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chrisryugj/korean-law-mcp
默认分支 main · commit 4eb8ea60 · 扫描时间 2026/5/27 09:43:09
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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 chrisryugj/korean-law-mcp 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#1Reposition the README's opening to clearly state the project's purpose as AI-powered legal tools.
原因:
当前Korean Law MCP **법제처 42개 API를 17개 도구로.** 법령, 판례, 행정규칙, 자치법규, 조약, 해석례(국세청 포함) + **LLM 환각 방지 인용 검증** + **조문 영향 그래프** + **시점 비교 자동 diff** + **이럴 땐 이렇게 — 5단계 안내**를 AI 어시스턴트나 터미널에서 바로 사용.
复制粘贴的修复Korean Law MCP: **AI-powered legal research and analysis tools for Korean law.** This project transforms 42 Korean legal APIs into 17 specialized tools for legal professionals and AI assistants, offering LLM hallucination prevention, impact mapping, time-travel diffs, and 5-step action plans directly in AI environments or terminals.
- mediumabout#2Refine the repository description to emphasize 'AI-ready legal tools' and its target audience.
原因:
当前국가법령정보MCP v4.0 | 법제처 42개 API → 17개 MCP 도구. 법령·판례·조례 검색 + LLM 환각 방지 인용검증 + 조문 영향 그래프(impact_map) + 시점 비교 자동 diff(time_travel) + 이럴 땐 이렇게, 5단계 안내(action_plan) | 42 Korean legal APIs → 17 MCP tools
复制粘贴的修复국가법령정보MCP v4.0: 법제처 42개 API를 AI 어시스턴트용 17개 법률 도구로 전환. LLM 환각 방지 인용검증, 조문 영향 그래프, 시점 비교 자동 diff, 5단계 안내 등 법률 전문가를 위한 핵심 기능을 제공합니다. | 42 Korean legal APIs → 17 specialized AI-ready legal tools for professionals, including LLM hallucination prevention, impact mapping, time-travel diffs, and action plans.
- mediumtopics#3Add more explicit 'tool' and 'AI assistant' related topics.
原因:
当前citation-verification, citizen-guide, claude, hallucination-detection, impact-graph, korean-law, law, law-diff, legal, legal-ai, legal-rag, legal-tech, llm-hallucination, mcp, mcp-server, mermaid, model-context-protocol, precedent, typescript
复制粘贴的修复citation-verification, citizen-guide, claude, hallucination-detection, impact-graph, korean-law, law, law-diff, legal, legal-ai, legal-rag, legal-tech, llm-hallucination, mcp, mcp-server, mermaid, model-context-protocol, precedent, typescript, legal-tools, ai-tools, legal-research-tools, ai-assistant-tools
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。
- Casetext · 被推荐 2 次
- LawGeex · 被推荐 1 次
- LexisNexis AI Solutions · 被推荐 1 次
- OpenAI's GPT-3.5/4 Fine-tuning API · 被推荐 1 次
- Anthropic's Claude Fine-tuning · 被推荐 1 次
- 品类问题How to prevent LLM hallucinations when generating legal responses for Korean law?你:未被推荐AI 推荐顺序:
- LawGeex
- Casetext
- LexisNexis AI Solutions
- OpenAI's GPT-3.5/4 Fine-tuning API
- Anthropic's Claude Fine-tuning
- Hugging Face Transformers
- LlamaIndex
- LangChain
- Pinecone
- Weaviate
- ChromaDB
- Polyglot-Ko
- KoAlpaca
- SKT's KoGPT
- Drools
- CLIPS
- Scale AI
- Appen
- OpenAI's API
- Anthropic's API
AI 推荐了 20 个替代方案,却始终没点名 chrisryugj/korean-law-mcp。这就是要补上的差距。
查看 AI 完整回答
- 品类问题Tool to analyze legal document changes over time and map regulation impacts?你:未被推荐AI 推荐顺序:
- LexisNexis Practical Guidance/LexisNexis Legal Research
- Westlaw Edge
- Casetext
- OpenRegs
- DocuSign CLM / Ironclad
- Microsoft Word
AI 推荐了 6 个替代方案,却始终没点名 chrisryugj/korean-law-mcp。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 chrisryugj/korean-law-mcp?passAI 未点名 chrisryugj/korean-law-mcp —— 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 chrisryugj/korean-law-mcp in production, what risks or prerequisites should they evaluate first?passAI 明确点名了 chrisryugj/korean-law-mcp
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 chrisryugj/korean-law-mcp solve, and who is the primary audience?passAI 未点名 chrisryugj/korean-law-mcp —— 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?
嵌入你的 GEO 徽章
把这个徽章贴进 chrisryugj/korean-law-mcp 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/chrisryugj/korean-law-mcp)<a href="https://repogeo.com/zh/r/chrisryugj/korean-law-mcp"><img src="https://repogeo.com/badge/chrisryugj/korean-law-mcp.svg" alt="RepoGEO" /></a>订阅 Pro,解锁深度诊断
chrisryugj/korean-law-mcp — 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