RRepoGEO

REPOGEO REPORT · LITE

lmg-anon/mikupad

Default branch main · commit b2a2a3e6 · scanned 6/5/2026, 1:31:59 PM

GitHub: 731 stars · 69 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 lmg-anon/mikupad, 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 H1 and opening paragraph to clarify project identity

    Why:

    CURRENT
    # mikupad

**mikupad** is a user-friendly, browser-based interface for interacting with language models.
    COPY-PASTE FIX
    # mikupad: A Browser-Based LLM Interface (Not a Miku-Themed Editor)

**mikupad** is a user-friendly, browser-based interface for interacting with language models. It is *not* a text editor themed around Hatsune Miku, but a powerful, single-HTML-file frontend for various LLM backends.
  • mediumtopics#2
    Add more specific topics for LLM frontends and local models

    Why:

    CURRENT
    ai, llm, reactjs
    COPY-PASTE FIX
    ai, llm, reactjs, llm-frontend, ai-chat-interface, local-llm, single-file-app
  • lowreadme#3
    Highlight the 'single HTML file' benefit in the README

    Why:

    COPY-PASTE FIX
    Add a new bullet point under 'Features' or a dedicated 'Why mikupad?' section:

*   **Single HTML File Simplicity**: Enjoy unparalleled ease of use and portability. No complex installation, just open the file in your browser.

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 lmg-anon/mikupad
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LocalAI
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LocalAI · recommended 2×
  2. LM Studio · recommended 1×
  3. Ollama · recommended 1×
  4. Jan · recommended 1×
  5. oobabooga/text-generation-webui · recommended 1×
  • CATEGORY QUERY
    What's a simple browser-based LLM interface that works with local models?
    you: not recommended
    AI recommended (in order):
    1. LM Studio
    2. Ollama
    3. Jan
    4. LocalAI
    5. text-generation-webui (oobabooga/text-generation-webui)

    AI recommended 5 alternatives but never named lmg-anon/mikupad. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an LLM chat frontend supporting multiple APIs and advanced context control.
    you: not recommended
    AI recommended (in order):
    1. Open WebUI
    2. Chatbot UI
    3. LocalAI
    4. LobeChat
    5. AnythingLLM
    6. Continue.dev

    AI recommended 6 alternatives but never named lmg-anon/mikupad. 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 lmg-anon/mikupad?
    pass
    AI named lmg-anon/mikupad explicitly

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

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