RRepoGEO

REPOGEO REPORT · LITE

context-labs/aella-data-explorer

Default branch main · commit cadcf4a1 · scanned 6/1/2026, 3:28:20 PM

GitHub: 906 stars · 150 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 context-labs/aella-data-explorer, 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
    Refine the README's opening sentence for clearer positioning

    Why:

    CURRENT
    Interactive visualization and exploration of scientific papers from the Aella open science dataset.
    COPY-PASTE FIX
    Aella Science Dataset Explorer is an interactive visual explorer for scientific papers from the LAION Aella open science dataset.
  • mediumreadme#2
    Add a 'Why Aella?' or 'Differentiators' section to the README

    Why:

    COPY-PASTE FIX
    ## Why Aella Science Dataset Explorer?

Aella stands out by offering a specialized, interactive visual exploration experience specifically for the LAION Aella scientific paper dataset. Unlike general data visualization tools, Aella is purpose-built for researchers to navigate semantic embeddings, dimensionality reduction, and clustering of scientific articles, providing deep insights into a curated open science collection.

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 context-labs/aella-data-explorer
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenRefine/OpenRefine
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenRefine/OpenRefine · recommended 1×
  2. gephi/gephi · recommended 1×
  3. VOSviewer · recommended 1×
  4. Tableau Public / Tableau Desktop · recommended 1×
  5. elastic/kibana · recommended 1×
  • CATEGORY QUERY
    How to visualize and explore large datasets of scientific research papers interactively?
    you: not recommended
    AI recommended (in order):
    1. OpenRefine (OpenRefine/OpenRefine)
    2. Gephi (gephi/gephi)
    3. VOSviewer
    4. Tableau Public / Tableau Desktop
    5. Kibana (elastic/kibana)
    6. Plotly Dash (plotly/dash)
    7. Microsoft Power BI

    AI recommended 7 alternatives but never named context-labs/aella-data-explorer. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open-source tools use D3.js and React for exploring document embeddings?
    you: not recommended
    AI recommended (in order):
    1. Embeddings Explorer
    2. TensorFlow Projector
    3. UMAP Explorer
    4. react-d3-graph
    5. nivo
    6. Gensim

    AI recommended 6 alternatives but never named context-labs/aella-data-explorer. 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 context-labs/aella-data-explorer?
    pass
    AI named context-labs/aella-data-explorer explicitly

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

  • If a team adopts context-labs/aella-data-explorer in production, what risks or prerequisites should they evaluate first?
    pass
    AI named context-labs/aella-data-explorer 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 context-labs/aella-data-explorer solve, and who is the primary audience?
    pass
    AI named context-labs/aella-data-explorer explicitly

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

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context-labs/aella-data-explorer — 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