RRepoGEO

REPOGEO REPORT · LITE

szczyglis-dev/py-gpt

Default branch master · commit 75bc06e0 · scanned 6/27/2026, 4:56:46 AM

GitHub: 1,833 stars · 332 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
33 /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
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 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
    Emphasize 'desktop application' in README's first content sentence

    Why:

    CURRENT
    **PyGPT** is **all-in-one** Desktop AI Assistant that provides direct interaction with OpenAI language models...
    COPY-PASTE FIX
    **PyGPT** is a powerful, **all-in-one desktop AI assistant application** for Linux, Windows, and Mac, providing direct interaction with OpenAI language models...
  • mediumtopics#2
    Add 'local-llm' and 'ai-client' topics

    Why:

    CURRENT
    ai, ai-assistant, artificial-intelligence, autonomous-agent, chatbot, claude, deepseek, desktop-app, gemini, gpt-4, gpt-5, grok, llama-index, llm, mcp, o1, ollama, openai, perplexity, sora2
    COPY-PASTE FIX
    ai, ai-assistant, artificial-intelligence, autonomous-agent, chatbot, claude, deepseek, desktop-app, gemini, gpt-4, gpt-5, grok, llama-index, llm, mcp, o1, ollama, openai, perplexity, sora2, local-llm, ai-client
  • lowreadme#3
    Clarify license details in README

    Why:

    COPY-PASTE FIX
    This project is licensed under [Specify License Name(s) here, e.g., 'a custom license based on X and Y']. See the [LICENSE](LICENSE) file for full 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
jan-ai/jan
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. jan-ai/jan · recommended 2×
  2. LM Studio · recommended 2×
  3. ollama/ollama · recommended 1×
  4. nomic-ai/gpt4all · recommended 1×
  5. KillianLucas/open-interpreter · recommended 1×
  • CATEGORY QUERY
    What desktop AI assistant supports various LLMs, vision, voice, and runs on multiple OS?
    you: not recommended
    AI recommended (in order):
    1. Jan (jan-ai/jan)
    2. LM Studio
    3. Ollama (ollama/ollama)
    4. GPT4All (nomic-ai/gpt4all)
    5. Open Interpreter (KillianLucas/open-interpreter)
    6. LocalAI (mudler/LocalAI)

    AI recommended 6 alternatives but never named szczyglis-dev/py-gpt. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an all-in-one desktop AI tool with agents, RAG, and image generation capabilities.
    you: not recommended
    AI recommended (in order):
    1. LM Studio
    2. Jan (jan-ai/jan)
    3. Faraday.dev
    4. Pinokio (pinokio-ai/pinokio)
    5. ComfyUI (comfyanonymous/ComfyUI)
    6. Automatic1111's Stable Diffusion web UI (AUTOMATIC1111/stable-diffusion-webui)

    AI recommended 6 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 did not name szczyglis-dev/py-gpt — 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?

  • 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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szczyglis-dev/py-gpt — 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