RRepoGEO

REPOGEO REPORT · LITE

nrl-ai/llama-assistant

Default branch main · commit d06708e1 · scanned 6/12/2026, 7:17:44 PM

GitHub: 529 stars · 44 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 nrl-ai/llama-assistant, 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
    Emphasize privacy and offline capabilities in the README's opening paragraph

    Why:

    CURRENT
    AI-powered assistant to help you with your daily tasks, powered by Llama 3.2. It can recognize your voice, process natural language, and perform various actions based on your commands: summarizing text, rephrasing sentences, answering questions, writing emails, and more. This assistant can run offline on your local machine, and it respects your privacy by not sending any data to external servers.
    COPY-PASTE FIX
    Llama Assistant is your **private, offline AI companion** designed to help with daily tasks without compromising your data. Powered by Llama 3.2 and other local models, it offers voice recognition, natural language processing, and a suite of actions—from summarizing text and drafting emails to answering questions—all running securely on your local machine.
  • mediumabout#2
    Update repository description to highlight privacy and offline use

    Why:

    CURRENT
    AI-powered assistant to help you with your daily tasks, powered by Llama 3, DeepSeek R1, and many more models on HuggingFace.
    COPY-PASTE FIX
    A **private, offline AI assistant** for daily tasks, powered by Llama 3, DeepSeek R1, and other local models. Respects your privacy by keeping all data on your machine.
  • lowtopics#3
    Add more specific topics for local, private, and offline AI

    Why:

    CURRENT
    deepseek-r1, llama, llama-3-2, llama3, llava, moondream, owen, personal-assistant, private-gpt
    COPY-PASTE FIX
    deepseek-r1, llama, llama-3-2, llama3, llava, moondream, owen, personal-assistant, private-gpt, local-ai, offline-ai, privacy-focused, data-privacy, desktop-assistant

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 nrl-ai/llama-assistant
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. PrivateGPT · recommended 1×
  4. LocalAI · recommended 1×
  5. Jan · recommended 1×
  • CATEGORY QUERY
    How can I set up a local AI assistant that prioritizes data privacy?
    you: not recommended
    AI recommended (in order):
    1. LM Studio
    2. Ollama
    3. PrivateGPT
    4. LocalAI
    5. Jan

    AI recommended 5 alternatives but never named nrl-ai/llama-assistant. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools provide an offline personal AI for text summarization and email drafting?
    you: not recommended
    AI recommended (in order):
    1. LM Studio
    2. Ollama (ollama/ollama)
    3. Obsidian
    4. Text Generator (nhaouari/obsidian-text-generator)
    5. Smart Connections (brianpetro/obsidian-smart-connections)
    6. Jan (janhq/jan)
    7. PrivateGPT (imartinez/privateGPT)
    8. MacWhisper

    AI recommended 8 alternatives but never named nrl-ai/llama-assistant. 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 nrl-ai/llama-assistant?
    pass
    AI named nrl-ai/llama-assistant explicitly

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

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

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

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