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AI & LLM Engineering · LlamaIndex · For data scientists
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| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | Sets up FAISS for fast nearest-neighbor search over large collections of dense vectors, choosing between Flat, IVF, HNSW and product quantization indexes. | Orchestra-Research/ | 13k | 6 repos | ~1.3k | Automated safety check: Pass | MIT | 3 mo ago |
| 2 | Shows how to use Pinecone, a managed vector database, for production RAG, semantic search and recommendations: indexes, upserts, queries, filters and namespaces. | Orchestra-Research/ | 13k | 5 repos | ~2k | Automated safety check: Pass | MIT | 3 mo ago |
| 3 | Data framework for building LLM applications with RAG. An agent skill from Orchestra-Research/AI-Research-SKILLs. | Orchestra-Research/ | 13k | 2 repos | ~3.7k | Automated safety check: Pass | MIT | 3 mo ago |
| 4 | Sets up Arize Phoenix to trace, evaluate and monitor LLM applications, with instrumentation for OpenAI, LangChain and LlamaIndex and a self-hosted server. | Orchestra-Research/ | 13k | 2 repos | ~2.9k | Automated safety check: Pass | MIT | 3 mo ago |
| 5 | Generates text embeddings locally with the sentence-transformers library for RAG, semantic search, clustering and similarity, with model picks for general, multilingual and legal text. | Orchestra-Research/ | 13k | 2 repos | ~1.6k | Automated safety check: Pass | MIT | 3 mo ago |
| 6 | Designs multiscale chunking for RAG by embedding small units for retrieval precision and returning larger context for synthesis. | agentsope/ | 436 | — | ~4.9k | Automated safety check: Pass | MIT | 2 days ago |
| 7 | Adds and tunes a reranker stage for RAG using the retrieve-wide, rerank-narrow pattern. | agentsope/ | 436 | — | ~4.9k | Automated safety check: Pass | MIT | 2 days ago |
| 8 | Migrates Airflow projects from airflow-ai-sdk to apache-airflow-providers-common-ai 0.4.0+. | astronomer/ | 451 | — | ~4.7k | Automated safety check: Notes | Apache-2.0 | 4 days ago |
| 9 | Enhancement-overlay SOP for adding sparse (BM25 / keyword) retrieval alongside dense (embedding) retrieval. | agentsope/ | 436 | — | ~6.5k | Automated safety check: Pass | MIT | 2 days ago |
| 10 | 提供数据库设计、优化、数据工程和数据分析能力。当需要处理数据库操作、数据管道或数据分析时使用. An agent skill from Prorise-cool/Claude-Code-Multi-Agent. | Prorise-cool/ | 306 | — | ~1k | Automated safety check: Pass | No licence | 25 days ago |
| 11 | Load local files or raw text into LlamaIndex Documents, split them into metadata-aware nodes, and run ingestion pipelines with cache/docstore controls. | VectorSpaceLab/ | 331 | — | ~931 | Automated safety check: Pass | MIT | 1 mo ago |
| 12 | 12.Llamaindex Build LLM applications with the LlamaIndex framework. An agent skill from magnus919/agent-skills. | magnus919/ | 115 | — | ~3k | Automated safety check: Pass | MIT | yesterday |