RRepoGEO

REPOGEO REPORT · LITE

Project-N-E-K-O/N.E.K.O

Default branch main · commit c41085c1 · scanned 5/26/2026, 3:52:10 PM

GitHub: 1,118 stars · 154 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 Project-N-E-K-O/N.E.K.O, 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
    Add a clear English positioning statement at the top of the README

    Why:

    COPY-PASTE FIX
    Insert the following text immediately after the language links and before the main title:
N.E.K.O. is a proactive, native omni AI companion that watches, reads, and plays alongside you, powered by human-like memory and an embodied emotional engine. Available now on Steam!
  • mediumtopics#2
    Expand GitHub topics with more specific AI companion terms

    Why:

    CURRENT
    ai-agents, jarvis-assistant, own-your-data, personal, waifu
    COPY-PASTE FIX
    ai-agents, jarvis-assistant, own-your-data, personal, waifu, virtual-assistant, ai-companion, desktop-assistant, personal-ai
  • lowreadme#3
    Clarify N.E.K.O.'s nature as a standalone application

    Why:

    COPY-PASTE FIX
    Add a sentence to the introductory section of the README, for example: 'N.E.K.O. is a standalone desktop application, not a Discord bot or a development framework.'

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 Project-N-E-K-O/N.E.K.O
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Rewind AI
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Rewind AI · recommended 1×
  2. Microsoft Copilot · recommended 1×
  3. Mem.ai · recommended 1×
  4. Siri · recommended 1×
  5. Shortcuts · recommended 1×
  • CATEGORY QUERY
    Looking for an AI companion that learns over time and proactively assists with daily digital tasks.
    you: not recommended
    AI recommended (in order):
    1. Rewind AI
    2. Microsoft Copilot
    3. Mem.ai
    4. Siri
    5. Shortcuts
    6. HomeKit
    7. Google Assistant
    8. Google Workspace
    9. Routines

    AI recommended 9 alternatives but never named Project-N-E-K-O/N.E.K.O. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What frameworks enable building an embodied AI agent with real-time voice, vision, and system control?
    you: not recommended
    AI recommended (in order):
    1. ROS (Robot Operating System)
    2. NVIDIA Isaac Sim
    3. Isaac SDK
    4. OpenAI Gym
    5. Stable Baselines3
    6. Ray RLlib
    7. CleanRL
    8. OpenCV
    9. Vosk
    10. Picovoice
    11. DeepMind Lab
    12. Unity ML-Agents
    13. PyTorch
    14. TensorFlow
    15. sounddevice
    16. smbus
    17. RPi.GPIO
    18. Microsoft AirSim

    AI recommended 18 alternatives but never named Project-N-E-K-O/N.E.K.O. 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 Project-N-E-K-O/N.E.K.O?
    pass
    AI named Project-N-E-K-O/N.E.K.O explicitly

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

  • If a team adopts Project-N-E-K-O/N.E.K.O in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Project-N-E-K-O/N.E.K.O 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 Project-N-E-K-O/N.E.K.O solve, and who is the primary audience?
    pass
    AI named Project-N-E-K-O/N.E.K.O explicitly

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

Embed your GEO score

Drop this badge into the README of Project-N-E-K-O/N.E.K.O. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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Project-N-E-K-O/N.E.K.O — 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