RRepoGEO

REPOGEO REPORT · LITE

theodo-group/GenossGPT

Default branch main · commit 35afd305 · scanned 6/2/2026, 5:42:11 AM

GitHub: 756 stars · 63 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 theodo-group/GenossGPT, 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
  • highlicense#1
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the repository root with the MIT License text.
  • highreadme#2
    Clarify the README's opening statement to emphasize "unified API gateway"

    Why:

    CURRENT
    ## One line replacement for openAI ChatGPT & Embeddings powered by OSS models

Genoss is a pioneering open-source initiative that aims to offer a seamless alternative to OpenAI models such as GPT 3.5 & 4, using open-source models like GPT4ALL.
    COPY-PASTE FIX
    ## A Unified API Gateway for All LLMs: Replace OpenAI with Any Model, On-Prem or Cloud

Genoss is a pioneering open-source initiative that provides a seamless, one-line API replacement for OpenAI models (GPT 3.5 & 4) and embeddings, allowing you to integrate any LLM—from open-source models like GPT4ALL to commercial APIs like Anthropic, Llama V2, or Vertex—into your application with a single, consistent interface.
  • mediumtopics#3
    Add more specific topics related to API gateway and LLM abstraction

    Why:

    CURRENT
    api, gpt, gpt4all, huggingface, inference, llama, llm, openai, private, public
    COPY-PASTE FIX
    api, gpt, gpt4all, huggingface, inference, llama, llm, openai, private, public, api-gateway, llm-abstraction, model-routing, unified-api

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 theodo-group/GenossGPT
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
vLLM
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. vLLM · recommended 2×
  2. Ollama · recommended 2×
  3. Llama 3 · recommended 1×
  4. transformers · recommended 1×
  5. llama.cpp · recommended 1×
  • CATEGORY QUERY
    How can I replace commercial large language model APIs with open-source alternatives?
    you: not recommended
    AI recommended (in order):
    1. Llama 3
    2. transformers
    3. llama.cpp
    4. Mixtral 8x7B
    5. vLLM
    6. Gemma
    7. Gemini
    8. Mistral 7B
    9. Ollama

    AI recommended 9 alternatives but never named theodo-group/GenossGPT. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a unified API to manage various large language models, including local and cloud options.
    you: not recommended
    AI recommended (in order):
    1. LiteLLM
    2. LangChain
    3. LlamaIndex
    4. Ollama
    5. vLLM
    6. OpenRouter.ai

    AI recommended 6 alternatives but never named theodo-group/GenossGPT. 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 theodo-group/GenossGPT?
    pass
    AI named theodo-group/GenossGPT explicitly

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

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

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

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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite