RRepoGEO

REPOGEO REPORT · LITE

daronyondem/claude-architect-exam-guide

Default branch main · commit 1c405e6a · scanned 6/2/2026, 2:46:58 PM

GitHub: 826 stars · 176 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 daronyondem/claude-architect-exam-guide, 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 to improve AI categorization

    Why:

    COPY-PASTE FIX
    claude, anthropic, certification, exam-prep, study-guide, llm-architecture, agent-design, prompt-engineering, foundations
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    Set the homepage URL to a relevant link, such as an official exam page, a dedicated project page, or a related blog post.
  • mediumreadme#3
    Clarify the existing license in the README

    Why:

    COPY-PASTE FIX
    Add a section (e.g., "License") to the README stating: "This project is licensed under [Specify the actual license(s) here, e.g., 'a custom license. See the LICENSE file for details.' or 'the MIT License, as detailed in the LICENSE file.']."

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 daronyondem/claude-architect-exam-guide
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. LlamaIndex · recommended 2×
  3. OpenAI Cookbook · recommended 1×
  4. Hugging Face Transformers Library · recommended 1×
  5. OpenAI Function Calling · recommended 1×
  • CATEGORY QUERY
    Resources for learning foundational LLM application architecture and agent design patterns?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. OpenAI Cookbook
    4. Hugging Face Transformers Library

    AI recommended 4 alternatives but never named daronyondem/claude-architect-exam-guide. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to design robust LLM tool interfaces and manage conversation context effectively?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. OpenAI Function Calling
    4. Haystack
    5. Semantic Kernel
    6. Guidance

    AI recommended 6 alternatives but never named daronyondem/claude-architect-exam-guide. 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 daronyondem/claude-architect-exam-guide?
    pass
    AI named daronyondem/claude-architect-exam-guide explicitly

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

  • If a team adopts daronyondem/claude-architect-exam-guide in production, what risks or prerequisites should they evaluate first?
    pass
    AI named daronyondem/claude-architect-exam-guide 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 daronyondem/claude-architect-exam-guide solve, and who is the primary audience?
    pass
    AI did not name daronyondem/claude-architect-exam-guide — 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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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite