RRepoGEO

REPOGEO REPORT · LITE

Nutlope/pdftochat

Default branch main · commit ab8cfd06 · scanned 6/21/2026, 5:27:42 PM

GitHub: 1,391 stars · 290 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
35 /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
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 Nutlope/pdftochat, 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
    pdf-chatbot, rag-application, nextjs, langchain, ai-chatbot, vector-database, chromadb, together-ai, vercel, fullstack-app, template, document-qa, llm-app
  • highreadme#2
    Reposition the README's opening paragraph to emphasize its template nature

    Why:

    CURRENT
    <p align="center">Chat with your PDFs in seconds. Powered by Together AI and Chroma.</p>
    COPY-PASTE FIX
    <p align="center">A production-ready, self-hostable template to chat with your PDFs in seconds. Powered by Together AI and Chroma.</p>
  • mediumreadme#3
    Add a dedicated 'What is PDFToChat?' section to the README

    Why:

    COPY-PASTE FIX
    ## What is PDFToChat?

PDFToChat is a complete, deployable web application template that allows users to chat with their PDF documents using AI. It's designed for developers and teams looking for a production-ready example to quickly build and deploy their own AI-powered document Q&A service, leveraging a modern RAG (Retrieval Augmented Generation) stack.

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/pdftochat
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. LlamaIndex · recommended 2×
  3. OpenAI · recommended 1×
  4. Anthropic Claude · recommended 1×
  5. Pinecone · recommended 1×
  • CATEGORY QUERY
    How to implement an AI chatbot that can answer questions from uploaded PDF documents?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. OpenAI
    3. Anthropic Claude
    4. Pinecone
    5. ChromaDB
    6. PyPDF2
    7. pypdf
    8. LlamaIndex
    9. Weaviate
    10. Qdrant
    11. PyMuPDF (Fitz)
    12. Haystack (deepset)
    13. Hugging Face Transformers
    14. Elasticsearch
    15. OpenSearch
    16. Tesseract
    17. Azure AI Search
    18. Azure OpenAI Service
    19. Google Cloud Vertex AI Search
    20. Vertex AI PaLM/Gemini API

    AI recommended 20 alternatives but never named Nutlope/pdftochat. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open-source projects exist for building a web application to chat with documents?
    you: not recommended
    AI recommended (in order):
    1. LlamaIndex
    2. LangChain
    3. Haystack
    4. PrivateGPT
    5. RAGatouille
    6. Gradio
    7. Streamlit

    AI recommended 7 alternatives but never named Nutlope/pdftochat. 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/pdftochat?
    pass
    AI named Nutlope/pdftochat 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/pdftochat in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Nutlope/pdftochat 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/pdftochat solve, and who is the primary audience?
    pass
    AI named Nutlope/pdftochat explicitly

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

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Nutlope/pdftochat — 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