RRepoGEO

REPOGEO REPORT · LITE

NimbleEdge/deliteAI

Default branch main · commit 7724dea2 · scanned 6/6/2026, 5:17:56 PM

GitHub: 532 stars · 40 forks

AI VISIBILITY SCORE
35 /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
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 NimbleEdge/deliteAI, 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
  • hightopics#1
    Add specific topics to improve categorization

    Why:

    COPY-PASTE FIX
    on-device-ai, agentic-ai, edge-ai, mobile-ai, llm-agents, privacy-preserving-ai, python, android, ios, macos
  • highreadme#2
    Reposition README opening to differentiate from inference runtimes

    Why:

    CURRENT
    DeliteAI is a powerful on-device AI platform for building agentic workflows that enables developers to deliver secure, privacy-aware, and high-performance AI native experiences and applications on mobiles, laptops, wearables, and automobiles.
    COPY-PASTE FIX
    DeliteAI is a powerful on-device AI platform for building agentic workflows that enables developers to deliver secure, privacy-aware, and high-performance AI native experiences and applications on mobiles, laptops, wearables, and automobiles. Unlike generic AI inference runtimes, DeliteAI provides a complete framework for orchestrating complex AI agents directly on edge devices.
  • mediumhomepage#3
    Add the homepage URL to repository metadata

    Why:

    COPY-PASTE FIX
    https://deliteai.dev/

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 NimbleEdge/deliteAI
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
TensorFlow Lite
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. TensorFlow Lite · recommended 1×
  2. PyTorch Mobile · recommended 1×
  3. ONNX Runtime · recommended 1×
  4. Core ML · recommended 1×
  5. MediaPipe · recommended 1×
  • CATEGORY QUERY
    How to deploy AI agents directly on mobile and edge devices?
    you: not recommended
    AI recommended (in order):
    1. TensorFlow Lite
    2. PyTorch Mobile
    3. ONNX Runtime
    4. Core ML
    5. MediaPipe
    6. Edge Impulse
    7. OpenVINO Toolkit

    AI recommended 7 alternatives but never named NimbleEdge/deliteAI. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What framework simplifies building privacy-aware AI applications for resource-constrained devices using Python?
    you: not recommended
    AI recommended (in order):
    1. PySyft (OpenMined/PySyft)
    2. TensorFlow Lite (tensorflow/tensorflow)
    3. TensorFlow Privacy (tensorflow/privacy)
    4. PyTorch Mobile (pytorch/pytorch)
    5. Opacus (pytorch/opacus)
    6. OpenFL (intel/openfl)
    7. FATE (FederatedAI/FATE)
    8. Edge Impulse (edgeimpulse/edgeimpulse)

    AI recommended 8 alternatives but never named NimbleEdge/deliteAI. 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 NimbleEdge/deliteAI?
    pass
    AI named NimbleEdge/deliteAI explicitly

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

  • If a team adopts NimbleEdge/deliteAI in production, what risks or prerequisites should they evaluate first?
    pass
    AI named NimbleEdge/deliteAI 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 NimbleEdge/deliteAI solve, and who is the primary audience?
    pass
    AI named NimbleEdge/deliteAI explicitly

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

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NimbleEdge/deliteAI — 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