RRepoGEO

REPOGEO REPORT · LITE

hrishioa/lumentis

Default branch master · commit 15e8855e · scanned 5/25/2026, 11:52:43 AM

GitHub: 1,695 stars · 93 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 hrishioa/lumentis, 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 H1 to clearly state the project's purpose

    Why:

    CURRENT
    <h1 align="center">
  <br>
  <a href="https://github.com/hrishioa/lumentis"></a>
  <br>
<code>npx lumentis</code>
  <br>
</h1>

<h3 align="center">Generate beautiful docs from your transcripts and unstructured information with a single command.</h3>
    COPY-PASTE FIX
    <h1 align="center">
  <br>
  AI-Powered Documentation Generator: Lumentis
  <br>
</h1>

<h3 align="center">Generate comprehensive, easy-to-skim documentation from meeting transcripts, raw text, and unstructured information with a single command.</h3>
  • hightopics#2
    Add relevant topics to improve AI categorization

    Why:

    COPY-PASTE FIX
    ai, documentation, generator, transcripts, text-to-docs, llm, gpt, gemini, cli
  • mediumlicense#3
    Clarify the existing license in the README

    Why:

    COPY-PASTE FIX
    ## License
This project is released under the terms specified in the [LICENSE](LICENSE) file. Please refer to the file for full details on the applicable license(s).

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 hrishioa/lumentis
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Notion AI
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Notion AI · recommended 1×
  2. Fireflies.ai · recommended 1×
  3. Otter.ai · recommended 1×
  4. ChatGPT · recommended 1×
  5. GPT-4 · recommended 1×
  • CATEGORY QUERY
    How to quickly generate comprehensive documentation from meeting transcripts using AI?
    you: not recommended
    AI recommended (in order):
    1. Notion AI
    2. Fireflies.ai
    3. Otter.ai
    4. ChatGPT
    5. GPT-4
    6. ScribeHow
    7. Rewind AI

    AI recommended 7 alternatives but never named hrishioa/lumentis. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools can convert raw text notes into well-structured, easy-to-read documentation?
    you: not recommended
    AI recommended (in order):
    1. Obsidian
    2. Joplin
    3. Logseq
    4. Notion
    5. Confluence
    6. MkDocs
    7. Sphinx

    AI recommended 7 alternatives but never named hrishioa/lumentis. 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 hrishioa/lumentis?
    pass
    AI named hrishioa/lumentis explicitly

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

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

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

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hrishioa/lumentis — 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