RRepoGEO

REPOGEO REPORT · LITE

K-Dense-AI/k-dense-byok

Default branch main · commit e1d43ded · scanned 6/9/2026, 2:16:57 PM

GitHub: 791 stars · 81 forks

AI VISIBILITY SCORE
40 /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
3 / 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/k-dense-byok, 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 'BYOK' and core purpose in README H1

    Why:

    CURRENT
    # K-Dense BYOK
    COPY-PASTE FIX
    # K-Dense BYOK: Your AI Co-Scientist for Scientific Research, Running on Your Desktop with Your Own AI API Keys
  • mediumreadme#2
    Emphasize desktop app and agentic scientific focus in README intro

    Why:

    CURRENT
    K-Dense BYOK (Bring Your Own Keys) is a free, open-source app that gives you an AI research assistant called **Kady**.
    COPY-PASTE FIX
    K-Dense BYOK (Bring Your Own Keys) is a free, open-source desktop application that gives you an AI research assistant called **Kady**, designed specifically for scientists and analysts.
  • lowabout#3
    Refine 'About' description to include 'API keys'

    Why:

    CURRENT
    An AI co-scientist powered by Scientific Agent Skills running on your desktop.
    COPY-PASTE FIX
    An AI co-scientist powered by Scientific Agent Skills, running on your desktop and using your own AI API keys.

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/k-dense-byok
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Haystack
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Haystack · recommended 2×
  2. LlamaIndex · recommended 2×
  3. LocalGPT · recommended 1×
  4. PrivateGPT · recommended 1×
  5. Jan · recommended 1×
  • CATEGORY QUERY
    What are open-source AI assistants for scientific research that run on my desktop?
    you: not recommended
    AI recommended (in order):
    1. LocalGPT
    2. PrivateGPT
    3. Jan
    4. Ollama
    5. LM Studio
    6. Haystack
    7. LlamaIndex

    AI recommended 7 alternatives but never named K-Dense-AI/k-dense-byok. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an AI agent that uses my own API keys for flexible scientific data analysis.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Microsoft Semantic Kernel
    4. OpenAI Assistants API
    5. Haystack

    AI recommended 5 alternatives but never named K-Dense-AI/k-dense-byok. 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/k-dense-byok?
    pass
    AI named K-Dense-AI/k-dense-byok explicitly

    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/k-dense-byok in production, what risks or prerequisites should they evaluate first?
    pass
    AI named K-Dense-AI/k-dense-byok 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/k-dense-byok solve, and who is the primary audience?
    pass
    AI named K-Dense-AI/k-dense-byok explicitly

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

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K-Dense-AI/k-dense-byok — 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