RRepoGEO

REPOGEO REPORT · LITE

PromtEngineer/localGPT-Vision

Default branch main · commit f9fa76c5 · scanned 6/12/2026, 1:18:23 AM

GitHub: 631 stars · 130 forks

AI VISIBILITY SCORE
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 PromtEngineer/localGPT-Vision, 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
  • hightopics#1
    Add relevant topics for better categorization

    Why:

    COPY-PASTE FIX
    ["rag", "vision-language-models", "multimodal-ai", "self-hosted", "document-qa", "local-llm", "ollama"]
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the repository root with your chosen open-source license (e.g., MIT, Apache-2.0, GPL-3.0).
  • mediumhomepage#3
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    Add a URL to the repository's About section that links to a project page, demo, or detailed documentation.

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 PromtEngineer/localGPT-Vision
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Weaviate
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Weaviate · recommended 2×
  2. LangChain · recommended 2×
  3. LlamaIndex · recommended 2×
  4. Google Cloud Vision AI · recommended 1×
  5. Azure AI Document Intelligence · recommended 1×
  • CATEGORY QUERY
    How to build a RAG system for querying information from image and PDF documents?
    you: not recommended
    AI recommended (in order):
    1. Google Cloud Vision AI
    2. Azure AI Document Intelligence
    3. Tesseract OCR
    4. OpenCV
    5. Pillow
    6. Unstructured.io
    7. LangChain Document Loaders
    8. LangChain Text Splitters
    9. LlamaIndex Document Loaders
    10. LlamaIndex Node Parsers
    11. OpenAI Embeddings
    12. Cohere Embeddings
    13. Hugging Face `sentence-transformers` library
    14. Pinecone
    15. Weaviate
    16. Chroma
    17. Qdrant
    18. Faiss (Facebook AI Similarity Search)
    19. LangChain
    20. LlamaIndex
    21. OpenAI API
    22. Anthropic Claude

    AI recommended 22 alternatives but never named PromtEngineer/localGPT-Vision. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are options for a self-hosted RAG pipeline integrating various vision language models?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Hugging Face Transformers
    4. Sentence-Transformers
    5. FAISS
    6. ChromaDB
    7. Haystack
    8. PyTorch
    9. TensorFlow
    10. Weaviate
    11. Milvus
    12. PGVector
    13. Annoy

    AI recommended 13 alternatives but never named PromtEngineer/localGPT-Vision. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    fail

    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 PromtEngineer/localGPT-Vision?
    pass
    AI named PromtEngineer/localGPT-Vision explicitly

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

  • If a team adopts PromtEngineer/localGPT-Vision in production, what risks or prerequisites should they evaluate first?
    pass
    AI named PromtEngineer/localGPT-Vision 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 PromtEngineer/localGPT-Vision solve, and who is the primary audience?
    pass
    AI named PromtEngineer/localGPT-Vision 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 PromtEngineer/localGPT-Vision. 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/PromtEngineer/localGPT-Vision.svg)](https://repogeo.com/en/r/PromtEngineer/localGPT-Vision)
HTML
<a href="https://repogeo.com/en/r/PromtEngineer/localGPT-Vision"><img src="https://repogeo.com/badge/PromtEngineer/localGPT-Vision.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

PromtEngineer/localGPT-Vision — 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