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Local literature knowledge-base RAG for DSH: hybrid BM25 + vector retrieval, cross-encoder reranking, cited answers with section- and page-level provenance, metadata-only refresh and background ingest with progress polling, over a SQLite index.
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Persistent project memory for dsh agents: index docs (PDF/Markdown/text) and code symbols into a searchable per-workspace store, recall them with cited sources, and keep experience entries (problems -> solutions) searchable on demand.
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Structural code intelligence for DeepSeek Harness (dsh) — gives the agent codegraph and codegraph_index tools to find where a symbol is declared, what calls it, and what a change reaches, from a tree-sitter index it builds itself. Compatible with the codegraph CLI's on-disk format.
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An in-process trigram index that makes code search in Pi and DeepSeek Harness 20-90x faster than ripgrep, with identical results.
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CodeGraph for DSH — registers native `codegraph_*` tools (core surface: status/init/sync/explore; full surface adds query/node/files/callers/callees/impact/affected/index/uninit) wrapping the `codegraph` CLI, plus a prompt front-load hook that steers structural CodeGraph context into structural prompts, so the DSH agent can bootstrap, maintain, and query a pre-indexed code knowledge graph without grepping files.
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DSWM — Simple Wiki Memory for DeepSeek Harness: a self-maintaining persistent memory system (index + reference/pending/archive + git backup + memory skills).
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DeepSeek Harness (dsh) web plugin — Codex-style attachment expansion: PDF text-layer (pymupdf4llm/pdfjs), Office (docx/xlsx/pptx) to Markdown, TIFF/epub/odt/rtf, long-document spill to index cards, scanned-PDF OCR (tesseract.js + 8 cloud providers inc. DeepSeek Vision), and browser image to PNG. dsh-plugin for the DeepSeek Harness Web GUI.
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A fixed bottom market-ticker bar for DeepSeek Harness: real-time 上证指数 / 创业板指 / 科创50 / 恒生科技.
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The research plugin market inside DeepSeek Harness: browse a curated index of literature, reference, writing and workbench plugins in Settings and install them with one click — 科研插件市场,在设置里浏览并一键安装。
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Session buddy for the dsh web GUI: notify you when the AI finishes replying, needs your answer, or asks for command approval while the tab is hidden, and provide an in-conversation ladder outline (question index) for quick navigation
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Structural code MCP server and batch CLI for compact TypeScript/JavaScript reads and hash-bound AST edits.
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通用文档中心(Universal Document Center)— DeepSeek Harness 文档预览/编辑/管理插件(静态包形态:lib/index.js host 外壳 + lib/client.js 浏览器 bundle)
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DSH bundle that bridges the Codebase Memory MCP code knowledge graph into DSH and can keep indexed repositories fresh with an optional debounced filesystem watcher.
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Semantic repo index for DeepSeek Harness — tree-sitter symbol index, code search, and a bounded ranked repo map injected into agent context.
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Model-facing Windows search tool backed by the Everything index (Everything64.dll FFI via koffi)
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对话轮次索引:Web GUI 右侧边栏列出每一轮用户提问,点击跳转到对应位置 (Turn index sidebar for the DeepSeek Harness web GUI: one entry per user turn, click to jump)
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Claude Code-style long-term memory for dsh: markdown memory files with frontmatter, MEMORY.md index, session-start prompt injection, and a memory tool.
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Curated Irmia DevKit tools ported to the DeepSeek Harness: safe_edit / safe_rollback / multi_edit / http_get / http_post / code_index / code_explore / code_diff_impact / db_query.
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Indexed cross-session search for DeepSeek Harness — search, list, and read past and current DSH sessions through the built-in sessionQuery service. Zero runtime dependencies.
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Content-addressed audit indexes across independent DeepSeek Harness evidence producers
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Local IndexTTS 2.5 and GPT-SoVITS sentence-level speech synthesis and playback for DeepSeek Harness
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dsh-memory — cited memory over DSH's lossless session log: post-session distillation into human-auditable markdown files, a compact recall index, memory_read/memory_expand tools, and a dsh-memory CLI
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Local knowledge base for DeepSeek Harness: index markdown / text / code / web pages into a zero-dependency SQLite FTS5 store, retrieve snippets with sources, distill session experiences — tools kb_add, kb_add_url, kb_search, kb_stats, kb_list, kb_remember, kb_ingest_session, kb_experiences + interactive Web panel (kbquery fence).
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对话窗口悬浮磨砂圆球:一键展开当前会话的用户消息索引,点击定位到对应消息。Floating frosted-glass ball in the chat window: expand an index of the current session's user messages, click to jump to that message.