RRepoGEO

REPOGEO REPORT · LITE

stay-leave/weibo-public-opinion-analysis

Default branch main · commit dd1ad563 · scanned 5/24/2026, 8:43:03 AM

GitHub: 1,031 stars · 133 forks

AI VISIBILITY SCORE
17 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 stay-leave/weibo-public-opinion-analysis, 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 the README's opening to clearly state the project's purpose and unique focus

    Why:

    CURRENT
    CSDN，52账号：灵海之森

微信公众号：西书北影。欢迎关注

目前在做大模型，开源仓库见：https://github.com/stay-leave/enhance_llm

包含微博爬虫、LDA主题分析、情感分析、时空协同分析四个部分.
    COPY-PASTE FIX
    This project provides a comprehensive framework for public opinion analysis based on Weibo data, featuring a robust crawler, LDA topic modeling, sentiment analysis, and geographical visualization of trends. It aims to help researchers and data scientists understand social sentiment and trends on the Weibo platform.

CSDN，52账号：灵海之森

微信公众号：西书北影。欢迎关注

目前在做大模型，开源仓库见：https://github.com/stay-leave/enhance_llm

包含微博爬虫、LDA主题分析、情感分析、时空协同分析四个部分.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    weibo, public-opinion-analysis, social-media-analysis, web-crawler, sentiment-analysis, lda-topic-modeling, data-visualization, nlp, chinese-social-media
  • highlicense#3
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root with a suitable open-source license (e.g., MIT, Apache-2.0, or GPL-3.0) to clarify usage terms.

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 stay-leave/weibo-public-opinion-analysis
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Brandwatch
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Brandwatch · recommended 2×
  2. Talkwalker · recommended 2×
  3. Meltwater · recommended 2×
  4. Sprinklr · recommended 2×
  5. Tweepy · recommended 2×
  • CATEGORY QUERY
    What tools can perform social media data crawling, topic extraction, and sentiment analysis?
    you: not recommended
    AI recommended (in order):
    1. Brandwatch
    2. Talkwalker
    3. Meltwater
    4. NetBase Quid
    5. Sprinklr
    6. Awario
    7. Tweepy
    8. NLTK
    9. spaCy

    AI recommended 9 alternatives but never named stay-leave/weibo-public-opinion-analysis. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a framework to monitor public opinion and visualize sentiment trends geographically.
    you: not recommended
    AI recommended (in order):
    1. Brandwatch
    2. Talkwalker
    3. Meltwater
    4. Sprinklr
    5. Hootsuite Insights
    6. LexisNexis Newsdesk
    7. Python
    8. Tweepy
    9. Snscrape
    10. NLTK
    11. SpaCy
    12. Geopandas
    13. Folium

    AI recommended 13 alternatives but never named stay-leave/weibo-public-opinion-analysis. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    fail

    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 stay-leave/weibo-public-opinion-analysis?
    pass
    AI did not name stay-leave/weibo-public-opinion-analysis — 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 stay-leave/weibo-public-opinion-analysis in production, what risks or prerequisites should they evaluate first?
    pass
    AI named stay-leave/weibo-public-opinion-analysis 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 stay-leave/weibo-public-opinion-analysis solve, and who is the primary audience?
    pass
    AI did not name stay-leave/weibo-public-opinion-analysis — 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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stay-leave/weibo-public-opinion-analysis — 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