RRepoGEO

REPOGEO REPORT · LITE

millionco/claude-doctor

Default branch main · commit f5efb2a5 · scanned 6/1/2026, 9:33:07 AM

GitHub: 582 stars · 48 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 millionco/claude-doctor, 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 README's opening to clarify its unique diagnostic category

    Why:

    CURRENT
    Analyzes your `~/.claude/` transcripts for behavioral anti-patterns and generates rules for CLAUDE.md / AGENTS.md from your history.
    COPY-PASTE FIX
    A diagnostic CLI for Claude AI coding sessions that identifies anti-patterns and generates actionable rules to improve your prompts and agent behavior.
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root with your chosen open-source license (e.g., MIT, Apache-2.0, GPL-3.0).
  • mediumhomepage#3
    Add a homepage URL to the repository settings

    Why:

    COPY-PASTE FIX
    Add a link to the project's documentation, website, or a relevant social media page (e.g., a project page on your company's site or a dedicated documentation site) in the repository settings.

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 millionco/claude-doctor
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Jupyter Notebooks
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Jupyter Notebooks · recommended 2×
  2. CodeGPT · recommended 1×
  3. Continue · recommended 1×
  4. Cursor · recommended 1×
  5. Google Colab · recommended 1×
  • CATEGORY QUERY
    How can I analyze my AI coding assistant sessions for common anti-patterns?
    you: not recommended
    AI recommended (in order):
    1. CodeGPT
    2. Continue
    3. Cursor
    4. Jupyter Notebooks
    5. Google Colab
    6. LangChain
    7. LlamaIndex
    8. Weights & Biases
    9. MLflow
    10. SonarQube
    11. Pylint
    12. ESLint
    13. NLTK
    14. SpaCy

    AI recommended 14 alternatives but never named millionco/claude-doctor. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool to generate best practices for AI coding assistants from past interactions?
    you: not recommended
    AI recommended (in order):
    1. Jupyter Notebooks
    2. Pandas (pandas-dev/pandas)
    3. scikit-learn (scikit-learn/scikit-learn)
    4. NLTK (nltk/nltk)
    5. spaCy (explosion/spaCy)
    6. Matplotlib (matplotlib/matplotlib)
    7. Seaborn (mwaskom/seaborn)
    8. Tableau
    9. Power BI
    10. Mixpanel
    11. Amplitude
    12. Google Cloud Vertex AI Workbench
    13. Amazon SageMaker Studio
    14. OpenAI API
    15. GPT-4
    16. Elasticsearch (elastic/elasticsearch)
    17. Splunk
    18. Airtable
    19. Notion

    AI recommended 19 alternatives but never named millionco/claude-doctor. 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 millionco/claude-doctor?
    pass
    AI named millionco/claude-doctor explicitly

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

  • If a team adopts millionco/claude-doctor in production, what risks or prerequisites should they evaluate first?
    pass
    AI named millionco/claude-doctor 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 millionco/claude-doctor solve, and who is the primary audience?
    pass
    AI named millionco/claude-doctor 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 millionco/claude-doctor. 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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MARKDOWN (README)
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  • Brand-free category queries5 vs 2 in Lite
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