recommended 1×
  5. Playwright · recommended 1×
  • CATEGORY QUERY
    What are the best self-hosted AI agents for automating desktop workflows around the clock?
    you: not recommended
    AI recommended (in order):
    1. Robocorp
    2. TagUI
    3. UIPath Community Edition
    4. OpenRPA
    5. Playwright
    6. SikuliX

    AI recommended 6 alternatives but never named openkursar/hello-halo. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I set up a personal AI workstation with complete local data control and visual interface?
    you: not recommended
    AI recommended (in order):
    1. NVIDIA GeForce RTX 4090
    2. NVIDIA GeForce RTX 4080 SUPER
    3. AMD Radeon RX 7900 XTX
    4. Intel Core i9-14900K
    5. AMD Ryzen 9 7950X3D
    6. Ubuntu Desktop
    7. Windows 11 Pro
    8. NVIDIA CUDA Toolkit
    9. cuDNN
    10. Anaconda
    11. Miniconda
    12. PyTorch
    13. TensorFlow
    14. Hugging Face Transformers
    15. Hugging Face Diffusers
    16. JupyterLab
    17. VS Code
    18. Python Extension
    19. Automatic1111's Stable Diffusion WebUI
    20. ComfyUI
    21. Ollama
    22. LM Studio

    AI recommended 22 alternatives but never named openkursar/hello-halo. 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 openkursar/hello-halo?
    pass
    AI named openkursar/hello-halo explicitly

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

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

    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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MARKDOWN (README)
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HTML
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openkursar/hello-halo — 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