RRepoGEO

REPOGEO REPORT · LITE

danielgross/localpilot

Default branch main · commit 3a334d99 · scanned 5/26/2026, 5:07:50 AM

GitHub: 3,365 stars · 140 forks

AI VISIBILITY SCORE
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 danielgross/localpilot, 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 subtitle to explicitly state its purpose as a local AI code completion alternative

    Why:

    CURRENT
    _Use GitHub Copilot locally on your Macbook with one-click!_
    COPY-PASTE FIX
    _Run an open-source, local AI code completion assistant on your Macbook, a privacy-focused alternative to cloud-based tools like GitHub Copilot._
  • highabout#2
    Add a concise description to the repository's 'About' section

    Why:

    COPY-PASTE FIX
    Run an open-source, local AI code completion assistant on your Macbook, offering a privacy-focused alternative to cloud-based tools.
  • hightopics#3
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai-code-completion, local-llm, offline-ai, apple-silicon, macbook, copilot-alternative, ollama, python

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 danielgross/localpilot
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Code Llama
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Code Llama · recommended 2×
  2. TabbyML/tabby · recommended 1×
  3. Continue-dev/continue · recommended 1×
  4. StarCoder / StarCoder2 · recommended 1×
  5. ollama/ollama · recommended 1×
  • CATEGORY QUERY
    How to run AI code completion models directly on my local machine?
    you: not recommended
    AI recommended (in order):
    1. Code Llama
    2. Tabby (TabbyML/tabby)
    3. Continue.dev (Continue-dev/continue)
    4. StarCoder / StarCoder2
    5. Ollama (ollama/ollama)
    6. LocalAI (go-skynet/LocalAI)
    7. FauxPilot (fauxpilot/fauxpilot)

    AI recommended 7 alternatives but never named danielgross/localpilot. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an open-source alternative to cloud-based AI coding assistants for offline use.
    you: not recommended
    AI recommended (in order):
    1. Code Llama
    2. Ollama
    3. LM Studio
    4. Tabby
    5. FauxPilot
    6. Continue
    7. LocalAI

    AI recommended 7 alternatives but never named danielgross/localpilot. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    fail

    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 danielgross/localpilot?
    pass
    AI named danielgross/localpilot explicitly

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

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

    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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danielgross/localpilot — 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