REPOGEO REPORT · LITE

cognitivetech/ollama-ebook-summary

Default branch main · commit 5bfa531a · scanned 6/12/2026, 6:13:09 PM

GitHub: 625 stars · 52 forks

AI VISIBILITY SCORE

22 /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

1 / 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 cognitivetech/ollama-ebook-summary, 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 H1 and opening paragraph to clarify it's an application

Why:

CURRENT

# Bulleted Notes Book Summaries

_Built With: Python 3.11.9_

## Introduction
This project creates bulleted notes summaries of books and other long texts, particularly epub and pdf which have ToC metadata available.

COPY-PASTE FIX

# Ollama Ebook Summary: Comprehensive Bulleted Notes from Long Texts

_An application built with Python 3.11.9_

## Introduction
This application provides comprehensive bulleted notes summaries from books and other long texts, specifically designed for epub and PDF files with table of contents metadata. It leverages local LLMs via Ollama to deliver detailed, chapter-by-chapter summaries without relying on external APIs.

highlicense#2
Add a standard open-source LICENSE file
Why:
COPY-PASTE FIX
```
Create a `LICENSE` file in the root directory containing the text of the MIT License.
```

mediumtopics#3

Add more specific topics to improve categorization

Why:

CURRENT

generative-ai, gpt, llm, localai, localgpt, ollama, ollama-app, privategpt, privategpt4linux, summarization

COPY-PASTE FIX

generative-ai, gpt, llm, localai, localgpt, ollama, ollama-app, privategpt, privategpt4linux, summarization, ebook-summarizer, pdf-summarizer, epub-summarizer, offline-llm-app, document-summarization-tool

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 cognitivetech/ollama-ebook-summary

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

LlamaIndex

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

LlamaIndex · recommended 2×
LangChain · recommended 2×
Haystack · recommended 1×
Hugging Face Transformers · recommended 1×
NLTK · recommended 1×

CATEGORY QUERY
How can I generate comprehensive bulleted summaries from long documents using a local language model?
you: not recommended
AI recommended (in order):
1. Haystack
2. LlamaIndex
3. LangChain
4. Hugging Face Transformers
5. NLTK
6. spaCy
AI recommended 6 alternatives but never named cognitivetech/ollama-ebook-summary. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What tools help summarize very large PDF or EPUB files while managing AI context limits?
you: not recommended
AI recommended (in order):
1. ChatPDF
2. Humata AI
3. PDF.ai
4. Claude
5. PyPDF2
6. pdfminer.six
7. ChatGPT Plus
8. LlamaIndex
9. LangChain
10. OpenAI
11. Anthropic
12. Llama 3
13. Google Gemini
AI recommended 13 alternatives but never named cognitivetech/ollama-ebook-summary. 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 cognitivetech/ollama-ebook-summary?
pass
AI did not name cognitivetech/ollama-ebook-summary — 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 cognitivetech/ollama-ebook-summary in production, what risks or prerequisites should they evaluate first?
pass
AI named cognitivetech/ollama-ebook-summary 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 cognitivetech/ollama-ebook-summary solve, and who is the primary audience?
pass
AI did not name cognitivetech/ollama-ebook-summary — 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?

Embed your GEO score

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MARKDOWN (README)

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HTML

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Deep reports10 / month
Brand-free category queries5 vs 2 in Lite
Prioritized action items8 vs 3 in Lite