RRepoGEO

REPOGEO REPORT · LITE

Neph0s/awesome-llm-role-playing-with-persona

Default branch main · commit 0cd8839d · scanned 6/29/2026, 1:17:33 PM

GitHub: 1,039 stars · 56 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
22 /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
1 / 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 Neph0s/awesome-llm-role-playing-with-persona, 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 H1 to clarify 'awesome list' nature

    Why:

    CURRENT
    # Papers and Resources about Role-Playing Language Models
    COPY-PASTE FIX
    # Awesome LLM Role-Playing with Persona: A Curated List of Papers and Resources
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the repository root containing the text for the MIT License.
  • mediumhomepage#3
    Add homepage URL to repository About section

    Why:

    COPY-PASTE FIX
    https://arxiv.org/abs/2404.18048

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 Neph0s/awesome-llm-role-playing-with-persona
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
arXiv.org
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. arXiv.org · recommended 1×
  2. Google Scholar · recommended 1×
  3. ACL Anthology · recommended 1×
  4. Semantic Scholar · recommended 1×
  5. Hugging Face Blog & Papers · recommended 1×
  • CATEGORY QUERY
    Where can I find research papers and resources on creating AI with distinct character personas?
    you: not recommended
    AI recommended (in order):
    1. arXiv.org
    2. Google Scholar
    3. ACL Anthology
    4. Semantic Scholar
    5. Hugging Face Blog & Papers
    6. BlenderBot 3
    7. PEFT (Parameter-Efficient Fine-Tuning)
    8. Microsoft Research
    9. Google AI Blogs
    10. Medium
    11. Towards Data Science
    12. Microsoft DialoGPT
    13. Google LaMDA
    14. Meena
    15. GPT-3/4
    16. Llama 2
    17. Mistral

    AI recommended 17 alternatives but never named Neph0s/awesome-llm-role-playing-with-persona. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What frameworks or libraries help develop conversational AI that role-plays as specific entities?
    you: not recommended
    AI recommended (in order):
    1. Rasa Open Source

    AI recommended 1 alternative but never named Neph0s/awesome-llm-role-playing-with-persona. 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 Neph0s/awesome-llm-role-playing-with-persona?
    pass
    AI did not name Neph0s/awesome-llm-role-playing-with-persona — 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?

  • If a team adopts Neph0s/awesome-llm-role-playing-with-persona in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Neph0s/awesome-llm-role-playing-with-persona 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 Neph0s/awesome-llm-role-playing-with-persona solve, and who is the primary audience?
    pass
    AI did not name Neph0s/awesome-llm-role-playing-with-persona — 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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Neph0s/awesome-llm-role-playing-with-persona — 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