RRepoGEO

REPOGEO REPORT · LITE

databricks-solutions/ai-dev-kit

Default branch main · commit c4947868 · scanned 6/28/2026, 1:26:27 AM

GitHub: 1,721 stars · 377 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 databricks-solutions/ai-dev-kit, 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's opening to emphasize Databricks-specific AI agent development

    Why:

    CURRENT
    The current README opens with a security note, followed by 'AI-Assisted Development on Databricks' and a comparison of two paths.
    COPY-PASTE FIX
    Add a concise, direct statement at the very beginning of the README, e.g., 'The Databricks AI Dev Kit provides a curated collection of patterns, skills, and executable tools specifically designed for building and integrating custom AI coding agents within the Databricks Lakehouse Platform.'
  • mediumhomepage#2
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    [Insert relevant URL here, e.g., a Databricks solution page or documentation]
  • mediumreadme#3
    Clarify the existing license(s) directly in the README

    Why:

    COPY-PASTE FIX
    Add a section or line in the README, e.g., 'This project is licensed under the terms specified in the `LICENSE` file. Please refer to that file for full details on applicable licenses.'

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 databricks-solutions/ai-dev-kit
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Copilot
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Copilot · recommended 1×
  2. codota/tabnine-vscode · recommended 1×
  3. Amazon CodeWhisperer · recommended 1×
  4. Google Cloud Code · recommended 1×
  5. jupyterlab/jupyter-ai · recommended 1×
  • CATEGORY QUERY
    How can I integrate AI coding assistants into my data analytics and machine learning workflows?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. Tabnine (codota/tabnine-vscode)
    3. Amazon CodeWhisperer
    4. Google Cloud Code
    5. Jupyter AI (jupyterlab/jupyter-ai)
    6. Codeium
    7. Cursor

    AI recommended 7 alternatives but never named databricks-solutions/ai-dev-kit. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools are available for building custom AI coding agents for cloud-based data platforms?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Microsoft Semantic Kernel
    4. OpenAI API
    5. Haystack
    6. AWS Bedrock
    7. Google Cloud Vertex AI

    AI recommended 7 alternatives but never named databricks-solutions/ai-dev-kit. 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 databricks-solutions/ai-dev-kit?
    pass
    AI named databricks-solutions/ai-dev-kit explicitly

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

  • If a team adopts databricks-solutions/ai-dev-kit in production, what risks or prerequisites should they evaluate first?
    pass
    AI named databricks-solutions/ai-dev-kit 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 databricks-solutions/ai-dev-kit solve, and who is the primary audience?
    pass
    AI named databricks-solutions/ai-dev-kit explicitly

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

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databricks-solutions/ai-dev-kit — 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