[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill-3723398b-32a4-4f4f-bf2a-fe4fbbc59d23":3,"$fwtdtocP8W0LVd_OgIwyONN05AEZ0LyUhzeo6HarQMyU":42},{"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":33},"3723398b-32a4-4f4f-bf2a-fe4fbbc59d23","hybrid-search-implementation","结合向量搜索和关键词搜索以提高检索效果。在实施RAG系统、构建搜索引擎或单独使用任一方法不足以提供足够召回率时使用。","cat_coding_backend","mod_coding","sickn33,coding","---\nname: hybrid-search-implementation\ndescription: \"Combine vector and keyword search for improved retrieval. Use when implementing RAG systems, building search engines, or when neither approach alone provides sufficient recall.\"\nrisk: safe\nsource: community\ndate_added: \"2026-02-27\"\n---\n\n# Hybrid Search Implementation\n\nPatterns for combining vector similarity and keyword-based search.\n\n## Use this skill when\n\n- Building RAG systems with improved recall\n- Combining semantic understanding with exact matching\n- Handling queries with specific terms (names, codes)\n- Improving search for domain-specific vocabulary\n- When pure vector search misses keyword matches\n\n## Do not use this skill when\n\n- The task is unrelated to hybrid search implementation\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,107,1534,"2026-05-16 13:23:12",{"id":8,"name":21,"slug":22,"icon":23,"description":24,"sort":25,"createdAt":26},"编程开发","coding","mdi-code-braces","代码生成、调试、审查，提升开发效率",2,"2026-05-16 12:53:40",{"id":7,"name":28,"slug":29,"icon":30,"description":31,"moduleId":8,"sort":25,"skillCount":32,"createdAt":26},"后端开发","backend","mdi-server","API、数据库、服务端架构",296,[34],{"id":35,"skillId":4,"version":36,"fileName":37,"fileSize":38,"filePath":39,"fileHash":40,"manifest":41,"createdAt":19},"8f17962a-86ec-4f35-b71d-d1e4ee170f04","1.0.0","hybrid-search-implementation.zip",5894,"uploads\u002Fskills\u002F3723398b-32a4-4f4f-bf2a-fe4fbbc59d23\u002Fhybrid-search-implementation.zip","7ef4397cdc5d8a941f9e1d6c5e8df5bb115ab6cc3af61c48389131521a72f284","[{\"path\":\"SKILL.md\",\"isDirectory\":false,\"size\":1473},{\"path\":\"resources\u002Fimplementation-playbook.md\",\"isDirectory\":false,\"size\":18002}]",{"code":43,"message":44,"data":45},200,"success",{"items":46,"stats":47,"page":50},[],{"averageRating":48,"totalRatings":48,"ratingCounts":49},0,[48,48,48,48,48],{"limit":51,"offset":48,"hasMore":52,"nextOffset":51,"ratedOnly":16},15,false]