RRepoGEO

REPOGEO REPORT · LITE

K-Dense-AI/claude-scientific-writer

Default branch main · commit 5bf6b597 · scanned 5/26/2026, 1:21:39 PM

GitHub: 1,840 stars · 226 forks

AI VISIBILITY SCORE
33 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 K-Dense-AI/claude-scientific-writer, 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's opening to clearly state the repo's core value

    Why:

    CURRENT
    > 🚀 **Looking for more advanced capabilities?** For end-to-end scientiic writing, deep scientfic search, advanced image generation and enterprise solutions, visit **www.k-dense.aiA deep research and writing tool** that combines the power of AI-driven deep research with well-formatted written outputs. Generate publication-ready scientific papers, reports, posters, grant proposals, literature reviews, and more academic documents—all backed by real-time literature search and verified citations.
    COPY-PASTE FIX
    A deep research and writing tool that combines the power of AI-driven deep research with well-formatted written outputs. Generate publication-ready scientific papers, reports, posters, grant proposals, literature reviews, and more academic documents—all backed by real-time literature search and verified citations.

> 🚀 **Looking for more advanced capabilities?** For end-to-end scientific writing, deep scientific search, advanced image generation and enterprise solutions, visit **www.k-dense.ai**
  • hightopics#2
    Add specific topics for academic and scientific writing

    Why:

    CURRENT
    ai-agents, anthropic, claude, skills, tools, writer
    COPY-PASTE FIX
    ai-agents, anthropic, claude, skills, tools, writer, scientific-writing, academic-writing, literature-review, research-automation, paper-generation
  • mediumabout#3
    Refine the 'About' description for better query matching

    Why:

    CURRENT
    A general purpose scientific writer
    COPY-PASTE FIX
    An AI-driven tool for generating publication-ready scientific papers, reports, and academic documents, featuring real-time literature search and verified citations using Claude AI.

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 K-Dense-AI/claude-scientific-writer
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Elicit
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Elicit · recommended 1×
  2. Semantic Scholar · recommended 1×
  3. Scite.ai · recommended 1×
  4. ResearchRabbit · recommended 1×
  5. ChatGPT · recommended 1×
  • CATEGORY QUERY
    What AI tools can help me write scientific papers with real-time research?
    you: not recommended
    AI recommended (in order):
    1. Elicit
    2. Semantic Scholar
    3. Scite.ai
    4. ResearchRabbit
    5. ChatGPT
    6. Connected Papers
    7. QuillBot

    AI recommended 7 alternatives but never named K-Dense-AI/claude-scientific-writer. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a Python library to automate academic writing and literature review generation.
    you: not recommended
    AI recommended (in order):
    1. Semantic Scholar API
    2. scholarly
    3. Google Scholar
    4. Hugging Face Transformers
    5. spaCy
    6. NLTK
    7. Scrapy
    8. PyPDF2
    9. pdfminer.six

    AI recommended 9 alternatives but never named K-Dense-AI/claude-scientific-writer. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    pass

  • 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 K-Dense-AI/claude-scientific-writer?
    pass
    AI did not name K-Dense-AI/claude-scientific-writer — 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 K-Dense-AI/claude-scientific-writer in production, what risks or prerequisites should they evaluate first?
    pass
    AI named K-Dense-AI/claude-scientific-writer 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 K-Dense-AI/claude-scientific-writer solve, and who is the primary audience?
    pass
    AI named K-Dense-AI/claude-scientific-writer explicitly

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

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