Borrowing it
Nothing to install: this file belongs to u9401066/med-paper-assistant. 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/u9401066/med-paper-assistant/master/.claude/skills/pipeline-persistence/SKILL.mdgit clone --depth 1 https://github.com/u9401066/med-paper-assistantWrote 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/u9401066/med-paper-assistant/pipeline-persistence)<a href="https://agentmods.dev/skills/u9401066/med-paper-assistant/pipeline-persistence"><img src="https://agentmods.dev/badge/skills/u9401066/med-paper-assistant/pipeline-persistence/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/u9401066/med-paper-assistant/pipeline-persistence"><img src="https://agentmods.dev/badge/skills/u9401066/med-paper-assistant/pipeline-persistence.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 | $0.00049 | $0.03075 |
| Opus 5 | $0.00024 | $0.01537 |
| Sonnet 5 | $0.00010 | $0.00615 |
| Haiku 4.5 | $0.00005 | $0.00308 |
Grade A, and why
pipeline-persistence 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 11d 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.
Copies of this mod
3 near-identical copies found in the catalogue:
- pipeline-persistence — 100% identical, 63 lines differ
- pipeline-persistence — 100% identical, 63 lines differ
- pipeline-persistence — 89% identical, 63 lines differ
How it starts
The opening of the file, as written. The whole thing — 439 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Pipeline 持久化 — 結構化搜尋計畫管理
描述
將複雜的搜尋流程保存為可重複使用的 Pipeline YAML 配置。支援:
- 從模板快速建立(PICO、comprehensive、exploration、gene_drug)
- 自訂 DAG(有向無環圖)多步驟管道
- 雙層儲存(workspace + global)
- 自動驗證 + 激進式自動修正(21 條規則)
觸發條件
- 「把這個搜尋存起來」、「建立搜尋計畫」
- 「每週跑一次這個搜尋」、「保存這個 pipeline」
- 「列出我的管道」、「上次的搜尋可以再跑嗎」
- 「把剛才的搜尋轉成 search plan」
🌟 快速開始
方法 1: 用模板(最簡單)
# 保存一個 PICO 模板 pipeline
save_pipeline(
name="icu_remimazolam_vs_propofol",
config="""
template: pico
params:
P: ICU patients requiring sedation
I: remimazolam
C: propofol
O: delirium incidence, sedation quality
""",
tags="anesthesia,sedation,ICU",
description="Weekly monitoring: remimazolam vs propofol ICU sedation"
)
# 執行已保存的 pipeline
unified_search(pipeline="saved:icu_remimazolam_vs_propofol")
方法 2: 自訂 DAG(完整控制)
save_pipeline(
name="brca1_comprehensive",
config="""
steps:
- id: expand
action: expand
params:
topic: BRCA1 breast cancer
- id: pubmed
action: search
params:
query: BRCA1 breast cancer
sources: pubmed
limit: 50
- id: expanded
action: search
inputs: [expand]
params:
strategy: mesh
sources: pubmed,openalex
limit: 50
- id: merged
action: merge
inputs: [pubmed, expanded]
params:
method: rrf
- id: enriched
action: metrics
inputs: [merged]
output:
format: markdown
limit: 30
ranking: quality
""",
tags="genetics,oncology",
description="BRCA1 breast cancer comprehensive search with MeSH expansion"
)
6 個 MCP 工具
save_pipeline — 保存管道
save_pipeline(
name="weekly_remimazolam", # 唯一名稱 (英數 + _ -, max 64)
config="<YAML or JSON>", # Pipeline 配置
tags="tag1,tag2", # 逗號分隔標籤
description="...", # 人類可讀描述
scope="auto" # "workspace" | "global" | "auto"
)
自動修正範例:
action: "find"→ 自動修正為action: "search"(別名解析)action: "serach"→ 自動修正為action: "search"(模糊匹配)- 缺少 step ID → 自動生成
step_1,step_2... - 重複 step ID → 自動重命名
s1→s1_2 - 循環依賴 → 自動移除問題引用
What ships with it
2 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
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.
- 11d ago First seen · 439 lines · 49 tokens per session scan A 68280bfb53a2
pipeline-persistence is a skill published in the GitHub repository u9401066/med-paper-assistant (12 stars, last pushed 9d ago), licensed Apache-2.0. It adds 49 tokens to every session and 3,075 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.
Other skills, from other repositories
citation-manager
Format and manage citations — APA, MLA, Chicago, IEEE, and Vancouver styles with BibTeX export.
manuscript-reframe
Reframe report-like academic drafts into paper-form scientific arguments while preserving or explicitly renegotiating author intent; requires an approved old-versus-proposed spine, evidence and argument baselines, analysis-role control, and post-edit drift review.
peer-review
Review another author's manuscript, paper, thesis chapter, proposal, or preprint as an external reviewer. Use when asked to evaluate novelty, significance, gap-contribution fit, claim-evidence adequacy, methods, evaluation, overclaim risks, structure, writing, required revisions, or recommendation without rewriting…
revision-escalation
A revision-control guide for writing, coding, manuscripts, rebuttals, and restructuring work. It says to stop applying local edits after the same problem remains unresolved through three attempts and check the underlying requirements or structure.
extremerouter-web-search
Web search via ExtremeRouter /v1/search using Tavily / Exa / Brave / Serper / SearXNG / Google PSE / Linkup / SearchAPI / You.com / Perplexity. Use when the user wants to search the web, look up information, find articles, or query a search engine.
verify
Fact-check claims encountered during reading — dates, names, events, citations. Use when encountering historical facts or disputed claims.