RRepoGEO

REPOGEO REPORT · LITE

mihail911/nlp-library

Default branch master · commit a043a4c7 · scanned 5/24/2026, 4:38:16 PM

GitHub: 1,073 stars · 90 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 mihail911/nlp-library, 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 the README H1 and opening sentence to clarify purpose

    Why:

    CURRENT
    # nlp-library
This is a curated list of papers that I have encountered in some capacity and deem worth including in the NLP practitioner's library.
    COPY-PASTE FIX
    # nlp-library: A Curated List of Essential Papers for NLP Practitioners

This repository provides a highly curated list of essential papers that I have encountered and deem worth including in the NLP practitioner's library, focusing on foundational and influential research.
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the repository root with the text of the MIT License.
  • mediumhomepage#3
    Add a homepage URL in the repository settings

    Why:

    COPY-PASTE FIX
    Set the repository's homepage URL to https://github.com/mihail911/nlp-library in the repository settings.

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 mihail911/nlp-library
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
NLP Progress
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. NLP Progress · recommended 1×
  2. Papers With Code · recommended 1×
  3. sebastianruder/awesome-nlp · recommended 1×
  4. Distill.pub · recommended 1×
  5. Google AI Blog · recommended 1×
  • CATEGORY QUERY
    Where can I find a good curated list of essential papers for NLP practitioners?
    you: not recommended
    AI recommended (in order):
    1. NLP Progress
    2. Papers With Code
    3. Awesome NLP GitHub Repository (sebastianruder/awesome-nlp)
    4. Distill.pub
    5. Google AI Blog
    6. Facebook AI Blog
    7. OpenAI Blog
    8. ACL Anthology
    9. The Illustrated Transformer

    AI recommended 9 alternatives but never named mihail911/nlp-library. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the most influential research papers in natural language processing to study?
    you: not recommended
    AI recommended (in order):
    1. Attention Is All You Need
    2. BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
    3. Word2Vec
    4. Deep Learning for NLP (without Vector Space Models)
    5. Neural Machine Translation by Jointly Learning to Align and Translate
    6. ELMo: Deep contextualized word representations
    7. Generative Pre-training of a Transformer

    AI recommended 7 alternatives but never named mihail911/nlp-library. 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 mihail911/nlp-library?
    pass
    AI did not name mihail911/nlp-library — 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 mihail911/nlp-library in production, what risks or prerequisites should they evaluate first?
    pass
    AI named mihail911/nlp-library 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 mihail911/nlp-library solve, and who is the primary audience?
    pass
    AI named mihail911/nlp-library explicitly

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

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mihail911/nlp-library — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite