RRepoGEO

REPOGEO REPORT · LITE

paralleldrive/sudolang

Default branch main · commit dcef61ef · scanned 5/28/2026, 2:52:52 PM

GitHub: 1,349 stars · 101 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 paralleldrive/sudolang, 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 specific topics for AI collaboration and constraint definition

    Why:

    COPY-PASTE FIX
    ai-programming-language, llm-constraints, generative-ai, natural-language-programming, vscode-extension, ai-collaboration, structured-ai-output
  • highreadme#2
    Reposition README opening to clarify AI collaboration and constraint definition

    Why:

    CURRENT
    SudoLang is a programming language designed to collaborate with AI language models including ChatGPT, Bing Chat, Anthropic Claude, and Google Gemini or Gemma, Meta's Llama models, etc. It is designed to be easy to learn and use. It is also very expressive and powerful.
    COPY-PASTE FIX
    SudoLang is a programming language for defining **natural language constraints and structured behavior** for AI language models (ChatGPT, Claude, Gemini, Llama, etc.). It enables developers to programmatically guide LLMs to produce consistent, predictable, and safe outputs, moving beyond simple prompting to true AI collaboration.
  • mediumhomepage#3
    Add a homepage URL

    Why:

    COPY-PASTE FIX
    https://paralleldrive.com

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 paralleldrive/sudolang
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
JSON Schema
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. JSON Schema · recommended 1×
  2. python-jsonschema/jsonschema · recommended 1×
  3. pydantic/pydantic · recommended 1×
  4. microsoft/guidance · recommended 1×
  5. outlines-dev/outlines · recommended 1×
  • CATEGORY QUERY
    How to programmatically define constraints for AI language models to ensure consistent output?
    you: not recommended
    AI recommended (in order):
    1. JSON Schema
    2. jsonschema (python-jsonschema/jsonschema)
    3. Pydantic (pydantic/pydantic)
    4. Guidance (microsoft/guidance)
    5. Outlines (outlines-dev/outlines)
    6. LangChain (langchain-ai/langchain)
    7. Guardrails AI (guardrails-ai/guardrails)

    AI recommended 7 alternatives but never named paralleldrive/sudolang. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help define structured behavior and state for AI-driven applications?
    you: not recommended
    AI recommended (in order):
    1. XState
    2. SCXML
    3. py_trees
    4. BehaviorTree.CPP
    5. A* Pathfinding Project for Unity
    6. PANDA
    7. SHOP2
    8. RxJS
    9. Reactor

    AI recommended 9 alternatives but never named paralleldrive/sudolang. 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 paralleldrive/sudolang?
    pass
    AI named paralleldrive/sudolang explicitly

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

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

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

Embed your GEO score

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MARKDOWN (README)
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HTML
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paralleldrive/sudolang — 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