RRepoGEO

REPOGEO REPORT · LITE

Dillettant/Athena

Default branch main · commit 2c4aeb52 · scanned 6/10/2026, 1:38:13 AM

GitHub: 708 stars · 129 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)

2 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 Dillettant/Athena, 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

2 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 specialization

    Why:

    CURRENT
    STEM ESSAY is a cutting-edge tool designed to simplify the process of creating structured outlines for STEM essays.
    COPY-PASTE FIX
    STEM ESSAY is a specialized generative AI tool focused on creating structured outlines for academic papers and STEM essays, providing a clear framework for complex topics.
  • lowhomepage#2
    Add the official homepage URL

    Why:

    COPY-PASTE FIX
    Add the URL for the official website mentioned in the README to the repository's homepage field.

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 Dillettant/Athena
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ChatGPT
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. ChatGPT · recommended 2×
  2. Perplexity AI · recommended 2×
  3. Elicit · recommended 2×
  4. Notion AI · recommended 1×
  5. Scrivener · recommended 1×
  • CATEGORY QUERY
    What AI tools help generate structured outlines for academic papers?
    you: not recommended
    AI recommended (in order):
    1. ChatGPT
    2. Notion AI
    3. Scrivener
    4. Claude AI
    5. Perplexity AI
    6. Elicit

    AI recommended 6 alternatives but never named Dillettant/Athena. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can generative AI assist in organizing complex scientific essay structures quickly?
    you: not recommended
    AI recommended (in order):
    1. ChatGPT
    2. Claude
    3. Elicit
    4. Scite.ai
    5. Perplexity AI
    6. QuillBot

    AI recommended 6 alternatives but never named Dillettant/Athena. 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 Dillettant/Athena?
    pass
    AI named Dillettant/Athena explicitly

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

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

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

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Dillettant/Athena — 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