RRepoGEO

REPOGEO REPORT · LITE

MediaBrain-SJTU/MING

Default branch ming-moe · commit 5a3bc71c · scanned 5/22/2026, 6:13:44 PM

GitHub: 1,130 stars · 143 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
35 /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
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 MediaBrain-SJTU/MING, 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 an explicit English statement of purpose to the README

    Why:

    COPY-PASTE FIX
    Add the following sentence immediately after the H1: "This repository, MediaBrain-SJTU/MING, presents an open-source large language model specifically designed for Chinese medical consultation and diagnosis."
  • mediumtopics#2
    Add more specific topics for Chinese medical LLMs

    Why:

    CURRENT
    consultation, huggingface, llm, medical, pytorch, transformers
    COPY-PASTE FIX
    consultation, huggingface, llm, medical, pytorch, transformers, chinese-llm, medical-llm, healthcare-ai, chinese-healthcare
  • lowhomepage#3
    Add a homepage URL to the repository settings

    Why:

    COPY-PASTE FIX
    Add a relevant URL (e.g., project page, demo, or organization homepage) to the 'Homepage' field in the repository settings.

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 MediaBrain-SJTU/MING
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Med-PaLM 2
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Med-PaLM 2 · recommended 1×
  2. BioGPT · recommended 1×
  3. PubMedGPT · recommended 1×
  4. ClinicalBERT · recommended 1×
  5. GatorTron · recommended 1×
  • CATEGORY QUERY
    Seeking an open-source large language model for medical consultation and diagnosis capabilities.
    you: not recommended
    AI recommended (in order):
    1. Med-PaLM 2
    2. BioGPT
    3. PubMedGPT
    4. ClinicalBERT
    5. GatorTron

    AI recommended 5 alternatives but never named MediaBrain-SJTU/MING. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best LLM options for building a Chinese medical question answering system?
    you: not recommended
    AI recommended (in order):
    1. Baidu ERNIE 3.0 Titan
    2. ERNIE-Bot
    3. SenseTime SenseChat
    4. SenseNova
    5. AliGenie
    6. OpenAI GPT-4
    7. Tencent Hunyuan
    8. Huawei Pangu-Σ

    AI recommended 8 alternatives but never named MediaBrain-SJTU/MING. 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 MediaBrain-SJTU/MING?
    pass
    AI named MediaBrain-SJTU/MING explicitly

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

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

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

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MediaBrain-SJTU/MING — 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