REPOGEO REPORT · LITE

ivan-bilan/The-NLP-Pandect

Default branch master · commit 87385919 · scanned 6/25/2026, 6:12:29 PM

GitHub: 2,036 stars · 279 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 ivan-bilan/The-NLP-Pandect, 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

Strengthen README's opening to emphasize its 'curated list' nature

Why:

CURRENT

This pandect (πανδέκτης is Ancient Greek for encyclopedia) was created to help you find almost anything related to Natural Language Processing that is available online.

COPY-PASTE FIX

This pandect (πανδέκτης is Ancient Greek for encyclopedia) is a comprehensive, curated collection of almost anything related to Natural Language Processing that is available online, serving as your one-stop reference for tools, papers, podcasts, and best practices.

highhomepage#2
Add a homepage URL to the repository's About section
Why:
COPY-PASTE FIX
```
https://github.com/ivan-bilan/The-NLP-Pandect
```

mediumtopics#3

Expand repository topics to include specific resource types

Why:

CURRENT

awesome-list, deeplearning, natural-language-processing, naturallanguageprocessing, nlp, pandect

COPY-PASTE FIX

awesome-list, deeplearning, natural-language-processing, naturallanguageprocessing, nlp, pandect, nlp-resources, nlp-podcasts, nlp-benchmarks, nlp-best-practices

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 ivan-bilan/The-NLP-Pandect

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Papers With Code

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

Papers With Code · recommended 2×
Hugging Face Transformers · recommended 1×
Hugging Face Datasets · recommended 1×
Hugging Face Hub · recommended 1×
spaCy · recommended 1×

CATEGORY QUERY
What are the best comprehensive resources for natural language processing tools, papers, and projects?
you: not recommended
AI recommended (in order):
1. Hugging Face Transformers
2. Hugging Face Datasets
3. Hugging Face Hub
4. Papers With Code
5. spaCy
6. NLTK
7. AllenNLP
8. Stanford CoreNLP
9. Gensim
AI recommended 9 alternatives but never named ivan-bilan/The-NLP-Pandect. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Where can I find a curated list of NLP podcasts, benchmarks, and industry best practices?
you: not recommended
AI recommended (in order):
1. Hugging Face Blog
2. 🤗 Transformers Library
3. Papers With Code
4. NLP Highlights Podcast
5. The Gradient
6. Towards Data Science
7. Stanford NLP Group
8. Google AI Blog
9. Meta AI Blog
AI recommended 9 alternatives but never named ivan-bilan/The-NLP-Pandect. 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 ivan-bilan/The-NLP-Pandect?
pass
AI named ivan-bilan/The-NLP-Pandect explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts ivan-bilan/The-NLP-Pandect in production, what risks or prerequisites should they evaluate first?
pass
AI named ivan-bilan/The-NLP-Pandect 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 ivan-bilan/The-NLP-Pandect solve, and who is the primary audience?
pass
AI did not name ivan-bilan/The-NLP-Pandect — 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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ivan-bilan/The-NLP-Pandect — 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