RRepoGEO

REPOGEO REPORT · LITE

Nutlope/llama-ocr

Default branch main · commit 1b588159 · scanned 6/21/2026, 7:47:50 PM

GitHub: 2,426 stars · 236 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 Nutlope/llama-ocr, 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 to the repository

    Why:

    COPY-PASTE FIX
    ocr, llama, vision, markdown, document-processing, ai, nodejs, npm-package, together-ai
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file (e.g., MIT License) in the root of the repository to clearly state the project's licensing terms.
  • highreadme#3
    Enhance the README's opening paragraph to highlight core functionality and differentiator

    Why:

    CURRENT
    <p>An npm library to run OCR for free with Llama 3.2 Vision.</p>
    COPY-PASTE FIX
    <p>A powerful npm library for **Document to Markdown OCR**, leveraging the advanced Llama 3.2 Vision model to convert images (and soon PDFs) into structured markdown text. Run OCR for free with Llama 3.2 Vision.</p>

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 Nutlope/llama-ocr
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
naptha/tesseract.js
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. naptha/tesseract.js · recommended 1×
  2. domchristie/turndown · recommended 1×
  3. Google Cloud Vision API · recommended 1×
  4. AWS Rekognition · recommended 1×
  5. Azure Cognitive Services - Computer Vision · recommended 1×
  • CATEGORY QUERY
    How to extract structured text from images and convert it to markdown in Node.js?
    you: not recommended
    AI recommended (in order):
    1. Tesseract.js (naptha/tesseract.js)
    2. Turndown (domchristie/turndown)
    3. Google Cloud Vision API
    4. AWS Rekognition
    5. Azure Cognitive Services - Computer Vision
    6. OpenCV.js (opencv/opencv.js)

    AI recommended 6 alternatives but never named Nutlope/llama-ocr. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need an AI-powered tool to convert scanned documents into editable markdown files.
    you: not recommended
    AI recommended (in order):
    1. Nanonets
    2. Docparser
    3. ABBYY FineReader PDF
    4. Google Cloud Vision AI
    5. Microsoft Azure AI Vision
    6. Tesseract OCR

    AI recommended 6 alternatives but never named Nutlope/llama-ocr. 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 Nutlope/llama-ocr?
    pass
    AI named Nutlope/llama-ocr explicitly

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

  • If a team adopts Nutlope/llama-ocr in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Nutlope/llama-ocr 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 Nutlope/llama-ocr solve, and who is the primary audience?
    pass
    AI did not name Nutlope/llama-ocr — 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?

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite