{"slug":"fcakyon-mongodb-search-and-ai","source_name":"fcakyon/mongodb-search-and-ai","name":"Fcakyon/Mongodb Search And AI","description":"Guides MongoDB users through implementing and optimizing Atlas Search (full-text), Vector Search (semantic), and Hybrid Search solutions. Use this skill when users need to build search functionality for text-based queries (autocomplete, fuzzy matching, faceted search), semantic similarity (embeddings, RAG applications), or combined approaches. Also use when users need text containment, substring matching ('contains', 'includes', 'appears in'), case-insensitive or multi-field text search, or filt","version":2,"lift":{"pass_rate_delta_pts":40.91,"pass_rate_pct":81.8,"total_cases":22,"passed_cases":18,"tokens_delta_pct":119.3,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-11-06T02:36:12.194974+00:00"},"skill_score":0.8182,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":40.91,"with_pass_pct":81.8,"without_pass_pct":40.9,"tokens_delta_pct":119.3,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"mixed","never_hurt":false,"completed_at":"2026-11-06T02:36:12.194974+00:00","run_id":"7351697e-dcfe-4ecb-a9a7-e05fdc24d5de","latest_attempt":{"id":"7351697e-dcfe-4ecb-a9a7-e05fdc24d5de","runner_model":"gemini-3.6-flash","overall_verdict":"mixed","completed_at":"2026-11-06T02:36:12.194974+00:00","gate":null},"version_number":2,"is_latest_version":true,"gate":null},{"model":"gemini-3.8-flash","headline":false,"delta_pts":null,"with_pass_pct":null,"without_pass_pct":null,"tokens_delta_pct":37.5,"turns_delta_pct":0,"total_cases":24,"cases_aggregated":22,"verdict":"mixed","never_hurt":false,"completed_at":"2026-10-27T05:51:19.629036+00:00","run_id":"19d38780-1eee-4b29-911c-e409ce22b430","latest_attempt":{"id":"19d38780-1eee-4b29-911c-e409ce22b430","runner_model":"gemini-3.8-flash","overall_verdict":"mixed","completed_at":"2026-10-27T05:51:19.629036+00:00","gate":"not_comparable"},"version_number":1,"is_latest_version":false,"gate":"not_comparable"}],"trust":{"skill_safety":"passed","safety_status":"clean","intent_verdict":"safe","content_status":"clean","indexable":true},"license":"Apache-2.0","install_count":0,"total_uses":0,"total_users":0,"manifest_hash":"afe76a0ffe593b6ecbf0c75ee27aa13f3e9dedd9788ed94080545e72ad66f85a","install_name":"fcakyon-mongodb-search-and-ai","version_id":"4b811723-f63a-4c9d-bb5e-c58279dfd259","body_sha256":"afe76a0ffe593b6ecbf0c75ee27aa13f3e9dedd9788ed94080545e72ad66f85a","render_hash":"857272f25eb1f7ab69627a951ad1f4b6e2b16302ff63a1c1652dfe08397a304a","raw_url":"https://app.decimal.ai/s/fcakyon-mongodb-search-and-ai/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/fcakyon-mongodb-search-and-ai"}