RRepoGEO

REPOGEO REPORT · LITE

liyown/ai-trend-publish

Default branch main · commit 52ccfd7d · scanned 5/28/2026, 10:18:25 AM

GitHub: 2,950 stars · 408 forks

AI VISIBILITY SCORE
33 /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
2 / 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 liyown/ai-trend-publish, 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 to emphasize WeChat AI content automation

    Why:

    CURRENT
    # TrendPublish

TrendPublish 是一个面向微信公众号的自动化选题与发布系统。
    COPY-PASTE FIX
    # TrendPublish: 全自动 AI 微信公众号内容生成与发布系统

TrendPublish 是一个专为微信公众号设计的全自动化内容生成与发布系统，它利用 AI 从多源数据中抓取、分析、创作并发布文章。
  • hightopics#2
    Add more specific topics to improve categorization

    Why:

    CURRENT
    ai, weixin
    COPY-PASTE FIX
    ai-content-generation, wechat-automation, content-publishing, trend-analysis, data-aggregation, llm-automation, typescript, nodejs
  • mediumabout#3
    Refine the 'About' description for clearer positioning

    Why:

    CURRENT
    TrendPublish: 全自动 AI 内容生成与发布系统 | 微信公众号自动化 | 多源数据抓取 (Twitter/X、网站) | DeepseekAI、千问、讯飞模型 | 智能内容分析排序 | 定时发布 | 多模板支持 | Node.js | TypeScript | AI 技术趋势跟踪工具
    COPY-PASTE FIX
    TrendPublish: 全自动 AI 微信公众号内容生成与发布系统。实现多源数据抓取 (Twitter/X、网站)、智能内容分析排序、DeepseekAI/千问/讯飞模型驱动的创作与定时发布。Node.js/TypeScript 实现的 AI 技术趋势跟踪工具。

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 liyown/ai-trend-publish
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Zapier
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Zapier · recommended 1×
  2. OpenAI · recommended 1×
  3. wechaty/wechaty · recommended 1×
  4. Make · recommended 1×
  5. Python · recommended 1×
  • CATEGORY QUERY
    How can I automate AI-generated content publishing for my WeChat official account daily?
    you: not recommended
    AI recommended (in order):
    1. Zapier
    2. OpenAI
    3. Wechaty (wechaty/wechaty)
    4. Make
    5. Python
    6. Node.js
    7. AWS Lambda
    8. CloudWatch Events
    9. Google Cloud Scheduler
    10. IFTTT
    11. WordPress

    AI recommended 11 alternatives but never named liyown/ai-trend-publish. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an AI system for automated content creation, trend analysis, and multi-source data aggregation.
    you: not recommended
    AI recommended (in order):
    1. Jasper
    2. Surfer SEO
    3. Writesonic
    4. Crayon
    5. Meltwater
    6. Brandwatch
    7. Octoparse
    8. ChatGPT

    AI recommended 8 alternatives but never named liyown/ai-trend-publish. 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 liyown/ai-trend-publish?
    pass
    AI named liyown/ai-trend-publish explicitly

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

  • If a team adopts liyown/ai-trend-publish in production, what risks or prerequisites should they evaluate first?
    pass
    AI named liyown/ai-trend-publish 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 liyown/ai-trend-publish solve, and who is the primary audience?
    pass
    AI did not name liyown/ai-trend-publish — 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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