Local Pdf Chat RAG
weiwill88
🧠 纯原生 Python 实现的 RAG 框架 | FAISS + BM25 混合检索 | 支持 Ollama / SiliconFlow | 适合新手入门学习
OPENAGENTSKILL / DIRECTORY
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Results: 6
weiwill88
🧠 纯原生 Python 实现的 RAG 框架 | FAISS + BM25 混合检索 | 支持 Ollama / SiliconFlow | 适合新手入门学习
flamehaven01
Self-hosted RAG search engine — 34 formats, BM25+hybrid search, multi-LLM (Gemini/OpenAI/Claude/Ollama), FastAPI + Docker, production-ready in 3 min
AgriciDaniel
Build and query a vault-local contextual BM25 retrieval index with optional multilingual Nomic cosine reranking; use for retrieve, hybrid retrieval, BM25, rerank, contex…
agentsope
Enhancement-overlay SOP for adding sparse (BM25 / keyword) retrieval alongside dense (embedding) retrieval. Activate when a calling agent is building, reviewing, or debu…
qdrant
Guides building on Qdrant Edge, the embedded in-process shard. Use when someone asks 'how to sync Edge with the server', 'keep a local shard in sync with Qdrant Cloud',…
YangSal
A股新闻 OpenSearch 库的查询与分析技能。库内含四通道新闻数据(快讯 flash/新闻联播 cctv/公司公告 announcement/个股新闻 stock,2 万+ 文档持续增长),支持 BM25 关键词、 kNN 语义、hybrid 混合三种检索与聚合分析。当需要检索/统计/分析 A 股新闻舆情、公告、 个股消息面时使用…
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