REPOGEO 报告 · LITE
whiteguo233/OpenBiliClaw
默认分支 main · commit 7ea0c837 · 扫描时间 2026/6/1 05:42:52
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行动计划告诉你下一步要做什么——按影响力排序、可直接复制粘贴的修改。品类可见性是真正的 GEO 测试:当用户向 AI 提一个不带品牌、本应让 whiteguo233/OpenBiliClaw 浮出水面的问题时,AI 是真的推荐了你,还是推荐了你的竞品?客观检查验证 AI 引擎最先权衡的那些元数据信号。自指检查判断 AI 是否还认识你的名字。
行动计划 — 可复制粘贴的修复
3 条由 gemini-2.5-flash 生成、按优先级排序的修改。修完后请把对应条目标记为完成。
- highabout#1Clarify repository description to counter miscategorization
原因:
当前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.
复制粘贴的修复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#2Reinforce core purpose and differentiation in README's opening
原因:
当前The current first paragraph after the H1/tagline is about the name origin and platform expansion.
复制粘贴的修复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#3Expand topics to emphasize personalized AI content discovery
原因:
当前ai-agent, bilibili, content-discovery, cross-platform, llm, multi-source, open-source, personality-profiling, privacy-first, recommendation-system, xiaohongshu
复制粘贴的修复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
本次扫描解析到的品类 GEO 通道:google/gemini-2.5-flash, deepseek/deepseek-v4-flash
品类可见性 — 真正的 GEO 测试
向 google/gemini-2.5-flash 提出的不带品牌问题。AI 推荐了你,还是推荐了别人?
各模型使用同一组问题 — 切换标签对比回答与排名。
- RSS-Bridge/rss-bridge · 被推荐 1 次
- FreshRSS/FreshRSS · 被推荐 1 次
- nextcloud/news · 被推荐 1 次
- Inoreader · 被推荐 1 次
- Feedly · 被推荐 1 次
- 品类问题How to build a personalized content recommendation system that aggregates feeds from multiple sources privately?你:未被推荐AI 推荐顺序:
- RSS-Bridge (RSS-Bridge/rss-bridge)
- FreshRSS (FreshRSS/FreshRSS)
- Nextcloud News (nextcloud/news)
- Inoreader
- Feedly
- Beautiful Soup (crummy/BeautifulSoup)
- Scrapy (scrapy/scrapy)
- Requests (psf/requests)
- Feedparser (kurtmckee/feedparser)
- Pandas (pandas-dev/pandas)
- NumPy (numpy/numpy)
- Scikit-learn (scikit-learn/scikit-learn)
- TensorFlow (tensorflow/tensorflow)
- PyTorch (pytorch/pytorch)
- gensim (RaRe-Technologies/gensim)
AI 推荐了 15 个替代方案,却始终没点名 whiteguo233/OpenBiliClaw。这就是要补上的差距。
查看 AI 完整回答
- 品类问题Looking for an open-source AI agent that learns my preferences for cross-platform content discovery.你:未被推荐AI 推荐顺序:
- Mycroft AI
- Home Assistant
- OpenHAB
- Mozilla DeepSpeech
- Rasa
- Apache Mahout
AI 推荐了 6 个替代方案,却始终没点名 whiteguo233/OpenBiliClaw。这就是要补上的差距。
查看 AI 完整回答
客观检查
针对 AI 引擎最看重的元数据信号的规则审计。
- Metadata completenesspass
- README presencepass
自指检查
当被直接问到你时,AI 是否还知道你的仓库存在?
- Compared to common alternatives in this category, what is the core differentiator of whiteguo233/OpenBiliClaw?passAI 明确点名了 whiteguo233/OpenBiliClaw
AI 的回答可能信誓旦旦却是错的。请按事实核对:技术栈、目标人群、差异化点是不是和你实际的对得上?
- If a team adopts whiteguo233/OpenBiliClaw in production, what risks or prerequisites should they evaluate first?passAI 明确点名了 whiteguo233/OpenBiliClaw
AI 的回答可能信誓旦旦却是错的。请按事实核对:技术栈、目标人群、差异化点是不是和你实际的对得上?
- In one sentence, what problem does the repo whiteguo233/OpenBiliClaw solve, and who is the primary audience?passAI 明确点名了 whiteguo233/OpenBiliClaw
AI 的回答可能信誓旦旦却是错的。请按事实核对:技术栈、目标人群、差异化点是不是和你实际的对得上?
嵌入你的 GEO 徽章
把这个徽章贴进 whiteguo233/OpenBiliClaw 的 README。每次重新扫描都会自动更新,并跳到最新报告——是「我在乎 AI 可发现性」最简单的公开证明。
[](https://repogeo.com/zh/r/whiteguo233/OpenBiliClaw)<a href="https://repogeo.com/zh/r/whiteguo233/OpenBiliClaw"><img src="https://repogeo.com/badge/whiteguo233/OpenBiliClaw.svg" alt="RepoGEO" /></a>订阅 Pro,解锁深度诊断
whiteguo233/OpenBiliClaw — 轻量扫描仍免费;本卡列出 Pro 相对轻量的深度额度。
- 深度报告每月 10 次
- 无品牌品类查询5,轻量 2
- 优先行动项8,轻量 3