RRepoGEO

REPOGEO REPORT · LITE

mrakgr/The-Spiral-Language

Default branch master · commit 850588a2 · scanned 6/14/2026, 3:13:48 AM

GitHub: 943 stars · 29 forks

AI VISIBILITY SCORE
22 /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
1 / 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 mrakgr/The-Spiral-Language, 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
  • hightopics#1
    Add relevant topics to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    functional-programming, staging, intensional-polymorphism, high-performance-computing, cuda, python-backend, language-design, compiler
  • highreadme#2
    Add a concise, explicit positioning statement to the top of the README

    Why:

    CURRENT
    The current README starts with 'News' and then 'The Spiral Language - Overview'.
    COPY-PASTE FIX
    The Spiral Language is a functional programming language featuring first-class staging and intensional polymorphism, designed for high-performance computing with backends for Python and CUDA.
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    https://mrakgr.github.io/The-Spiral-Language/

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 mrakgr/The-Spiral-Language
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
MetaOCaml
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. MetaOCaml · recommended 1×
  2. OCaml · recommended 1×
  3. Haskell · recommended 1×
  4. Template Haskell · recommended 1×
  5. Scala · recommended 1×
  • CATEGORY QUERY
    What functional programming language offers first-class staging and intensional polymorphism features?
    you: not recommended
    AI recommended (in order):
    1. MetaOCaml
    2. OCaml
    3. Haskell
    4. Template Haskell
    5. Scala
    6. Scala Macros
    7. F#
    8. F# Quotations
    9. .NET
    10. Racket
    11. syntax-parse
    12. Typed Racket
    13. Idris
    14. Agda

    AI recommended 14 alternatives but never named mrakgr/The-Spiral-Language. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a functional language with staging for high-performance computing on Python or CUDA.
    you: not recommended
    AI recommended (in order):
    1. JAX
    2. Myia
    3. Lift
    4. Futhark
    5. Numba
    6. Taichi

    AI recommended 6 alternatives but never named mrakgr/The-Spiral-Language. 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 mrakgr/The-Spiral-Language?
    pass
    AI did not name mrakgr/The-Spiral-Language — 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?

  • If a team adopts mrakgr/The-Spiral-Language in production, what risks or prerequisites should they evaluate first?
    pass
    AI named mrakgr/The-Spiral-Language 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 mrakgr/The-Spiral-Language solve, and who is the primary audience?
    pass
    AI did not name mrakgr/The-Spiral-Language — 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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mrakgr/The-Spiral-Language — 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