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| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | Guide to using and contributing cognee community packages: database adapters, data-source connectors, custom tasks and retrievers, and Keywords AI observability. | topoteretes/ | 32k | — | ~1.2k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 2 | 2.Mfs Find Search, grep, browse, and read across registered MFS data sources via the mfs CLI — codebases, docs, PDFs, web crawls, databases (postgres/mysql/mongo/snowflake/bigquery), issue trackers… | zilliztech/ | 154 | — | ~4k | Automated safety check: Pass | Apache-2.0 | 2 mo ago |
| 3 | Register, update, or re-sync data sources for MFS so they become searchable — postgres / mysql / mongo / snowflake / bigquery, github / jira / linear / notion / hubspot / zendesk, slack / discord /… | zilliztech/ | 154 | — | ~4.7k | Automated safety check: Pass | Apache-2.0 | 2 mo ago |
| 4 | Build retrieval-augmented generation systems: pick a vector database and embedding model, choose retrieval and reranking strategies, and start from a LangGraph pipeline. | wshobson/ | 40k | 9 repos | ~1.1k | Automated safety check: Pass | MIT | 6 days ago |
| 5 | Hunt vector-store / embedding-layer weaknesses in RAG pipelines (OWASP LLM08 Vector and Embedding Weaknesses) — persistent corpus poisoning that survives across sessions and users (distinct from… | elementalsouls/ | 4.8k | — | ~2.6k | Automated safety check: Pass | MIT | yesterday |
| 6 | Vector database implementation for AI/ML applications, semantic search, and RAG systems. | ancoleman/ | 525 | — | ~3.5k | Automated safety check: Pass | MIT | 10 mo ago |
| 7 | Expert in vector databases, embedding strategies, and semantic search implementation. | aiskillstore/ | 433 | 7 repos | ~563 | Automated safety check: Pass | No licence | yesterday |
| 8 | 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 |
| 9 | Provides configuration patterns for LangChain4J vector stores in RAG applications. | giuseppe-trisciuoglio/ | 357 | — | ~2.7k | Automated safety check: Notes | MIT | 1 mo ago |
| 10 | 10.Milvus Operate Milvus vector database with pymilvus — collections, vector search, hybrid search, indexes, RBAC, partitions, and more via Python code. | LeoYeAI/ | 2.2k | — | ~4.6k | Automated safety check: Pass | MIT | 2 mo ago |