RRepoGEO

REPOGEO REPORT · LITE

Shopify/roast

Default branch main · commit 2e2d68c7 · scanned 5/14/2026, 11:16:35 PM

GitHub: 1,168 stars · 66 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 Shopify/roast, 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
    Strengthen README's opening statement for AI workflow clarity

    Why:

    CURRENT
    # Roast

A Ruby-based domain-specific language for creating structured AI workflows. Build complex AI-powered automation with simple, declarative Ruby syntax.
    COPY-PASTE FIX
    # Roast

A Ruby-based domain-specific language (DSL) for building and orchestrating complex AI workflows and agents. Easily create structured, declarative AI automation with local code execution, conditional logic, and data processing.
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    ruby, ai, llm, workflow-orchestration, dsl, agent, automation, generative-ai, code-execution
  • mediumhomepage#3
    Add a homepage URL

    Why:

    COPY-PASTE FIX
    https://shopify.github.io/roast

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 Shopify/roast
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain.rb
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain.rb · recommended 1×
  2. OpenAI Ruby Gem · recommended 1×
  3. Google Cloud Client Libraries for Ruby · recommended 1×
  4. AWS SDK for Ruby · recommended 1×
  5. HTTParty · recommended 1×
  • CATEGORY QUERY
    How can I build complex AI automation pipelines using Ruby?
    you: not recommended
    AI recommended (in order):
    1. LangChain.rb
    2. OpenAI Ruby Gem
    3. Google Cloud Client Libraries for Ruby
    4. AWS SDK for Ruby
    5. HTTParty
    6. Faraday
    7. Nokogiri
    8. JSON
    9. CSV
    10. Sidekiq
    11. Resque
    12. Lograge

    AI recommended 12 alternatives but never named Shopify/roast. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help orchestrate AI agents with local code execution and conditional logic?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. AutoGPT
    5. CrewAI
    6. Microsoft Semantic Kernel

    AI recommended 6 alternatives but never named Shopify/roast. 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 Shopify/roast?
    pass
    AI named Shopify/roast explicitly

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

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

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

Embed your GEO score

Drop this badge into the README of Shopify/roast. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite