RRepoGEO

REPOGEO REPORT · LITE

whiteguo233/OpenBiliClaw

Default branch main · commit 7ea0c837 · scanned 6/1/2026, 5:42:52 AM

GitHub: 553 stars · 34 forks

AI VISIBILITY SCORE
40 /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
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 whiteguo233/OpenBiliClaw, 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
  • highabout#1
    Clarify repository description to counter miscategorization

    Why:

    CURRENT
    OpenBiliClaw 是纯本地、私有、开源的自进化跨平台内容发现 Agent：从跨平台使用、项目反馈与对话中持续深化心理画像，带着对你的理解主动去 B 站、小红书、抖音、YouTube 等来源找内容 / Fully local, private, open-source, self-improving discovery agent that learns from usage, feedback, and dialogue to find content across Bilibili, Xiaohongshu, Douyin, YouTube, and more.
    COPY-PASTE FIX
    OpenBiliClaw is a fully local, private, open-source, self-improving AI agent for *personalized, cross-platform content discovery* (not a scraper or client). It learns from your usage, feedback, and dialogue to proactively find content across Bilibili, Xiaohongshu, Douyin, YouTube, and more, building a deep psychological profile of you.
  • mediumreadme#2
    Reinforce core purpose and differentiation in README's opening

    Why:

    CURRENT
    The current first paragraph after the H1/tagline is about the name origin and platform expansion.
    COPY-PASTE FIX
    OpenBiliClaw fundamentally rethinks content discovery. Unlike traditional platform-centric recommendation systems that optimize for their own goals, OpenBiliClaw is a local AI Agent designed to first deeply understand *you*. It then proactively searches for content you'll genuinely love across multiple platforms like Bilibili, Xiaohongshu, Douyin, and YouTube, breaking free from isolated platform silos.
  • mediumtopics#3
    Expand topics to emphasize personalized AI content discovery

    Why:

    CURRENT
    ai-agent, bilibili, content-discovery, cross-platform, llm, multi-source, open-source, personality-profiling, privacy-first, recommendation-system, xiaohongshu
    COPY-PASTE FIX
    ai-agent, ai-powered-discovery, bilibili, content-discovery, cross-platform, llm, multi-platform-ai, multi-source, open-source, personalized-recommendations, personality-profiling, privacy-first, recommendation-system, user-centric-ai, xiaohongshu

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 whiteguo233/OpenBiliClaw
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
RSS-Bridge/rss-bridge
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. RSS-Bridge/rss-bridge · recommended 1×
  2. FreshRSS/FreshRSS · recommended 1×
  3. nextcloud/news · recommended 1×
  4. Inoreader · recommended 1×
  5. Feedly · recommended 1×
  • CATEGORY QUERY
    How to build a personalized content recommendation system that aggregates feeds from multiple sources privately?
    you: not recommended
    AI recommended (in order):
    1. RSS-Bridge (RSS-Bridge/rss-bridge)
    2. FreshRSS (FreshRSS/FreshRSS)
    3. Nextcloud News (nextcloud/news)
    4. Inoreader
    5. Feedly
    6. Beautiful Soup (crummy/BeautifulSoup)
    7. Scrapy (scrapy/scrapy)
    8. Requests (psf/requests)
    9. Feedparser (kurtmckee/feedparser)
    10. Pandas (pandas-dev/pandas)
    11. NumPy (numpy/numpy)
    12. Scikit-learn (scikit-learn/scikit-learn)
    13. TensorFlow (tensorflow/tensorflow)
    14. PyTorch (pytorch/pytorch)
    15. gensim (RaRe-Technologies/gensim)

    AI recommended 15 alternatives but never named whiteguo233/OpenBiliClaw. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an open-source AI agent that learns my preferences for cross-platform content discovery.
    you: not recommended
    AI recommended (in order):
    1. Mycroft AI
    2. Home Assistant
    3. OpenHAB
    4. Mozilla DeepSpeech
    5. Rasa
    6. Apache Mahout

    AI recommended 6 alternatives but never named whiteguo233/OpenBiliClaw. 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 whiteguo233/OpenBiliClaw?
    pass
    AI named whiteguo233/OpenBiliClaw explicitly

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

  • If a team adopts whiteguo233/OpenBiliClaw in production, what risks or prerequisites should they evaluate first?
    pass
    AI named whiteguo233/OpenBiliClaw 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 whiteguo233/OpenBiliClaw solve, and who is the primary audience?
    pass
    AI named whiteguo233/OpenBiliClaw explicitly

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

Embed your GEO score

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whiteguo233/OpenBiliClaw — 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