RRepoGEO

REPOGEO REPORT · LITE

agent-topia/evolving_personality

Default branch main · commit 517e357d · scanned 6/28/2026, 2:59:12 AM

GitHub: 1,214 stars · 102 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)

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

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 agent-topia/evolving_personality, 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 categorization

    Why:

    COPY-PASTE FIX
    llm-agents, personality-simulation, mbti, jungian-psychology, adaptive-ai, social-simulation, conversational-ai, agent-framework, ai-ethics
  • highreadme#2
    Add a direct category statement to the README's opening

    Why:

    CURRENT
    # Jungian Personality Adaptation Framework (JPAF) —A Structured Approach to Dynamic Personality Modeling for LLM Agents

<p align="center">
  <strong>Equipping Large Language Models with Structured, Adaptive, and Evolving Personalities</strong>
</p>
    COPY-PASTE FIX
    # Jungian Personality Adaptation Framework (JPAF) —A Structured Approach to Dynamic Personality Modeling for LLM Agents

<p align="center">
  <strong>Equipping Large Language Models with Structured, Adaptive, and Evolving Personalities</strong>
</p>

This framework is specifically designed for researchers and developers building LLM agents with dynamic, evolving personalities for social simulations and advanced human-computer interaction.
  • mediumlicense#3
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root with a standard open-source license (e.g., MIT, Apache-2.0, GPL-3.0) and reference it in the README.

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 agent-topia/evolving_personality
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
langchain-ai/langchain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. langchain-ai/langchain · recommended 1×
  2. run-llama/llama_index · recommended 1×
  3. OpenAI Function Calling · recommended 1×
  4. deepmind/psychsim · recommended 1×
  5. projectmesa/mesa · recommended 1×
  • CATEGORY QUERY
    How can I implement dynamic, evolving personalities for LLM agents in social simulations?
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. LlamaIndex (run-llama/llama_index)
    3. OpenAI Function Calling
    4. DeepMind's PsychSim (deepmind/psychsim)
    5. Mesa (projectmesa/mesa)

    AI recommended 5 alternatives but never named agent-topia/evolving_personality. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a framework to simulate adaptive MBTI personality traits for conversational AI models.
    you: not recommended
    AI recommended (in order):
    1. Rasa (RasaHQ/rasa)
    2. DeepPavlov (deepmipt/DeepPavlov)
    3. OpenNMT (OpenNMT/OpenNMT-py)
    4. Hugging Face Transformers (huggingface/transformers)
    5. ParlAI (facebookresearch/ParlAI)
    6. Microsoft Bot Framework (microsoft/botframework-sdk)
    7. Google Dialogflow

    AI recommended 7 alternatives but never named agent-topia/evolving_personality. 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 agent-topia/evolving_personality?
    pass
    AI named agent-topia/evolving_personality explicitly

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

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

Embed your GEO score

Drop this badge into the README of agent-topia/evolving_personality. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/agent-topia/evolving_personality.svg)](https://repogeo.com/en/r/agent-topia/evolving_personality)
HTML
<a href="https://repogeo.com/en/r/agent-topia/evolving_personality"><img src="https://repogeo.com/badge/agent-topia/evolving_personality.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

agent-topia/evolving_personality — 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