RRepoGEO

REPOGEO REPORT · LITE

liyupi/yupi-hot-monitor

Default branch master · commit cd48b088 · scanned 6/19/2026, 10:33:03 AM

GitHub: 501 stars · 111 forks

AI VISIBILITY SCORE
28 /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
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 liyupi/yupi-hot-monitor, 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's H1 to specify its educational nature

    Why:

    CURRENT
    # AI 热点监控工具
    COPY-PASTE FIX
    # AI 编程实战教学项目：AI 热点监控工具
  • highlicense#2
    Add a LICENSE file to clarify usage rights

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Create a LICENSE file in the repository root, choosing an appropriate open-source license (e.g., MIT, Apache-2.0, GPL-3.0) that aligns with the project's goals and your preferences.
  • mediumabout#3
    Refine the repository description to highlight its educational purpose

    Why:

    CURRENT
    2026 年编程导航 AI 编程实战新项目，基于 Node.js + Express + React + OpenRouter 的 AI 热点监控工具，支持多信息源聚合抓取（Twitter / Bing / HackerNews / B 站等 7+ 平台）、AI 查询扩展、AI 真假识别与相关性分析、WebSocket 实时推送、邮件通知、多维度筛选排序，并将热点监控能力封装为 Agent Skills 技能包。覆盖 Prisma + SQLite 数据库、Socket.io 实时通信、Axios + Cheerio 网页爬虫、OpenRouter 大模型接入、Aceternity UI 炫酷前端、node-cron 定时任务、VSCode Copilot Vibe Coding + MCP
    COPY-PASTE FIX
    一个面向开发者的 AI 编程实战教学项目：基于 Node.js + Express + React + OpenRouter 构建的 AI 热点监控工具。本教程涵盖多信息源聚合抓取（Twitter / Bing / HackerNews / B 站等 7+ 平台）、AI 查询扩展、AI 真假识别与相关性分析、WebSocket 实时推送、邮件通知、多维度筛选排序，并将热点监控能力封装为 Agent Skills 技能包。技术栈包括 Prisma + SQLite、Socket.io、Axios + Cheerio、OpenRouter 大模型、Aceternity UI、node-cron、VSCode Copilot Vibe Coding + MCP。

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 liyupi/yupi-hot-monitor
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Brandwatch
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Brandwatch · recommended 1×
  2. Talkwalker · recommended 1×
  3. Meltwater · recommended 1×
  4. Sprout Social · recommended 1×
  5. Hootsuite Insights · recommended 1×
  • CATEGORY QUERY
    Seeking tools for real-time trend monitoring across multiple social media and news sources.
    you: not recommended
    AI recommended (in order):
    1. Brandwatch
    2. Talkwalker
    3. Meltwater
    4. Sprout Social
    5. Hootsuite Insights
    6. Google Trends
    7. NewsWhip

    AI recommended 7 alternatives but never named liyupi/yupi-hot-monitor. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What frameworks enable building an AI-driven platform for real-time content trend analysis and alerts?
    you: not recommended
    AI recommended (in order):
    1. Apache Flink
    2. Apache Kafka Streams / ksqlDB
    3. Spark Streaming / Structured Streaming (Apache Spark)
    4. Ray
    5. TensorFlow Extended (TFX)
    6. Faust
    7. Akka Streams

    AI recommended 7 alternatives but never named liyupi/yupi-hot-monitor. 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 liyupi/yupi-hot-monitor?
    pass
    AI did not name liyupi/yupi-hot-monitor — 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 liyupi/yupi-hot-monitor in production, what risks or prerequisites should they evaluate first?
    pass
    AI named liyupi/yupi-hot-monitor 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 liyupi/yupi-hot-monitor solve, and who is the primary audience?
    pass
    AI named liyupi/yupi-hot-monitor explicitly

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

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liyupi/yupi-hot-monitor — 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