RRepoGEO

REPOGEO REPORT · LITE

louisgv/local.ai

Default branch main · commit ad9a9e63 · scanned 6/14/2026, 4:11:38 AM

GitHub: 717 stars · 68 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 louisgv/local.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

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

OVERALL DIRECTION
  • hightopics#1
    Update repository topics to be more specific

    Why:

    CURRENT
    ai, api, chatgpt-api, llm, localhost, nextjs, rust, sse, streaming, turborepo
    COPY-PASTE FIX
    ai, llm, local-llm, desktop-app, inference-server, openai-api, offline-ai, privacy, chatgpt-api, localhost
  • highreadme#2
    Reposition README introduction to emphasize core offering

    Why:

    CURRENT
    A desktop app for local, private, secured AI experimentation.
    COPY-PASTE FIX
    A desktop app for local, private, secured LLM experimentation, featuring an OpenAI-compatible API for easy integration.
  • mediumabout#3
    Enhance repository description for clarity

    Why:

    CURRENT
    🎒 local.ai - Run AI locally on your PC!
    COPY-PASTE FIX
    🎒 local.ai - Run LLMs locally on your PC with an OpenAI-compatible API!

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 louisgv/local.ai
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LM Studio
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LM Studio · recommended 2×
  2. Ollama · recommended 1×
  3. oobabooga/text-generation-webui · recommended 1×
  4. llama.cpp · recommended 1×
  5. vLLM · recommended 1×
  • CATEGORY QUERY
    How to set up a local AI inference server for private LLM experimentation?
    you: not recommended
    AI recommended (in order):
    1. Ollama
    2. LM Studio
    3. text-generation-webui (oobabooga/text-generation-webui)
    4. llama.cpp
    5. vLLM
    6. TGI

    AI recommended 6 alternatives but never named louisgv/local.ai. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a desktop application to run LLMs locally with an OpenAI-like API.
    you: not recommended
    AI recommended (in order):
    1. Ollama (ollama/ollama)
    2. LM Studio
    3. LocalAI (go-skynet/LocalAI)
    4. Jan (janhq/jan)
    5. GPT4All (nomic-ai/gpt4all)

    AI recommended 5 alternatives but never named louisgv/local.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
    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 louisgv/local.ai?
    pass
    AI named louisgv/local.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 louisgv/local.ai in production, what risks or prerequisites should they evaluate first?
    pass
    AI named louisgv/local.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 louisgv/local.ai solve, and who is the primary audience?
    pass
    AI named louisgv/local.ai 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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louisgv/local.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