RRepoGEO

REPOGEO REPORT · LITE

z3z1ma/dbt-osmosis

Default branch main · commit 1c1ead4b · scanned 6/3/2026, 5:22:05 PM

GitHub: 629 stars · 85 forks

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 z3z1ma/dbt-osmosis, 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 the README's opening sentence to highlight automation and enhancement

    Why:

    CURRENT
    `dbt-osmosis` is a Python CLI and package for dbt development workflows.
    COPY-PASTE FIX
    `dbt-osmosis` is a comprehensive Python CLI and package designed to automate and enhance dbt development workflows, offering advanced YAML management, interactive SQL development, and intelligent documentation tools.
  • hightopics#2
    Expand repository topics to include specific automation and workbench keywords

    Why:

    CURRENT
    cli, data, dbt, documentation, editor, modelling, sql, testing
    COPY-PASTE FIX
    cli, data, dbt, documentation, editor, modelling, sql, testing, automation, workflow, productivity, refactoring, streamlit, workbench, linting, schema-management
  • mediumreadme#3
    Add a 'Why dbt-osmosis?' section to clarify unique value proposition

    Why:

    COPY-PASTE FIX
    ## Why dbt-osmosis?

While many tools address specific aspects of dbt development, `dbt-osmosis` provides a unified suite for automated YAML management, intelligent documentation, interactive SQL development via Streamlit, and advanced refactoring capabilities, streamlining the entire dbt workflow from development to deployment.

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 z3z1ma/dbt-osmosis
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
dbt-sugar
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. dbt-sugar · recommended 1×
  2. dbt-docs · recommended 1×
  3. Datafold · recommended 1×
  4. Lightdash · recommended 1×
  5. Elementary · recommended 1×
  • CATEGORY QUERY
    How can I automate dbt schema YAML management and improve documentation workflows?
    you: not recommended
    AI recommended (in order):
    1. dbt-sugar
    2. dbt-docs
    3. Datafold
    4. Lightdash
    5. Elementary
    6. Atlan
    7. Alation

    AI recommended 7 alternatives but never named z3z1ma/dbt-osmosis. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools enhance dbt SQL development with an interactive workbench and linting features?
    you: not recommended
    AI recommended (in order):
    1. dbt Cloud IDE
    2. VS Code
    3. dbt Power User
    4. DataGrip
    5. SQLFluff
    6. PopSQL
    7. Hex

    AI recommended 7 alternatives but never named z3z1ma/dbt-osmosis. 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 z3z1ma/dbt-osmosis?
    pass
    AI named z3z1ma/dbt-osmosis explicitly

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

  • If a team adopts z3z1ma/dbt-osmosis in production, what risks or prerequisites should they evaluate first?
    pass
    AI named z3z1ma/dbt-osmosis 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 z3z1ma/dbt-osmosis solve, and who is the primary audience?
    pass
    AI named z3z1ma/dbt-osmosis 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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z3z1ma/dbt-osmosis — 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