RRepoGEO

REPOGEO REPORT · LITE

ash-project/ash

Default branch main · commit 5790310b · scanned 5/14/2026, 1:07:22 AM

GitHub: 2,410 stars · 389 forks

AI VISIBILITY SCORE
63 /100
Needs work
Category recall
1 / 2
Avg rank #3.0 when recommended
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 ash-project/ash, 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
  • highlicense#1
    Add a LICENSE file

    Why:

    COPY-PASTE FIX
    Add a `LICENSE` file to the repository root, specifying the MIT License as indicated by the badge in the README.
  • highreadme#2
    Reposition the README's opening paragraph

    Why:

    CURRENT
    Welcome! Here you will find everything you need to know to get started with and use Ash. This documentation is best viewed on hexdocs.
    COPY-PASTE FIX
    Ash Framework is a declarative, extensible framework for building robust Elixir applications. It helps you define application logic and data layers with powerful resource-oriented declarations, making it easier to build complex systems quickly.
  • mediumtopics#3
    Expand repository topics

    Why:

    CURRENT
    ash, dsl, elixir, framework
    COPY-PASTE FIX
    ash, dsl, elixir, framework, application-development, data-layer, api, declarative-programming, extensibility

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
1 / 2
50% of queries surface ash-project/ash
Avg rank
#3.0
Lower is better. #1 = top recommendation.
Share of voice
9%
Of all named tools, what % are you?
Top rival
phoenixframework/phoenix_live_view
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. phoenixframework/phoenix_live_view · recommended 1×
  2. phoenixframework/phoenix · recommended 1×
  3. surface-ui/surface · recommended 1×
  4. boydm/scenic · recommended 1×
  5. Phoenix · recommended 1×
  • CATEGORY QUERY
    What's a good declarative framework for building robust Elixir applications quickly?
    you: #3
    AI recommended (in order):
    1. Phoenix LiveView (phoenixframework/phoenix_live_view)
    2. Phoenix Framework (phoenixframework/phoenix)
    3. Ash Framework (ash-project/ash) ← you
    4. Surface (surface-ui/surface)
    5. Scenic (boydm/scenic)
    Show full AI answer
  • CATEGORY QUERY
    Looking for an extensible Elixir framework to define application logic declaratively.
    you: not recommended
    AI recommended (in order):
    1. Phoenix
    2. Ash Framework
    3. Nerves
    4. Broadway
    5. Oban
    6. Ecto

    AI recommended 6 alternatives but never named ash-project/ash. 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 ash-project/ash?
    pass
    AI named ash-project/ash explicitly

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

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