RRepoGEO

REPOGEO REPORT · LITE

gszhangwei/open-spdd

Default branch main · commit 328d4bc9 · scanned 6/2/2026, 3:36:54 PM

GitHub: 567 stars · 50 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 gszhangwei/open-spdd, 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 the README's opening sentence to explicitly state its purpose for AI coding assistants

    Why:

    CURRENT
    OpenSPDD is a methodology and cross-platform CLI tool for the AI coding era.
    COPY-PASTE FIX
    OpenSPDD is a **CLI tool and methodology specifically designed for AI coding assistants**, transforming their prompts into executable design contracts.
  • hightopics#2
    Add specific topics to improve categorization by AI assistants

    Why:

    COPY-PASTE FIX
    ai-coding, prompt-engineering, cli-tool, design-contracts, code-generation, developer-tools, generative-ai, llm-tools
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/gszhangwei/open-spdd

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 gszhangwei/open-spdd
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Git
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Git · recommended 1×
  2. GitHub · recommended 1×
  3. GitLab · recommended 1×
  4. Bitbucket · recommended 1×
  5. Jupyter Notebook · recommended 1×
  • CATEGORY QUERY
    How to manage and synchronize AI coding prompts with actual code implementation?
    you: not recommended
    AI recommended (in order):
    1. Git
    2. GitHub
    3. GitLab
    4. Bitbucket
    5. Jupyter Notebook
    6. VS Code Interactive Notebooks
    7. LangChain Hub
    8. PromptLayer
    9. Weights & Biases Prompts
    10. Jinja2
    11. Handlebars.js
    12. Liquid
    13. Org-mode
    14. R Markdown
    15. Quarto

    AI recommended 15 alternatives but never named gszhangwei/open-spdd. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool to enforce design constraints and precise details for AI-generated code?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. JSON Schema
    3. Pydantic
    4. Guardrails AI (guardrails-ai/guardrails)
    5. LangChain (langchain-ai/langchain)
    6. instructor (jxnl/instructor)

    AI recommended 6 alternatives but never named gszhangwei/open-spdd. 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 gszhangwei/open-spdd?
    pass
    AI named gszhangwei/open-spdd explicitly

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

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

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

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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
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