RRepoGEO

REPOGEO REPORT · LITE

steveclarke/real-world-rails

Default branch main · commit bb44a395 · scanned 6/13/2026, 4:24:18 PM

GitHub: 525 stars · 25 forks

AI VISIBILITY SCORE
28 /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
2 / 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 steveclarke/real-world-rails, 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 opening to emphasize 'collection/dataset for AI analysis'

    Why:

    CURRENT
    > Real World Rails applications and their open source codebases for developers to learn from
    COPY-PASTE FIX
    > A curated collection of 200+ production open source Rails apps and engines, optimized for AI agent analysis to research architectural patterns.
  • mediumtopics#2
    Expand topics to include terms that clarify its role as a code corpus for analysis

    Why:

    CURRENT
    ai-agents, code-patterns, learning, open-source, rails, real-world, ruby
    COPY-PASTE FIX
    ai-agents, code-patterns, learning, open-source, rails, real-world, ruby, code-analysis, code-corpus
  • lowabout#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/steveclarke/real-world-rails/blob/main/repos.md

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 steveclarke/real-world-rails
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
rails/rails
Recommended in 4 of 2 queries
COMPETITOR LEADERBOARD
  1. rails/rails · recommended 4×
  2. Plain Old Ruby Objects (POROs) · recommended 2×
  3. sinatra/sinatra · recommended 1×
  4. hanami/hanami · recommended 1×
  5. collectiveidea/interactor · recommended 1×
  • CATEGORY QUERY
    How do production Ruby web applications implement common architectural patterns?
    you: not recommended
    AI recommended (in order):
    1. Ruby on Rails (rails/rails)
    2. Sinatra (sinatra/sinatra)
    3. Hanami (hanami/hanami)
    4. Plain Old Ruby Objects (POROs)
    5. Interactors (collectiveidea/interactor)
    6. Trailblazer (Operation) (trailblazer/trailblazer)
    7. Draper (draper/draper)
    8. ViewComponent (github/view_component)
    9. Plain Old Ruby Objects (POROs)
    10. ActiveModel::Model (Rails) (rails/rails)
    11. Reform (Trailblazer) (trailblazer/reform)
    12. Dry-rb (Dry::Schema, Dry::Validation) (dry-rb/dry-rb)
    13. Sidekiq (mperham/sidekiq)
    14. Resque (resque/resque)
    15. Delayed Job (collectiveidea/delayed_job)
    16. GoodJob (bensheldon/good_job)
    17. Ruby on Rails (API Mode) (rails/rails)
    18. Grape (ruby-grape/grape)
    19. JSON:API (e.g., `jsonapi-serializer` gem) (jsonapi-serializer/jsonapi-serializer)
    20. RabbitMQ (with `bunny` gem) (ruby-amqp/bunny)
    21. Kafka (with `ruby-kafka` gem) (karafka/ruby-kafka)
    22. ActiveJob (Rails) (rails/rails)
    23. Eventide Project (eventide-project/eventide)

    AI recommended 23 alternatives but never named steveclarke/real-world-rails. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Where can I find examples of different authentication strategies in real-world Ruby web apps?
    you: not recommended
    AI recommended (in order):
    1. Devise (heartcombo/devise)
    2. OmniAuth (omniauth/omniauth)
    3. omniauth-google-oauth2 (omniauth/omniauth-google-oauth2)
    4. omniauth-facebook (omniauth/omniauth-facebook)
    5. clearance (thoughtbot/clearance)
    6. Discourse (discourse/discourse)
    7. GitLab Community Edition (gitlab-org/gitlab)
    8. Spree Commerce (spree/spree)
    9. Ruby on Rails Guides
    10. GoRails
    11. thoughtbot's Upcase
    12. DigitalOcean tutorials
    13. sorcery (Sorcery/sorcery)

    AI recommended 13 alternatives but never named steveclarke/real-world-rails. 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 steveclarke/real-world-rails?
    pass
    AI named steveclarke/real-world-rails explicitly

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

  • If a team adopts steveclarke/real-world-rails in production, what risks or prerequisites should they evaluate first?
    pass
    AI named steveclarke/real-world-rails 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 steveclarke/real-world-rails solve, and who is the primary audience?
    pass
    AI did not name steveclarke/real-world-rails — likely talking about a different project

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

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