RRepoGEO

REPOGEO REPORT · LITE

localgpt-app/localgpt

Default branch main · commit ec17e109 · scanned 6/30/2026, 9:42:28 PM

GitHub: 1,107 stars · 100 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
33 /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
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 localgpt-app/localgpt, 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 README's opening to emphasize 3D world building

    Why:

    CURRENT
    # LocalGPT

Build explorable 3D worlds with natural language — geometry, materials, lighting, audio, and behaviors. Open source, runs locally.
    COPY-PASTE FIX
    # LocalGPT: AI-driven 3D World Building with Natural Language

Build explorable 3D worlds with natural language — geometry, materials, lighting, audio, and behaviors. Open source, runs locally.
  • highabout#2
    Update repository description to highlight 3D world building

    Why:

    CURRENT
    Local AI assistant, dreaming explorable worlds.
    COPY-PASTE FIX
    AI-driven 3D world building with natural language. Create explorable environments, geometry, materials, and behaviors locally.
  • mediumtopics#3
    Add more specific topics for 3D generation and game engines

    Why:

    CURRENT
    agent, ai, bevy, rust, world
    COPY-PASTE FIX
    agent, ai, bevy, rust, world, 3d-generation, natural-language-generation, game-engine, procedural-generation, llm-applications

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 localgpt-app/localgpt
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Blockade Labs Skybox AI
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Blockade Labs Skybox AI · recommended 1×
  2. Stable Diffusion · recommended 1×
  3. AUTOMATIC1111/stable-diffusion-webui · recommended 1×
  4. comfyanonymous/ComfyUI · recommended 1×
  5. Midas · recommended 1×
  • CATEGORY QUERY
    How can I generate interactive 3D environments using natural language prompts locally?
    you: not recommended
    AI recommended (in order):
    1. Blockade Labs Skybox AI
    2. Stable Diffusion
    3. Automatic1111 web UI (AUTOMATIC1111/stable-diffusion-webui)
    4. ComfyUI (comfyanonymous/ComfyUI)
    5. Midas
    6. ControlNet
    7. Blender
    8. Unity
    9. Unreal Engine
    10. DreamFusion
    11. Magic3D
    12. Instant NGP (NVlabs/instant-ngp)
    13. Spline
    14. Luma AI
    15. Three.js (mrdoob/three.js)
    16. Babylon.js (BabylonJS/Babylon.js)

    AI recommended 16 alternatives but never named localgpt-app/localgpt. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open-source local AI assistant frameworks are available for Rust developers?
    you: not recommended
    AI recommended (in order):
    1. llama.cpp (ggerganov/llama.cpp)
    2. llama-rs (rustformers/llama-rs)
    3. llm (rustformers/llm)
    4. Candle (huggingface/candle)
    5. Tch-rs (LaurentMazare/tch-rs)
    6. LibTorch (pytorch/pytorch)
    7. Rustformers (rustformers/rustformers)
    8. Linfa (rust-ml/linfa)
    9. OpenAI API
    10. async-openai (64bit/async-openai)
    11. ollama (ollama/ollama)

    AI recommended 11 alternatives but never named localgpt-app/localgpt. 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 localgpt-app/localgpt?
    pass
    AI did not name localgpt-app/localgpt — 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?

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

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

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localgpt-app/localgpt — 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