RRepoGEO

REPOGEO REPORT · LITE

szczyglis-dev/py-gpt

Default branch master · commit 75bc06e0 · scanned 5/16/2026, 9:31:19 AM

GitHub: 1,784 stars · 325 forks

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 szczyglis-dev/py-gpt, 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 opening to clearly state it's an end-user desktop application

    Why:

    CURRENT
    PyGPT is all-in-one Desktop AI Assistant that provides direct interaction with OpenAI language models, including `GPT-5`, `GPT-4`, `o1`, `o3` and more, through the `OpenAI API`.
    COPY-PASTE FIX
    PyGPT is a powerful, all-in-one **Desktop AI Assistant for end-users**, providing direct interaction with a wide range of LLMs (GPT-5, GPT-4, Gemini, Claude, Ollama, etc.) and multimodal capabilities (chat, vision, voice, RAG, agents). It's a ready-to-use application, not a developer library or framework.
  • mediumreadme#2
    Add a 'Who is this for?' section to clarify the target user

    Why:

    COPY-PASTE FIX
    ## Who is PyGPT for?
PyGPT is designed for **end-users** who want a comprehensive, ready-to-use desktop application to interact with various AI models. It's ideal for individuals seeking a powerful, multi-modal AI assistant for daily tasks, creative work, or advanced AI exploration, without needing to write code or integrate APIs themselves. While it supports advanced features like agents and RAG, it's presented as an accessible application, not a developer toolkit.
  • lowreadme#3
    Clarify the specific license(s) in the README

    Why:

    COPY-PASTE FIX
    ## License
This project includes a `LICENSE` file. Please refer to this file for the specific terms and conditions governing the use and distribution of PyGPT. It is not a standard SPDX license; review the file directly for details.

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 szczyglis-dev/py-gpt
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ChatGPT Desktop App (Official)
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. ChatGPT Desktop App (Official) · recommended 1×
  2. LM Studio · recommended 1×
  3. Jan · recommended 1×
  4. Ollama · recommended 1×
  5. NVIDIA ChatRTX · recommended 1×
  • CATEGORY QUERY
    What are good desktop AI assistants supporting various LLMs, vision, and voice interactions?
    you: not recommended
    AI recommended (in order):
    1. ChatGPT Desktop App (Official)
    2. LM Studio
    3. Jan
    4. Ollama
    5. NVIDIA ChatRTX
    6. LangChain
    7. LlamaIndex
    8. LLaVA
    9. CogVLM
    10. GPT-4o Vision
    11. Gemini Pro Vision
    12. Whisper
    13. ElevenLabs

    AI recommended 13 alternatives but never named szczyglis-dev/py-gpt. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a cross-platform AI assistant with RAG, autonomous agents, and local LLM integration.
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. LlamaIndex (run-llama/llama_index)
    3. Haystack (deepset-ai/haystack)
    4. AutoGPT (Significant-Gravitas/AutoGPT)
    5. BabyAGI (yoheinakajima/babyagi)
    6. Open Interpreter (OpenInterpreter/open-interpreter)
    7. CrewAI (joaomdmoura/crewai)
    8. Guidance (microsoft/guidance)

    AI recommended 8 alternatives but never named szczyglis-dev/py-gpt. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    pass

  • 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 szczyglis-dev/py-gpt?
    pass
    AI named szczyglis-dev/py-gpt explicitly

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

  • If a team adopts szczyglis-dev/py-gpt in production, what risks or prerequisites should they evaluate first?
    pass
    AI named szczyglis-dev/py-gpt 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 szczyglis-dev/py-gpt solve, and who is the primary audience?
    pass
    AI named szczyglis-dev/py-gpt 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
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szczyglis-dev/py-gpt — RepoGEO report