RRepoGEO

REPOGEO REPORT · LITE

NativeMindBrowser/NativeMindExtension

Default branch main · commit 70a2acc1 · scanned 5/29/2026, 12:26:56 PM

GitHub: 1,076 stars · 98 forks

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 NativeMindBrowser/NativeMindExtension, 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
  • highabout#1
    Update the 'About' section (description) to be more explicit about its type

    Why:

    CURRENT
    NativeMind: Your fully private, open-source, on-device AI assistant
    COPY-PASTE FIX
    NativeMind: A private, open-source, on-device AI assistant browser extension for local LLMs.
  • hightopics#2
    Refine topics to emphasize 'AI assistant' and 'browser extension' more strongly

    Why:

    CURRENT
    ai, chrome-extension, llm, local-ai, nativemind, offline-ai, ollama, on-device-ai, webllm
    COPY-PASTE FIX
    ai-assistant, browser-extension, chrome-extension, firefox-extension, llm, local-ai, nativemind, offline-ai, ollama, on-device-ai, private-ai, webllm
  • mediumreadme#3
    Add a 'Comparison' section to the README

    Why:

    COPY-PASTE FIX
    ## 🆚 NativeMind vs. Alternatives

NativeMind stands out as a fully local, private AI assistant *browser extension*. Unlike desktop applications like LM Studio or web UIs like Open WebUI, NativeMind integrates directly into your browser workflow. While it leverages powerful local LLM runtimes like Ollama, it provides a complete, privacy-focused *assistant experience* directly where you browse, offering a true open-source alternative to cloud-based solutions like ChatGPT.

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 NativeMindBrowser/NativeMindExtension
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 2×
  3. Open WebUI · recommended 1×
  4. Chatbot UI · recommended 1×
  5. Jan · recommended 1×
  • CATEGORY QUERY
    How to get a private, local AI assistant running directly in my browser?
    you: not recommended
    AI recommended (in order):
    1. LM Studio
    2. Ollama
    3. Open WebUI
    4. Chatbot UI
    5. Jan
    6. LocalAI
    7. OpenAI
    8. MLC LLM
    9. PrivateGPT

    AI recommended 9 alternatives but never named NativeMindBrowser/NativeMindExtension. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best open-source browser extensions for on-device large language models?
    you: not recommended
    AI recommended (in order):
    1. LocalAI Extension
    2. Private LLM
    3. Inference.gg
    4. Ollama
    5. LM Studio
    6. Web LLM

    AI recommended 6 alternatives but never named NativeMindBrowser/NativeMindExtension. 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 NativeMindBrowser/NativeMindExtension?
    pass
    AI did not name NativeMindBrowser/NativeMindExtension — 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 NativeMindBrowser/NativeMindExtension in production, what risks or prerequisites should they evaluate first?
    pass
    AI named NativeMindBrowser/NativeMindExtension 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 NativeMindBrowser/NativeMindExtension solve, and who is the primary audience?
    pass
    AI named NativeMindBrowser/NativeMindExtension 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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NativeMindBrowser/NativeMindExtension — 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