RRepoGEO

REPOGEO REPORT · LITE

adbar/German-NLP

Default branch master · commit 366ab50f · scanned 6/16/2026, 4:18:02 AM

GitHub: 526 stars · 66 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 adbar/German-NLP, 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 opening to clarify it's a *list* of resources

    Why:

    CURRENT
    Curated list of open-access/open-source/off-the-shelf resources and tools developed with a particular focus on German
    COPY-PASTE FIX
    This repository is an **awesome list** of curated open-access/open-source/off-the-shelf resources and tools, specifically focused on German Natural Language Processing. It serves as a comprehensive directory for researchers and developers, rather than being an individual NLP library or tool itself.
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root with your chosen open-source license (e.g., MIT, Apache-2.0, GPL-3.0) to clarify usage rights.
  • mediumhomepage#3
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    Add a link to a relevant project page, documentation, or a more detailed overview of the German NLP resources, if available, in the repository's 'About' section.

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 adbar/German-NLP
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
spaCy
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. spaCy · recommended 2×
  2. Stanza · recommended 2×
  3. NLTK · recommended 2×
  4. CoreNLP · recommended 2×
  5. TextBlob · recommended 2×
  • CATEGORY QUERY
    What are the best open-source natural language processing tools available for German language analysis?
    you: not recommended
    AI recommended (in order):
    1. spaCy
    2. Stanza
    3. Hugging Face Transformers
    4. NLTK
    5. CoreNLP
    6. TextBlob

    AI recommended 6 alternatives but never named adbar/German-NLP. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    I need a curated list of off-the-shelf computational linguistics tools for German text processing.
    you: not recommended
    AI recommended (in order):
    1. spaCy
    2. Stanza
    3. NLTK
    4. UDPipe
    5. TextBlob
    6. CoreNLP

    AI recommended 6 alternatives but never named adbar/German-NLP. 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 adbar/German-NLP?
    pass
    AI did not name adbar/German-NLP — 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 adbar/German-NLP in production, what risks or prerequisites should they evaluate first?
    pass
    AI named adbar/German-NLP 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 adbar/German-NLP solve, and who is the primary audience?
    pass
    AI named adbar/German-NLP explicitly

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

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adbar/German-NLP — 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