RRepoGEO

REPOGEO REPORT · LITE

localgpt-app/localgpt

Default branch main · commit 0db13fb7 · scanned 5/19/2026, 12:12:54 PM

GitHub: 1,102 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

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

OVERALL DIRECTION
  • mediumtopics#1
    Add more specific topics for 3D generation and local AI

    Why:

    CURRENT
    agent, ai, bevy, rust, world
    COPY-PASTE FIX
    agent, ai, bevy, rust, world, 3d-generation, natural-language-generation, local-llm, offline-ai, game-dev-tools
  • mediumreadme#2
    Clarify dual capabilities in README's first paragraph

    Why:

    CURRENT
    Build explorable 3D worlds with natural language — geometry, materials, lighting, audio, and behaviors. Open source, runs locally.
    COPY-PASTE FIX
    LocalGPT is an open-source project offering two core capabilities: **AI-driven 3D world generation** using natural language (geometry, materials, lighting, audio, behaviors) and a **local AI assistant** with chat, memory, and daemon features. Both run entirely on your machine.

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
Unity
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Unity · recommended 1×
  2. Inworld AI · recommended 1×
  3. OpenAI GPT-4 API · recommended 1×
  4. Google's Gemini API · recommended 1×
  5. Anthropic's Claude API · recommended 1×
  • CATEGORY QUERY
    How can I programmatically generate interactive 3D worlds using natural language descriptions?
    you: not recommended
    AI recommended (in order):
    1. Unity
    2. Inworld AI
    3. OpenAI GPT-4 API
    4. Google's Gemini API
    5. Anthropic's Claude API
    6. Unreal Engine
    7. Meta AI's Llama 2
    8. NVIDIA Omniverse
    9. Blender
    10. Hugging Face Transformers (huggingface/transformers)
    11. Three.js (mrdoob/three.js)
    12. Babylon.js (BabylonJS/Babylon.js)
    13. Natural.js (NaturalNode/natural)

    AI recommended 13 alternatives but never named localgpt-app/localgpt. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good open-source Rust tools for creating local AI assistants with memory?
    you: not recommended
    AI recommended (in order):
    1. Llama.cpp
    2. llama-cpp-rs
    3. llm
    4. Candle
    5. Burn
    6. Tch-rs
    7. Rustformers

    AI recommended 7 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 — RepoGEO report