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Open-Source-Legal/cite
默认分支 main · commit de50c721 · 扫描时间 2026/5/29 08:17:13
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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 Open-Source-Legal/cite 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。
- highreadme#1Clarify README's first paragraph to broaden scope beyond legal citations
原因:
当前The citation layer for agentic workflows. Every document cites other documents. _cite_ turns a repository of those documents into an open citation graph that humans and AI agents can read, reason over, and contribute back to. It is the codebase formerly released as **OpenContracts**, rebranded for v3 as part of opensource.legal.
复制粘贴的修复The citation layer for agentic workflows. **cite provides version control for knowledge, building an open citation graph for any domain, not just legal or academic content.** Every document cites other documents. _cite_ turns a repository of those documents into an open citation graph that humans and AI agents can read, reason over, and contribute back to. It is the codebase formerly released as **OpenContracts**, rebranded for v3 as part of opensource.legal.
- mediumtopics#2Add specific topics for knowledge graphs and verifiable AI
原因:
当前agent, agentic-ai, ai, ai-agents, etl, etl-pipeline, llm, prompt-engineering, unstructured-data, vector-database
复制粘贴的修复agent, agentic-ai, ai, ai-agents, etl, etl-pipeline, llm, prompt-engineering, unstructured-data, vector-database, knowledge-graph, citation-graph, version-control-for-knowledge, verifiable-ai, ai-knowledge-base
- lowcomparison#3Add a comparison section to differentiate from generic tools
原因:
复制粘贴的修复## Comparison cite is not a general-purpose version control system like Git or DVC; it specifically versions *knowledge* and *citations* within documents. Unlike academic citation managers such as Zotero or Obsidian, cite focuses on creating a machine-readable, verifiable citation graph for AI agent workflows across any domain, rather than just formatting academic references.
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。
- Git · 被推荐 1 次
- iterative/dvc · 被推荐 1 次
- git-lfs/git-lfs · 被推荐 1 次
- Confluence · 被推荐 1 次
- Scroll Versions · 被推荐 1 次
- 品类问题How can I build a reliable knowledge base with version control for AI agent workflows?你:未被推荐AI 推荐顺序:
- Git
- DVC (iterative/dvc)
- Git LFS (git-lfs/git-lfs)
- Confluence
- Scroll Versions
- Sphinx (sphinx-doc/sphinx)
- MkDocs (mkdocs/mkdocs)
- Notion
- Zendesk Guide
- ServiceNow Knowledge Management
- Pinecone
- Weaviate (weaviate/weaviate)
- Chroma (chroma-core/chroma)
- Qdrant (qdrant/qdrant)
AI 推荐了 14 个替代方案,却始终没点名 Open-Source-Legal/cite。这就是要补上的差距。
查看 AI 完整回答
- 品类问题Tool to manage citations and create a verifiable knowledge graph for LLM outputs?你:未被推荐AI 推荐顺序:
- Zotero
- Zotero Connector
- Zotero Graph View plugin
- Obsidian
- Zotero Integration plugin
- Dataview plugin
- Logseq
- Semantic Scholar
- ResearchRabbit
- Scite.ai
- Neo4j
- Apache Jena
AI 推荐了 12 个替代方案,却始终没点名 Open-Source-Legal/cite。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 Open-Source-Legal/cite?passAI 未点名 Open-Source-Legal/cite —— 很可能在说另一个项目
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 Open-Source-Legal/cite in production, what risks or prerequisites should they evaluate first?passAI 明确点名了 Open-Source-Legal/cite
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 Open-Source-Legal/cite solve, and who is the primary audience?passAI 明确点名了 Open-Source-Legal/cite
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 Open-Source-Legal/cite 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/Open-Source-Legal/cite)<a href="https://repogeo.com/zh/r/Open-Source-Legal/cite"><img src="https://repogeo.com/badge/Open-Source-Legal/cite.svg" alt="RepoGEO" /></a>订阅 Pro,解锁深度诊断
Open-Source-Legal/cite — 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