RRepoGEO

REPOGEO REPORT · LITE

bilibili/Index-1.9B

Default branch main · commit 57c81280 · scanned 5/16/2026, 8:12:58 PM

GitHub: 1,016 stars · 49 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
22 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
1 / 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 bilibili/Index-1.9B, 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
    Add a concise, descriptive tagline to the README's opening

    Why:

    CURRENT
    <div align="center">
    <h1>
      Index-1.9B
    </h1>
    </div>
    <p align="center">
      <a href="./README_zh.md" target="_blank">切换到中文</a> |
    COPY-PASTE FIX
    <div align="center">
    <h1>
      Index-1.9B
    </h1>
    </div>
    <p align="center">
      Index-1.9B is a lightweight, multilingual Large Language Model (LLM) series, specifically optimized for Chinese and English text with a 32K long context window, designed for efficient local deployment.
    </p>
    <p align="center">
      <a href="./README_zh.md" target="_blank">切换到中文</a> |
  • mediumtopics#2
    Expand repository topics with more specific LLM keywords

    Why:

    CURRENT
    llm, nlp
    COPY-PASTE FIX
    llm, nlp, multilingual-llm, chinese-llm, compact-llm, long-context-llm
  • lowhomepage#3
    Add a homepage link to the repository metadata

    Why:

    COPY-PASTE FIX
    https://huggingface.co/spaces/IndexTeam/Index-1.9B

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 bilibili/Index-1.9B
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Mistral 7B
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Mistral 7B · recommended 2×
  2. Gemma 2B · recommended 2×
  3. Phi-2 · recommended 2×
  4. TinyLlama 1.1B · recommended 2×
  5. OpenOrca-Mistral-7B · recommended 1×
  • CATEGORY QUERY
    What are some compact multilingual LLMs suitable for local deployment on consumer hardware?
    you: not recommended
    AI recommended (in order):
    1. Mistral 7B
    2. OpenOrca-Mistral-7B
    3. Zephyr-7B-beta
    4. Gemma 2B
    5. Gemma 7B
    6. Phi-2
    7. TinyLlama 1.1B
    8. Qwen-1.8B
    9. Qwen-7B
    10. Llama 2 7B

    AI recommended 10 alternatives but never named bilibili/Index-1.9B. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a small language model with long context window for Chinese and English text.
    you: not recommended
    AI recommended (in order):
    1. Qwen-1.8B-LongContext
    2. Mistral 7B
    3. Phi-2
    4. Gemma 2B
    5. TinyLlama 1.1B
    6. OpenLLaMA 3B/7B

    AI recommended 6 alternatives but never named bilibili/Index-1.9B. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • 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 bilibili/Index-1.9B?
    pass
    AI did not name bilibili/Index-1.9B — 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 bilibili/Index-1.9B in production, what risks or prerequisites should they evaluate first?
    pass
    AI named bilibili/Index-1.9B 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 bilibili/Index-1.9B solve, and who is the primary audience?
    pass
    AI did not name bilibili/Index-1.9B — 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?

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  • Brand-free category queries5 vs 2 in Lite
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