[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill-057354a3-232b-4963-9724-acb6af9c73b5":3,"$flanUQO8OLJeXROlho85_9aANX7UbuTEASkTJVStDa68":43},{"id":4,"title":5,"description":6,"categoryId":7,"moduleId":8,"tags":9,"prompt":10,"icon":11,"source":12,"sourceUrl":13,"authorId":14,"authorName":15,"isPublic":16,"stars":17,"runs":18,"createdAt":19,"updatedAt":19,"module":20,"category":27,"packages":34},"057354a3-232b-4963-9724-acb6af9c73b5","similarity-search-patterns","实现高效的相似性搜索与向量数据库。用于构建语义搜索、实现最近邻查询或优化检索性能。","cat_life_career","mod_other","sickn33,other","---\nname: similarity-search-patterns\ndescription: \"Implement efficient similarity search with vector databases. Use when building semantic search, implementing nearest neighbor queries, or optimizing retrieval performance.\"\nrisk: safe\nsource: community\ndate_added: \"2026-02-27\"\n---\n\n# Similarity Search Patterns\n\nPatterns for implementing efficient similarity search in production systems.\n\n## Use this skill when\n\n- Building semantic search systems\n- Implementing RAG retrieval\n- Creating recommendation engines\n- Optimizing search latency\n- Scaling to millions of vectors\n- Combining semantic and keyword search\n\n## Do not use this skill when\n\n- The task is unrelated to similarity search patterns\n- You need a different domain or tool outside this scope\n\n## Instructions\n\n- Clarify goals, constraints, and required inputs.\n- Apply relevant best practices and validate outcomes.\n- Provide actionable steps and verification.\n- If detailed examples are required, open `resources\u002Fimplementation-playbook.md`.\n\n## Resources\n\n- `resources\u002Fimplementation-playbook.md` for detailed patterns and examples.\n\n## Limitations\n- Use this skill only when the task clearly matches the scope described above.\n- Do not treat the output as a substitute for environment-specific validation, testing, or expert review.\n- Stop and ask for clarification if required inputs, permissions, safety boundaries, or success criteria are missing.\n","","imported","https:\u002F\u002Fgithub.com\u002Fsickn33\u002Fantigravity-awesome-skills","user_system_seed","SkillOPIC",true,50,455,"2026-05-16 13:40:29",{"id":8,"name":21,"slug":22,"icon":23,"description":24,"sort":25,"createdAt":26},"其他","other","mdi-page-next-outline","其他类型Skill",5,"2026-05-16 12:53:40",{"id":7,"name":28,"slug":29,"icon":30,"description":31,"moduleId":8,"sort":32,"skillCount":33,"createdAt":26},"职场发展","career","mdi-briefcase-outline","面试准备、简历优化、职业规划",4,575,[35],{"id":36,"skillId":4,"version":37,"fileName":38,"fileSize":39,"filePath":40,"fileHash":41,"manifest":42,"createdAt":19},"436727d1-4f05-4830-bccd-3583146e4151","1.0.0","similarity-search-patterns.zip",5769,"uploads\u002Fskills\u002F057354a3-232b-4963-9724-acb6af9c73b5\u002Fsimilarity-search-patterns.zip","733b28a361df47cc24b43e06e9290b7bb2821b0dd06dc9d73e1adf49a335f87a","[{\"path\":\"SKILL.md\",\"isDirectory\":false,\"size\":1419},{\"path\":\"resources\u002Fimplementation-playbook.md\",\"isDirectory\":false,\"size\":17897}]",{"code":44,"message":45,"data":46},200,"success",{"items":47,"stats":48,"page":51},[],{"averageRating":49,"totalRatings":49,"ratingCounts":50},0,[49,49,49,49,49],{"limit":52,"offset":49,"hasMore":53,"nextOffset":52,"ratedOnly":16},15,false]