Search
Qdrant
Skills
Sort:BestMost starsTrending todayTrending this weekTrending this monthNewestRecently updatedName
| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 49 | Explains hybrid search in Qdrant. An agent skill from qdrant/skills. | qdrant/ | 254 | — | ~917 | Automated safety check: Pass | Apache-2.0 | yesterday |
| 50 | Fusing scores from multiple searches into a single ranked result (RRF, DBSF, custom fusion). | qdrant/ | 254 | — | ~1.6k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 51 | Constructing prefetch queries for hybrid retrieval, including sparse/dense and multi-field setups, and choosing a sparse embedding model. | qdrant/ | 254 | — | ~2.4k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 52 | Guides use of the Qdrant Migration Tool CLI to move vectors, metadata, and sparse embeddings from another vector database into Qdrant. | qdrant/ | 254 | — | ~1.9k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 53 | Guides tenant isolation architecture in Qdrant for multi-tenant or multi-user applications. | qdrant/ | 254 | — | ~1.6k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 54 | Diagnoses Qdrant search quality issues. An agent skill from qdrant/skills. | qdrant/ | 254 | — | ~2.3k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 55 | Sizes a Qdrant deployment before it is provisioned. An agent skill from qdrant/skills. | qdrant/ | 254 | — | ~2.4k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 56 | Covers upgrading Qdrant server and SDKs without interrupting availability or losing data integrity. | qdrant/ | 254 | — | ~1.3k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 57 | Build GraphRAG retrieval pipelines on Neo4j using the neo4j-graphrag Python package (v1.22.0+). | neo4j-contrib/ | 114 | — | ~4.2k | Automated safety check: Notes | MIT | yesterday |
| 58 | 58.Index Reindexes KB for semantic search via vector store (Qdrant). An agent skill from softspark/ai-toolkit. | softspark/ | 179 | — | ~840 | Automated safety check: Notes | Apache-2.0 | 3 days ago |
| 59 | 59.RAG Patterns RAG: embeddings, chunking, hybrid search (BM25+vector), reranking, CRAG, multi-hop. | softspark/ | 179 | — | ~1.8k | Automated safety check: Pass | Apache-2.0 | 3 days ago |
| 60 | Guides Qdrant scaling decisions. An agent skill from qdrant/skills. | qdrant/ | 254 | — | ~601 | Automated safety check: Pass | Apache-2.0 | yesterday |
| 61 | Diagnoses and improves Qdrant search relevance. An agent skill from qdrant/skills. | qdrant/ | 254 | — | ~616 | Automated safety check: Pass | Apache-2.0 | yesterday |
| 62 | 62.Vector DB A skill your agent uses when operating a vector store as a data layer — choosing or migrating between Pinecone, Qdrant, Weaviate and pgvector; designing a collection or index (distance metric… | ericrisco/ | 180 | — | ~2.8k | Automated safety check: Pass | MIT | yesterday |
| 63 | 63.Qdrant Provides Qdrant vector database integration patterns with LangChain4j. | giuseppe-trisciuoglio/ | 357 | — | ~1.6k | Automated safety check: Notes | MIT | 1 mo ago |
| 64 | Build production RAG systems with semantic chunking, incremental indexing, and filtered retrieval. | aiskillstore/ | 433 | — | ~2.7k | Automated safety check: Pass | No licence | yesterday |
| 65 | 65.Qdrant High-performance vector search engine for production RAG — Rust-powered, horizontal scaling, hybrid dense+sparse search, metadata filtering. | AlexAI-MCP/ | 135 | — | ~1.3k | Automated safety check: Pass | MIT | 6 mo ago |
| 66 | Memory is the cornerstone of intelligent agents. An agent skill from aiskillstore/marketplace. | aiskillstore/ | 433 | 3 repos | ~7.8k | Automated safety check: Pass | No licence | yesterday |
| 67 | Guides Qdrant monitoring and observability setup. An agent skill from qdrant/skills. | qdrant/ | 254 | — | ~368 | Automated safety check: Pass | Apache-2.0 | yesterday |
| 68 | Navigation hub linking sub-skills for proactive Qdrant tuning: search speed, indexing performance, and memory usage optimization. | qdrant/ | 254 | — | ~456 | Automated safety check: Pass | Apache-2.0 | yesterday |
