REPOGEO REPORT · LITE

alishobeiri/thread-notebook

Default branch main · commit 703c9672 · scanned 6/24/2026, 8:42:04 PM

GitHub: 1,104 stars · 56 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)

3 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 alishobeiri/thread-notebook, 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

Clarify project's core identity and "thread" meaning in README intro

Why:

CURRENT

Thread is a Jupyter alternative that integrates an AI copilot into your Jupyter Notebook editing experience.

COPY-PASTE FIX

Thread is an AI-powered Jupyter Notebook *alternative* that deeply integrates an AI copilot into your editing experience. Unlike traditional Jupyter, Thread is built from the ground up for AI-assisted data analysis and code generation. (Note: 'Thread' in our name refers to a continuous flow of AI interaction, not Python's threading module.)

mediumabout#2
Add a homepage URL to the repository metadata
Why:
COPY-PASTE FIX
```
https://github.com/alishobeiri/thread
```

mediumreadme#3

Add a sentence to the README intro clarifying its unique position among AI coding tools

Why:

COPY-PASTE FIX

While other tools add AI features to Jupyter, Thread is engineered as a complete, local-first Jupyter *alternative* with AI deeply integrated into every aspect of the notebook workflow, from cell generation to error fixing.

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 alishobeiri/thread-notebook

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Code Llama

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

Code Llama · recommended 2×
CodeGemma · recommended 2×
Ollama · recommended 2×
LM Studio · recommended 2×
GitHub Copilot · recommended 1×

CATEGORY QUERY
Looking for an AI assistant to generate and debug code directly within a Jupyter-like environment.
you: not recommended
AI recommended (in order):
1. GitHub Copilot
2. Jupyter AI (jupyterlab/jupyter-ai)
3. Code Llama (facebookresearch/codellama)
4. Google Gemini
5. Amazon CodeWhisperer
6. Tabnine
AI recommended 6 alternatives but never named alishobeiri/thread-notebook. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What are good local AI tools for data analysis and interactive code generation in notebooks?
you: not recommended
AI recommended (in order):
1. JupyterLab
2. Code Llama
3. CodeGemma
4. Mistral
5. Mixtral
6. jupyter-ai
7. Ollama
8. LM Studio
9. VS Code
10. Jupyter Extension
11. Code Llama
12. CodeGemma
13. Continue
14. Ollama
15. LM Studio
16. DataSpell
17. Spyder
18. NumPy
19. SciPy
20. RStudio
21. R Markdown
22. reticulate
AI recommended 22 alternatives but never named alishobeiri/thread-notebook. 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 alishobeiri/thread-notebook?
pass
AI did not name alishobeiri/thread-notebook — 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 alishobeiri/thread-notebook in production, what risks or prerequisites should they evaluate first?
pass
AI named alishobeiri/thread-notebook 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 alishobeiri/thread-notebook solve, and who is the primary audience?
pass
AI named alishobeiri/thread-notebook 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 alishobeiri/thread-notebook. 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/alishobeiri/thread-notebook.svg)](https://repogeo.com/en/r/alishobeiri/thread-notebook)

HTML

<a href="https://repogeo.com/en/r/alishobeiri/thread-notebook"><img src="https://repogeo.com/badge/alishobeiri/thread-notebook.svg" alt="RepoGEO" /></a>

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alishobeiri/thread-notebook — 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