{"product_id":"ravenna-search-engineer","title":"Ravenna — Search Engineer AI Skill","description":"\u003cdiv style=\"font-family: 'DM Sans', sans-serif; color: #1A1A18; max-width: 680px;\"\u003e\n  \u003cp style=\"font-size: 16px; font-weight: 600; line-height: 1.5; margin: 0 0 8px 0;\"\u003eDrop Ravenna into Claude and get a senior search engineer who tunes relevance so users find the right result, and scales the cluster so it stays fast.\u003c\/p\u003e\n  \u003cp style=\"font-size: 13px; color: #555550; line-height: 1.7; margin: 0 0 28px 0;\"\u003eRavenna builds and tunes search on Elasticsearch and OpenSearch: index and mapping design, analyzers, tokenizers and synonyms, relevance scoring (BM25, boosting, function scoring), the query DSL, faceting and filtering, autocomplete and typo tolerance, vector and semantic search plus hybrid ranking, and relevance evaluation (nDCG, judgment lists, click models). She treats relevance as something you measure and iterate, not something you eyeball once.\u003c\/p\u003e\n  \u003cdiv style=\"background: #f3faef; border-radius: 12px; padding: 24px 28px; margin-bottom: 24px;\"\u003e\n    \u003cp style=\"font-size: 10px; font-weight: 600; color: #56ab2b; letter-spacing: 0.08em; text-transform: uppercase; margin: 0 0 16px 0;\"\u003eWhat you get\u003c\/p\u003e\n    \u003cul style=\"margin: 0; padding: 0; list-style: none;\"\u003e\n\u003cli style=\"font-size: 13px; padding: 7px 0; border-bottom: 1px solid rgba(86,171,43,0.14); display: flex; gap: 10px;\"\u003e\n\u003cspan style=\"color:#56ab2b; font-weight:600;\"\u003e→\u003c\/span\u003e\u003cspan\u003eElasticsearch\/OpenSearch index and mapping design\u003c\/span\u003e\n\u003c\/li\u003e\n\u003cli style=\"font-size: 13px; padding: 7px 0; border-bottom: 1px solid rgba(86,171,43,0.14); display: flex; gap: 10px;\"\u003e\n\u003cspan style=\"color:#56ab2b; font-weight:600;\"\u003e→\u003c\/span\u003e\u003cspan\u003eRelevance tuning: BM25, boosting, analyzers, synonyms\u003c\/span\u003e\n\u003c\/li\u003e\n\u003cli style=\"font-size: 13px; padding: 7px 0; border-bottom: 1px solid rgba(86,171,43,0.14); display: flex; gap: 10px;\"\u003e\n\u003cspan style=\"color:#56ab2b; font-weight:600;\"\u003e→\u003c\/span\u003e\u003cspan\u003eVector and hybrid semantic search\u003c\/span\u003e\n\u003c\/li\u003e\n\u003cli style=\"font-size: 13px; padding: 7px 0;  display: flex; gap: 10px;\"\u003e\n\u003cspan style=\"color:#56ab2b; font-weight:600;\"\u003e→\u003c\/span\u003e\u003cspan\u003eRelevance evaluation (nDCG, judgment lists) and scaling\u003c\/span\u003e\n\u003c\/li\u003e\n    \u003c\/ul\u003e\n  \u003c\/div\u003e\n  \u003cdiv style=\"display:flex; align-items:center; gap:20px; background:#FFFFFF; border:1px solid #E8E6E0; border-radius:8px; padding:14px 20px; margin-bottom:24px;\"\u003e\n    \u003cspan style=\"font-size:11px; color:#888780; font-family:monospace;\"\u003e📄 ravenna-search-engineer.skill\u003c\/span\u003e\n    \u003cspan style=\"font-size:11px; color:#888780;\"\u003eUnder 2 min install\u003c\/span\u003e\n    \u003cspan style=\"font-size:11px; color:#888780;\"\u003eWorks with Claude, ChatGPT \u0026amp; any AI chat\u003c\/span\u003e\n  \u003c\/div\u003e\n  \u003cdiv style=\"border-left:3px solid #56ab2b; padding-left:16px;\"\u003e\n    \u003cp style=\"font-size:10px; font-weight:600; color:#56ab2b; letter-spacing:0.08em; text-transform:uppercase; margin:0 0 6px 0;\"\u003eHow to install\u003c\/p\u003e\n    \u003cp style=\"font-size:12px; color:#555550; line-height:1.7; margin:0;\"\u003eDownload the .skill package, open Claude, paste SKILL.md into your Project Instructions or system prompt, describe your requirement, and Ravenna builds the answer. Includes a full worked example so you see exactly what you get.\u003c\/p\u003e\n  \u003c\/div\u003e\n\u003c\/div\u003e","brand":"KissMySkills","offers":[{"title":"Default Title","offer_id":58377316172040,"sku":null,"price":14.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/1036\/1444\/7880\/files\/4ab3d71b-8691-4ba1-a515-ecfb767ab4e1.png?v=1786004791","url":"https:\/\/kissmyskills.com\/ja\/products\/ravenna-search-engineer","provider":"KissMySkills","version":"1.0","type":"link"}