RRepoGEO

REPOGEO REPORT · LITE

breezedeus/Pix2Text

Default branch main · commit f881e9df · scanned 5/25/2026, 1:31:42 AM

GitHub: 3,132 stars · 270 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 breezedeus/Pix2Text, 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 the README's core value proposition

    Why:

    CURRENT
    The README currently starts with 'Update 2025.07.25: **V1.1.4** Released'.
    COPY-PASTE FIX
    Move the project's core description to the very top of the README, before any update logs or badges. For example, start with: 'Pix2Text is an Open-Source Python3 tool with SMALL models for recognizing layouts, tables, math formulas (LaTeX), and text in images, converting them into Markdown format. It serves as a free alternative to Mathpix, empowering seamless conversion of visual content into text-based representations with support for 80+ languages.'
  • mediumtopics#2
    Expand topics to include specific differentiators and use cases

    Why:

    CURRENT
    image-to-markdown, latex, latex-pdf, layout-analysis, math-formula, math-formula-recognition, math-ocr, mathpix, ocr, python, pytorch, table-ocr
    COPY-PASTE FIX
    Add: `document-ocr`, `scientific-document-processing`, `open-source-ocr`, `small-models`, `python-ocr-library`, `image-to-latex`, `image-to-text-converter`.
  • lowcomparison#3
    Add a 'Comparison with Alternatives' section to the README

    Why:

    COPY-PASTE FIX
    Add a section titled 'Comparison with Alternatives' or 'Why Pix2Text?' in the README, explicitly detailing how Pix2Text differentiates itself from tools like Mathpix, Nougat, or general OCR solutions (Tesseract, cloud APIs) in terms of being open-source, having small models, and its specific focus on layouts, tables, and math formulas to Markdown.

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 breezedeus/Pix2Text
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Mathpix Snipping Tool
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Mathpix Snipping Tool · recommended 2×
  2. facebookresearch/nougat · recommended 2×
  3. tesseract-ocr/tesseract · recommended 2×
  4. Google Cloud Vision AI · recommended 1×
  5. Microsoft Azure AI Vision · recommended 1×
  • CATEGORY QUERY
    How can I convert images containing math formulas and tables into markdown?
    you: not recommended
    AI recommended (in order):
    1. Mathpix Snipping Tool
    2. Nougat (facebookresearch/nougat)
    3. Google Cloud Vision AI
    4. Microsoft Azure AI Vision
    5. Tesseract OCR (tesseract-ocr/tesseract)
    6. ABBYY FineReader Online
    7. Convertio

    AI recommended 7 alternatives but never named breezedeus/Pix2Text. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a free Python tool to extract LaTeX equations and text from image files.
    you: not recommended
    AI recommended (in order):
    1. Mathpix Snipping Tool
    2. nougat (facebookresearch/nougat)
    3. OpenCV (opencv/opencv)
    4. Tesseract OCR (tesseract-ocr/tesseract)
    5. PyTorch (pytorch/pytorch)
    6. TensorFlow (tensorflow/tensorflow)
    7. ImageMagick

    AI recommended 7 alternatives but never named breezedeus/Pix2Text. 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 breezedeus/Pix2Text?
    pass
    AI named breezedeus/Pix2Text explicitly

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

  • If a team adopts breezedeus/Pix2Text in production, what risks or prerequisites should they evaluate first?
    pass
    AI named breezedeus/Pix2Text 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 breezedeus/Pix2Text solve, and who is the primary audience?
    pass
    AI named breezedeus/Pix2Text 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 breezedeus/Pix2Text. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/breezedeus/Pix2Text.svg)](https://repogeo.com/en/r/breezedeus/Pix2Text)
HTML
<a href="https://repogeo.com/en/r/breezedeus/Pix2Text"><img src="https://repogeo.com/badge/breezedeus/Pix2Text.svg" alt="RepoGEO" /></a>
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breezedeus/Pix2Text — 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