RRepoGEO

REPOGEO REPORT · LITE

aaronjmars/soul.md

Default branch main · commit 6e643c71 · scanned 6/11/2026, 3:58:23 PM

GitHub: 569 stars · 62 forks

AI VISIBILITY SCORE
33 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 aaronjmars/soul.md, 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
    Clarify the project's category and scope in the README

    Why:

    COPY-PASTE FIX
    Add the following sentence to the 'What Is This?' section, ideally after the first paragraph: 'This framework personalizes AI agents to embody a specific persona and writing style, acting as a layer *on top* of existing LLMs rather than being a foundational model, spiritual guide, or journaling tool itself.'
  • mediumtopics#2
    Expand repository topics for broader AI agent personalization

    Why:

    CURRENT
    agents, claude-code, claude-code-skill, claude-skills, openclaw, soul
    COPY-PASTE FIX
    agents, claude-code, claude-code-skill, claude-skills, openclaw, soul, ai-personalization, agent-personality, llm-personalization, content-generation, writing-style-emulation, ai-agents
  • lowabout#3
    Refine the 'About' description for clearer AI context

    Why:

    CURRENT
    The best way to build a personality for your agent. Let Claude Code / OpenClaw ingest your data & build your AI soul.
    COPY-PASTE FIX
    A framework to build a unique personality and worldview for your AI agent. Ingest your data to let LLMs like Claude Code / OpenClaw embody your distinct 'soul' for personalized content and interaction.

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 aaronjmars/soul.md
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Hugging Face Transformers
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Hugging Face Transformers · recommended 2×
  2. Llama 2 · recommended 2×
  3. Mistral · recommended 2×
  4. OpenAI GPT-3.5 Turbo / GPT-4 Fine-tuning API · recommended 1×
  5. Anthropic Claude · recommended 1×
  • CATEGORY QUERY
    How to create an AI assistant that truly emulates my personal writing style?
    you: not recommended
    AI recommended (in order):
    1. OpenAI GPT-3.5 Turbo / GPT-4 Fine-tuning API
    2. Anthropic Claude
    3. Hugging Face Transformers
    4. Llama 2
    5. Mistral
    6. Falcon
    7. PEFT
    8. LoRA
    9. Google Gemini
    10. Custom GPTs

    AI recommended 10 alternatives but never named aaronjmars/soul.md. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a framework to generate content reflecting my unique worldview and thinking patterns.
    you: not recommended
    AI recommended (in order):
    1. GPT-3/GPT-4 (OpenAI API)
    2. Hugging Face Transformers
    3. Llama 2
    4. Mistral
    5. LangChain
    6. NLTK
    7. SpaCy
    8. EleutherAI's GPT-J/GPT-NeoX

    AI recommended 8 alternatives but never named aaronjmars/soul.md. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    pass

  • 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 aaronjmars/soul.md?
    pass
    AI named aaronjmars/soul.md explicitly

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

  • If a team adopts aaronjmars/soul.md in production, what risks or prerequisites should they evaluate first?
    pass
    AI named aaronjmars/soul.md 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 aaronjmars/soul.md solve, and who is the primary audience?
    pass
    AI did not name aaronjmars/soul.md — 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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