RRepoGEO

REPOGEO REPORT · LITE

yz671/viewllm

Default branch main · commit 4c062917 · scanned 6/22/2026, 9:46:48 PM

GitHub: 524 stars · 82 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 yz671/viewllm, 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
    Add a differentiating sentence to the 'What viewllm does' section

    Why:

    COPY-PASTE FIX
    Add this sentence at the beginning of the 'What viewllm does' section: "viewllm is a dedicated, single-binary tool for viewing and sharing the rich HTML/Markdown *output reports* from AI coding agents and LLMs. Unlike generic web servers or LLM internal visualization tools, it focuses solely on making these generated artifacts easily accessible and shareable."
  • hightopics#2
    Add relevant topics to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    llm, ai-agents, html-reports, markdown-viewer, report-viewer, developer-tools, cli, web-server, sharing-tool
  • mediumhomepage#3
    Set the repository homepage URL

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    https://demo.viewllm.dev

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 yz671/viewllm
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Chrome
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Chrome · recommended 1×
  2. Firefox · recommended 1×
  3. Edge · recommended 1×
  4. Safari · recommended 1×
  5. microsoft/vscode · recommended 1×
  • CATEGORY QUERY
    How to easily view rich HTML reports generated by AI coding assistants?
    you: not recommended
    AI recommended (in order):
    1. Chrome
    2. Firefox
    3. Edge
    4. Safari
    5. VS Code (microsoft/vscode)
    6. Live Server Extension (ritwickdey/vscode-live-server)
    7. Jupyter Notebooks (jupyter/notebook)
    8. JupyterLab (jupyterlab/jupyterlab)
    9. pandas-profiling (ydataai/ydata-profiling)
    10. sweetviz (fbdesignpro/sweetviz)
    11. explainerdashboard (oegedijk/explainerdashboard)
    12. http.server
    13. SimpleHTTPServer

    AI recommended 13 alternatives but never named yz671/viewllm. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a simple way to share interactive HTML output from large language models.
    you: not recommended
    AI recommended (in order):
    1. Gradio
    2. Streamlit
    3. Panel
    4. ipywidgets
    5. Dash by Plotly
    6. Hugging Face Spaces

    AI recommended 6 alternatives but never named yz671/viewllm. 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 yz671/viewllm?
    pass
    AI named yz671/viewllm explicitly

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

  • If a team adopts yz671/viewllm in production, what risks or prerequisites should they evaluate first?
    pass
    AI named yz671/viewllm 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 yz671/viewllm solve, and who is the primary audience?
    pass
    AI named yz671/viewllm explicitly

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

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yz671/viewllm — 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