文档向量检索:本地文档的向量化与语义查询

介绍 SkillHub 社区 Skill「文档向量检索」(@user_af28adda/chromadb-document-vectorizer):支持 Word、Markdown、PDF、TXT 的向量化、存储与语义检索;简介称 v3.0 含查询缓存与 BM25+向量混合检索,且无需 API Key。说明 SkillHub CLI 与 AI 安装方式、各 Agent skills 目录要点,以及基于官方 Invoke 说明的典型使用边界与社区版注意事项。

Read More
mindspeace-dsh-local-rag: Local Hybrid RAG Plugin for DeepSeek Harness

mindspeace-dsh-local-rag is a local hybrid RAG plugin designed for DeepSeek Harness, licensed under the MIT License. It registers the `search_local_memory` tool, allowing the model to autonomously decide to retrieve local materials when context is insufficient, avoiding the injection of irrelevant context or reliance on remote APIs in every round. The plugin combines vector similarity with BM25+ lexical retrieval and supports a purely lexical fallback when vectors are unavailable. It manages two types of corpora: user-uploaded multi-format files (such as PDF and DOCX) and session compressed summaries, all of which support viewing, editing, and version rollback. The plugin features built-in local model lifecycle management, supporting the download, verification, and persistent startup of approximately 407MB ONNX models, with internet access limited to the model download phase. Installation requires...

Read More