RRepoGEO

REPOGEO REPORT · LITE

nomic-ai/pygpt4all

Default branch main · commit 9728a4cc · scanned 6/21/2026, 10:56:44 PM

GitHub: 1,012 stars · 156 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
28 /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
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 nomic-ai/pygpt4all, 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
  • highabout#1
    Update the 'About' description to reflect deprecation and new home

    Why:

    CURRENT
    Official supported Python bindings for llama.cpp + gpt4all
    COPY-PASTE FIX
    DEPRECATED: Official Python bindings for llama.cpp + gpt4all. Now maintained in the main gpt4all repo: https://github.com/nomic-ai/gpt4all
  • hightopics#2
    Add relevant topics, including 'deprecated' and 'archived'

    Why:

    COPY-PASTE FIX
    python, bindings, gpt4all, llama-cpp, llm, deprecated, archived
  • highhomepage#3
    Add a prominent deprecation notice to the project homepage

    Why:

    COPY-PASTE FIX
    Add a prominent deprecation notice to the `https://nomic-ai.github.io/pygpt4all/` homepage, clearly stating that the project has moved to `https://github.com/nomic-ai/gpt4all` and linking directly to the Python bindings subdirectory: `https://github.com/nomic-ai/gpt4all/tree/main/gpt4all-bindings/python`.

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 nomic-ai/pygpt4all
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ollama/ollama
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. ollama/ollama · recommended 1×
  2. LM Studio · recommended 1×
  3. openai/openai-python · recommended 1×
  4. huggingface/transformers · recommended 1×
  5. TimDettmers/bitsandbytes · recommended 1×
  • CATEGORY QUERY
    How to run open-source large language models locally using Python?
    you: not recommended
    AI recommended (in order):
    1. Ollama (ollama/ollama)
    2. LM Studio
    3. openai library (openai/openai-python)
    4. Hugging Face `transformers` library (huggingface/transformers)
    5. `bitsandbytes` (TimDettmers/bitsandbytes)
    6. `accelerate` (huggingface/accelerate)
    7. `llama-cpp-python` (abetlen/llama-cpp-python)
    8. `llama.cpp` (ggerganov/llama.cpp)
    9. `ctransformers` (marella/ctransformers)
    10. `GPTQ-for-LLaMa` (qwopqwop200/GPTQ-for-LLaMa)
    11. `vLLM` (vllm-project/vllm)

    AI recommended 11 alternatives but never named nomic-ai/pygpt4all. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good Python libraries for interacting with local AI models offline?
    you: not recommended
    AI recommended (in order):
    1. Hugging Face Transformers
    2. llama.cpp
    3. ONNX Runtime
    4. PyTorch
    5. TensorFlow
    6. Scikit-learn
    7. OpenCV

    AI recommended 7 alternatives but never named nomic-ai/pygpt4all. 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 nomic-ai/pygpt4all?
    pass
    AI did not name nomic-ai/pygpt4all — 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 nomic-ai/pygpt4all in production, what risks or prerequisites should they evaluate first?
    pass
    AI named nomic-ai/pygpt4all 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 nomic-ai/pygpt4all solve, and who is the primary audience?
    pass
    AI named nomic-ai/pygpt4all explicitly

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

Embed your GEO score

Drop this badge into the README of nomic-ai/pygpt4all. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/nomic-ai/pygpt4all.svg)](https://repogeo.com/en/r/nomic-ai/pygpt4all)
HTML
<a href="https://repogeo.com/en/r/nomic-ai/pygpt4all"><img src="https://repogeo.com/badge/nomic-ai/pygpt4all.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

nomic-ai/pygpt4all — 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