RRepoGEO

REPOGEO REPORT · LITE

Nutlope/pdftochat

Default branch main · commit ab8cfd06 · scanned 5/11/2026, 12:43:21 PM

GitHub: 1,386 stars · 293 forks

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/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
  • highreadme#1
    Reposition README's opening to clarify it's a deployable template

    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 deployable starter kit to build your own AI-powered PDF chat application in seconds. Powered by Together AI and Chroma.</p>
  • hightopics#2
    Add relevant topics to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    ai, llm, rag, pdf, chatbot, nextjs, langchain, chroma, vercel, starter-kit, template
  • mediumreadme#3
    Add a sentence to the README's introduction highlighting its value as a deployable template

    Why:

    COPY-PASTE FIX
    <p align="center">This self-contained, open-source application template offers a complete web UI and backend, making it easy to get started with RAG for document interaction.</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/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 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. LlamaIndex · recommended 1×
  3. OpenAI API · recommended 1×
  4. GPT-3.5 Turbo · recommended 1×
  5. GPT-4 · recommended 1×
  • CATEGORY QUERY
    How can I build an application to chat with my PDF documents using an AI model?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. OpenAI API
    4. GPT-3.5 Turbo
    5. GPT-4
    6. Hugging Face Transformers
    7. Sentence Transformers
    8. Chroma
    9. Pinecone
    10. Weaviate
    11. PyPDF2
    12. pdfminer.six
    13. pypdf

    AI recommended 13 alternatives but never named Nutlope/pdftochat. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open-source solutions exist for building a web app to converse with uploaded documents?
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. Streamlit (streamlit/streamlit)
    3. Gradio (gradio-app/gradio)
    4. LlamaIndex (run-llama/llama_index)
    5. Haystack (deepset-ai/haystack)
    6. Rasa Open Source (RasaHQ/rasa)
    7. Rasa X (RasaHQ/rasa-x)
    8. DocArray (docarray/docarray)
    9. Llama 2
    10. Mistral
    11. Falcon
    12. FastAPI (tiangolo/fastapi)
    13. Flask (pallets/flask)
    14. React (facebook/react)
    15. Vue.js (vuejs/vue)
    16. Qdrant (qdrant/qdrant)
    17. Weaviate (weaviate/weaviate)
    18. ChromaDB (chroma-core/chroma)

    AI recommended 18 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 did not name Nutlope/pdftochat — 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 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