Borrowing it
Nothing to install: this file belongs to ZimoLiao/scholaraio. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/ZimoLiao/scholaraio/main/.claude/skills/workspace/SKILL.mdgit clone --depth 1 https://github.com/ZimoLiao/scholaraioWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/zimoliao/scholaraio/workspace)<a href="https://agentmods.dev/skills/zimoliao/scholaraio/workspace"><img src="https://agentmods.dev/badge/skills/zimoliao/scholaraio/workspace/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/zimoliao/scholaraio/workspace"><img src="https://agentmods.dev/badge/skills/zimoliao/scholaraio/workspace.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00039 | $0.00948 |
| Opus 5 | $0.00019 | $0.00474 |
| Sonnet 5 | $0.00008 | $0.00190 |
| Haiku 4.5 | $0.00004 | $0.00095 |
Grade A, and why
workspace scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 10d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
What it actually says
工作区管理
工作区是论文子集管理工具。每个工作区引用主库中的论文（通过 UUID），支持在子集内搜索和导出。
执行逻辑
创建工作区
scholaraio ws init <名称>
添加论文
逐个添加：
scholaraio ws add <名称> <论文标识...>
论文标识可以是：DOI、目录名、UUID。需要按关键词批量添加时，请使用 --search。
批量添加：
scholaraio ws add <名称> --search "<查询词>" [--limit N] [--year YYYY] [--journal 期刊名] [--type 类型]
scholaraio ws add <名称> --topic <主题ID>
scholaraio ws add <名称> --all
--search：按融合检索结果批量添加，支持--limit/--year/--journal/--type过滤--topic：按 BERTopic 主题 ID 批量添加该主题下的全部论文--all：将主库全部论文加入工作区
三个批量参数互斥。提供批量参数时，位置参数 <论文标识> 被忽略。
移除论文
scholaraio ws remove <名称> <论文标识...>
列出所有工作区
scholaraio ws list
查看工作区论文
scholaraio ws show <名称>
重命名工作区
scholaraio ws rename <旧名称> <新名称>
在工作区内搜索
scholaraio ws search <名称> "<查询词>" [--limit N] [--year YYYY] [--journal 期刊名] [--type 类型] [--mode unified|keyword|semantic]
搜索模式：
unified（默认）：融合检索（关键词 + 语义 RRF 排序）keyword：FTS5 关键词检索semantic：FAISS 语义向量检索
范围限定在工作区论文内。
导出工作区 BibTeX
scholaraio ws export <名称> [-o 输出文件] [--year YYYY] [--journal 期刊名] [--type 类型]
Context 管理
- 工作区论文较多时（>30 篇），
ws show的输出应由 subagent 执行并返回摘要（如"工作区包含 N 篇论文，涵盖 XX 方向"），避免直接输出长列表到主 context - 论文全文（L4）应在 subagent 中阅读，仅将关键结论带回主 context
- 搜索结果超过 20 条时，优先用 subagent 处理并筛选
示例
用户说："帮我建一个 drag reduction 的工作区"
→ 执行 ws init drag-reduction
用户说："把这几篇论文加到工作区"
→ 执行 ws add drag-reduction <DOI或目录名...>
用户说："把搜索到的论文都加到工作区"
→ 执行 ws add drag-reduction --search "turbulent drag reduction" --limit 20
用户说："把主题 3 的论文加到工作区"
→ 执行 ws add drag-reduction --topic 3
用户说："在工作区里搜 turbulent boundary layer"
→ 执行 ws search drag-reduction "turbulent boundary layer"
用户说："用关键词在工作区里搜"
→ 执行 ws search drag-reduction "turbulent boundary layer" --mode keyword
用户说："把工作区改个名"
→ 执行 ws rename drag-reduction turbulence-control
用户说："导出工作区的引用"
→ 执行 ws export drag-reduction
用户说："我有哪些工作区"
→ 执行 ws list
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 10d ago First seen · 116 lines · 39 tokens per session scan A 52e0043d456b
workspace is a skill published in the GitHub repository ZimoLiao/scholaraio (570 stars, last pushed 10d ago), licensed MIT. It adds 39 tokens to every session and 948 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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infrastructure-validation
Skill for the validation infrastructure module providing PDF validation, markdown validation, output integrity checks, link verification, documentation audits, issue categorization, and repository scanning. Use when validating research outputs, checking document quality, running audits, or verifying cross-references.
infrastructure-steganography
Skill for the steganography infrastructure module providing QR code generation with dynamic mailto links, hash manifests, metadata payloads, and document-wide overlay processing. Use this module to insert opt-in cryptographic and steganographic provenance data onto PDFs.
template-pitch-deck
Pitch-deck generation exemplar — short/medium/long PDF+PPTX decks from one token-resolved, diligence-cited content source.
infrastructure-documentation
Skill for the documentation infrastructure module providing figure management, image handling, markdown integration, and API glossary generation. Use when managing research figures, inserting images into manuscripts, auto-numbering figures, or generating API documentation.
template-validation-quality
Run validation CLI, prerender, markdown/PDF/integrity gates, and QA workflows for the Research Project Template. USE WHEN validate manuscript, check PDF for ?? refs, prerender gate, link checker, output integrity, or pre-commit validation — even without validationquality prompt.
template-storybook
Full-page illustrated storybook exemplar — symbolic shape-family characters, page-level raster scenes, text overlays, deterministic PDF assembly.