RRepoGEO

REPOGEO REPORT · LITE

hmmnxkl/LLM-Based-Intelligent-Public-Opinion-Analytics-Assistant

Default branch main · commit 1bb31ec7 · scanned 6/2/2026, 1:37:45 AM

GitHub: 706 stars · 55 forks

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 hmmnxkl/LLM-Based-Intelligent-Public-Opinion-Analytics-Assistant, 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 highlight its open-source, self-hostable nature

    Why:

    CURRENT
    本项目是一款结合 **15 个主流平台** 的 **26 个榜单** 实时数据与大模型分析能力的舆情分析助手。
    COPY-PASTE FIX
    本项目是一款开源的、可私有化部署的舆情分析助手，它结合了 **15 个主流平台** 的 **26 个榜单** 实时数据与大模型分析能力。
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    public-opinion-analysis, llm, sentiment-analysis, topic-clustering, social-media-monitoring, real-time-data, web-crawler, ai-assistant, open-source, self-hosted, chinese-platforms
  • mediumhomepage#3
    Add a project homepage URL

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    [If a live demo or dedicated project site exists, paste its URL here. Otherwise, consider setting up a simple GitHub Pages site or a demo instance.]

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 hmmnxkl/LLM-Based-Intelligent-Public-Opinion-Analytics-Assistant
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. Sprout Social · recommended 1×
  5. Hootsuite Insights · recommended 1×
  • CATEGORY QUERY
    How can I monitor real-time public opinion and social media trends across multiple platforms?
    you: not recommended
    AI recommended (in order):
    1. Brandwatch
    2. Talkwalker
    3. Meltwater
    4. Sprout Social
    5. Hootsuite Insights
    6. NetBase Quid
    7. Google Trends

    AI recommended 7 alternatives but never named hmmnxkl/LLM-Based-Intelligent-Public-Opinion-Analytics-Assistant. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an AI tool to analyze sentiment, cluster topics, and push hot trend alerts.
    you: not recommended
    AI recommended (in order):
    1. Brandwatch
    2. Talkwalker
    3. Meltwater
    4. Lexalytics
    5. MonkeyLearn
    6. OpenText Magellan

    AI recommended 6 alternatives but never named hmmnxkl/LLM-Based-Intelligent-Public-Opinion-Analytics-Assistant. 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 hmmnxkl/LLM-Based-Intelligent-Public-Opinion-Analytics-Assistant?
    pass
    AI did not name hmmnxkl/LLM-Based-Intelligent-Public-Opinion-Analytics-Assistant — 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 hmmnxkl/LLM-Based-Intelligent-Public-Opinion-Analytics-Assistant in production, what risks or prerequisites should they evaluate first?
    pass
    AI named hmmnxkl/LLM-Based-Intelligent-Public-Opinion-Analytics-Assistant 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 hmmnxkl/LLM-Based-Intelligent-Public-Opinion-Analytics-Assistant solve, and who is the primary audience?
    pass
    AI did not name hmmnxkl/LLM-Based-Intelligent-Public-Opinion-Analytics-Assistant — 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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hmmnxkl/LLM-Based-Intelligent-Public-Opinion-Analytics-Assistant — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite