RRepoGEO

REPOGEO REPORT · LITE

elder-plinius/G0DM0D3

Default branch main · commit 4d4b3e06 · scanned 6/24/2026, 12:07:19 AM

GitHub: 8,356 stars · 1,938 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
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 elder-plinius/G0DM0D3, 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 relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai-chat-interface, multi-model-ai, red-teaming, llm-evaluation, generative-ai, open-source, privacy-first, cognition-research
  • highreadme#2
    Emphasize core functionalities and category in the README's initial description

    Why:

    CURRENT
    G0DM0D3 is a fully open-source, privacy-respecting, multi-model chat interface that pushes the limits of the post-training layer — for red teaming, cognition research, and liberated AI interaction. Built for hackers, philosophers, and system tinkerers.
    COPY-PASTE FIX
    G0DM0D3 is a fully open-source, privacy-respecting **multi-model AI chat interface** that pushes the limits of the post-training layer. It is specifically designed for **red teaming, cognition research, and liberated AI interaction**, built for hackers, philosophers, and system tinkerers.
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://godmod3.ai

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 elder-plinius/G0DM0D3
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Gradio
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Gradio · recommended 1×
  2. Streamlit · recommended 1×
  3. LangChain · recommended 1×
  4. FastAPI · recommended 1×
  5. Flask · recommended 1×
  • CATEGORY QUERY
    How can I build an open-source, multi-model AI chat interface for unrestricted experimentation?
    you: not recommended
    AI recommended (in order):
    1. Gradio
    2. Streamlit
    3. LangChain
    4. FastAPI
    5. Flask
    6. React
    7. Vue
    8. Svelte
    9. LlamaIndex
    10. Open-WebUI
    11. OpenAI
    12. Anthropic
    13. Ollama
    14. Hugging Face Transformers library

    AI recommended 14 alternatives but never named elder-plinius/G0DM0D3. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help evaluate and red-team various large language models with input perturbation?
    you: not recommended
    AI recommended (in order):
    1. Giskard
    2. Adversarial Robustness Toolbox (ART) by IBM
    3. TextAttack
    4. OpenAI Evals
    5. Robustness Gym
    6. Hugging Face Evaluate library
    7. spaCy
    8. NLTK
    9. TextBlob

    AI recommended 9 alternatives but never named elder-plinius/G0DM0D3. 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 elder-plinius/G0DM0D3?
    pass
    AI named elder-plinius/G0DM0D3 explicitly

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

  • If a team adopts elder-plinius/G0DM0D3 in production, what risks or prerequisites should they evaluate first?
    pass
    AI named elder-plinius/G0DM0D3 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 elder-plinius/G0DM0D3 solve, and who is the primary audience?
    pass
    AI named elder-plinius/G0DM0D3 explicitly

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

Embed your GEO score

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elder-plinius/G0DM0D3 — 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