RRepoGEO

REPOGEO REPORT · LITE

a-ghorbani/pocketpal-ai

Default branch main · commit aae5fb18 · scanned 6/18/2026, 3:17:13 AM

GitHub: 7,289 stars · 740 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 a-ghorbani/pocketpal-ai, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highhomepage#1
    Set the repository homepage URL

    Why:

    COPY-PASTE FIX
    https://pocketpal.dev/
  • mediumreadme#2
    Slightly rephrase the README tagline to emphasize 'mobile app'

    Why:

    CURRENT
    **A private AI assistant that runs entirely on your phone.**
    COPY-PASTE FIX
    **The private AI assistant mobile app that runs entirely on your phone.**

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 a-ghorbani/pocketpal-ai
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
mlc-ai/mlc-llm
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. mlc-ai/mlc-llm · recommended 2×
  2. ggerganov/llama.cpp · recommended 1×
  3. LocalGPT · recommended 1×
  4. Private LLM · recommended 1×
  5. LM Studio · recommended 1×
  • CATEGORY QUERY
    How can I run large language models locally on a mobile device for privacy?
    you: not recommended
    AI recommended (in order):
    1. MLC LLM (mlc-ai/mlc-llm)
    2. LLaMA.cpp (ggerganov/llama.cpp)
    3. MLC Chat (mlc-ai/mlc-llm)
    4. LocalGPT
    5. Private LLM
    6. LM Studio
    7. LocalAI (go-skynet/LocalAI)
    8. ONNX Runtime (microsoft/onnxruntime)
    9. TensorFlow Lite (tensorflow/tensorflow)
    10. PyTorch Mobile (pytorch/pytorch)

    AI recommended 10 alternatives but never named a-ghorbani/pocketpal-ai. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools enable building an AI assistant that functions completely offline on a smartphone?
    you: not recommended
    AI recommended (in order):
    1. TensorFlow Lite
    2. PyTorch Mobile
    3. Core ML
    4. ML Kit
    5. ONNX Runtime
    6. Flutter
    7. React Native

    AI recommended 7 alternatives but never named a-ghorbani/pocketpal-ai. 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 a-ghorbani/pocketpal-ai?
    pass
    AI named a-ghorbani/pocketpal-ai explicitly

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

  • If a team adopts a-ghorbani/pocketpal-ai in production, what risks or prerequisites should they evaluate first?
    pass
    AI named a-ghorbani/pocketpal-ai 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 a-ghorbani/pocketpal-ai solve, and who is the primary audience?
    pass
    AI did not name a-ghorbani/pocketpal-ai — 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?

Embed your GEO score

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MARKDOWN (README)
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a-ghorbani/pocketpal-ai — 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