RRepoGEO

REPOGEO REPORT · LITE

elder-plinius/G0DM0D3

Default branch main · commit 4d4b3e06 · scanned 5/13/2026, 1:07:52 PM

GitHub: 5,922 stars · 1,363 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 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
  • highreadme#1
    Reposition the README's opening paragraph to clarify its purpose as an AI chat interface

    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** for advanced **LLM interaction**, **AI red teaming**, and cognition research. It pushes the limits of the post-training layer, built for hackers, philosophers, and system tinkerers.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai-chat, llm, multi-model, red-teaming, generative-ai, privacy-first, openrouter, chat-interface, ai-research, cognition
  • 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
Open WebUI
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Open WebUI · recommended 1×
  2. LM Studio · recommended 1×
  3. LocalAI · recommended 1×
  4. Chatbot UI · recommended 1×
  5. Llama.cpp · recommended 1×
  • CATEGORY QUERY
    Looking for an open-source chat interface to experiment with multiple AI models for red-teaming.
    you: not recommended
    AI recommended (in order):
    1. Open WebUI
    2. LM Studio
    3. LocalAI
    4. Chatbot UI
    5. Llama.cpp
    6. FastChat

    AI recommended 6 alternatives but never named elder-plinius/G0DM0D3. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to build a custom, privacy-focused AI chat system for advanced model interaction and research?
    you: not recommended
    AI recommended (in order):
    1. OpenWebUI (open-webui/open-webui)
    2. Ollama (ollama/ollama)
    3. LocalAI (go-skynet/LocalAI)
    4. Streamlit (streamlit/streamlit)
    5. Gradio (gradio-app/gradio)
    6. llama.cpp (ggerganov/llama.cpp)
    7. Flask (pallets/flask)
    8. Django (django/django)
    9. Hugging Face Transformers (huggingface/transformers)
    10. Hugging Face Hub (huggingface/huggingface_hub)
    11. PrivateGPT (PrivateGPT/PrivateGPT)
    12. LangChain (langchain-ai/langchain)
    13. LlamaIndex (run-llama/llama_index)

    AI recommended 13 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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MARKDOWN (README)
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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