retrieval 9

WeKnora knowledge retrieval tools for DeepSeek Harness (dsh): semantic search, document reading and RAG/agent answers over your own knowledge bases.

Long-term memory for DeepSeek Harness: multi-channel retrieval and an evolving memory store.

Local document knowledge base for DeepSeek Harness: library_add/remove/list, hybrid semantic+keyword library_search with diversity re-ranking, relevance filtering and lost-in-the-middle avoidance, citation-aware injection, library_cite_check and library_d

A general-purpose knowledge base plugin for DeepSeek Harness (DSH): import documents (md/txt/json/yml/docx/pdf), organize them in folders, and search with FTS5. 通用知识库插件：文件导入、目录化管理、全文检索、知识库管理 UI。

dsh 插件开发知识库：DeepSeek Harness 官方文档站完整 Markdown 镜像（中英双语 188 页）+ 182 篇仓库补充开发参考 + 主题导航与 373 文件全量搜索索引；以 dsh-plugin-dev-kb 技能让 agent 在插件开发任务中自动加载定位文档。纯数据插件，零运行时依赖。

Local knowledge base RAG for DeepSeek Harness -- index project files and search for relevant context

灵魂的记忆提取侧·认知循环团队版：判断→捞取→组装→被判定→校准五步闭环，判官/史官/辩手/编辑/书记角色化子智能体承载，BM25 检索 + 时序素材 + LLM 组装「有用素材包」注入 linghun。与 dsh-linghun 组合使用。

Cross-session knowledge for DeepSeek Harness: ctx.knowledge service + knowledge_* tools, SQLite FTS5 trigram retrieval (CJK substring) with L1 query expansion. V1.11 contract (write/update/search/list/delete + budget + events + error codes).

LightRAG knowledge-base tools for DeepSeek Harness agents