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Deterministic data profiling, cleaning, and verification for DeepSeek Harness: a ctx.dataQuality capability seam (Service Definition / local Provider / tool Consumers) with data_profile, data_clean, and data_verify model tools, a frozen cross-plugin verifyCitations contract, durable reports in a storage domain, and data-quality/* session events on hosts that support them.
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AI4Scholar for DeepSeek Harness (dsh): 38 native academic tools — Semantic Scholar, PubMed, Google Scholar, arXiv, bioRxiv/medRxiv, DOI resolution, PDF full text, auto-cite, scientific figures, credit balance — with an API-key card in the Web UI settings. Powered by ai4scholar.net.
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A DeepSeekHarness plugin that turns your Zotero library into a citation-aware Obsidian wiki: sync, MinerU PDF parsing, DeepSeek notes, topic reviews and query tools.
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科研收敛驾驶舱 (developer preview): hard-gated research convergence loop for DSH agents - 7 conv_* tools + host session projection + turn-tail card (conversation.chat.turnTail) + cockpit strip (conversation.input.dock) + settings section. 零 npm 依赖 (node builtins
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Citation extraction and evidence verification for DeepSeek Harness
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DSH bundle: grok-geo GEO brand audit agent skill — AI-search visibility, recommendations, citations, competitor presence and content-gap diagnosis across 17+ AI engines (ChatGPT/Perplexity/Claude/Gemini/豆包/DeepSeek/Kimi/文心一言...), shipped as a bundled skill provider. Zero-dependency.
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DSH 参考文献工具插件:cite_lookup/cite_format/cite_bibtex/cite_check/cite_health 五工具(含自检),Crossref 元数据查询(含 DOI 精确解析与并发校验),GB/T 7714 / APA / MLA / Chicago 格式化,零运行时依赖。
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Academic Paper Search bridge for DeepSeek Harness: verified multi-source literature search over the existing MCP server.
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DSH Literature 文献侧窗:在 DeepSeek Harness 侧边栏识别 DOI/arXiv/标题、抓取元数据与全文、写入本地文献库或导出目录,并提供内置 PDF 阅读器(缩放/翻页/目录/搜索/高亮/笔记)。
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Academic writing toolkit for DeepSeek Harness agents: paper outlines, title/abstract skeletons, GB/T 7714 / APA / MLA citations and reference lists, LaTeX snippets, structure checks, term glossaries, phrasing QA, and a pre-submission checklist
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Academic literature search, citation and BibTeX tools for DeepSeek Harness and any agent (Crossref + OpenAlex + Semantic Scholar).
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DeepSeek Harness bundle: Chinese accounting standards (CAS / ASSE) and tax law lookup with article-level citations, plus a verification-discipline skill.
Skill
科研助手插件:文献检索、论文精读、文献综述、分节写作、图表生成、引文管理、学术润色、预投稿审稿、开题方案、格式修改。当用户需要做科研相关任务(找文献、读论文、写综述、画图、管引用、润色、审稿、开题、改格式)时使用。
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DSH plugin for DeepSeek Harness: 25 model tools across PubMed, Europe PMC, OpenAlex, PubTator3 & Semantic Scholar — cross-source unified search, article metadata, full text, citations, MeSH & ID tools, citation counts & recommendations — plus a personal literature knowledge graph with an AI-powered PubTator3 concept layer (normalized entities, curated relations, evidence-backed edges). Core PubMed capabilities originate from @cyanheads/pubmed-mcp-server; the knowledge-graph, concept and unified-search layers are original extensions.
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Citation Auditor — 审查 AI 回复里的引用来源:扫描、评分、出报表,只读不拦截
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dsh bundle: local semantic index over workspace documents (MD/PDF/DOCX/TXT) with FTS5 BM25 + local embedding hybrid retrieval, hit citations with line numbers, and incremental updates.
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Notebook Knowledge Studio — NotebookLM-like local knowledge workspace for DeepSeek Harness: Notebooks, Sources, source-grounded Chat with citations, and Studio artifacts (Mind Map / Reports / Flashcards / Quiz / Infographic / Slide Deck / Data Table), stored as OKF v0.2 markdown under the workspace.
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Kestrel — adversarial deep-research engine for DeepSeek Harness. Mechanically-verified citations, independent-corroboration scoring that exposes syndication laundering, prosecutor/defender claim tribunal, and a compounding evidence graph.
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Verification toolkit for DeepSeek Harness agents: evidence-based claim checking against workspace files with line citations, config file validation (JSON/YAML), HTTP URL status checks, npm package checks and GitHub repo submission-readiness checks — complementary to dsh-plugin-gate
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DeepSeek Harness plugin for progressive, source-grounded deep research, writing, and learning: steerable checkpoints and citations verified against retrieved sources
wxxb789
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DSH plugin: tidy messy pasted citations into uniformly formatted references (refs_parse → refs_verify → refs_dedup → refs_format + research-refs skill)
Parker-xia
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Volcengine Ark (火山方舟) web-search provider for the DSH web seam: calls the Ark Responses API with the native web_search tool and maps url_citation annotations to search sources.
of1102
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DeepSeek Harness (dsh) plugin adapter for litkit — academic literature search, citation audit, and download tools. Root npm package of the polyglot litkit-search monorepo, so `dsh plugin add github:bpc-oss/litkit-search` installs the adapter directly.
bpc-oss
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Academic mode for DeepSeek Harness (dsh): a research persona, anti-fabrication rules for citations and data, and bilingual conventions. Pairs with dsh-ai4scholar (literature tools) and dsh-research (research skills).
literaf