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Agent Skill · 研究检索

transition-weaver(过渡织工)

transition-weaver 用于查找、检索和筛选相关信息,适合在 Codex、Claude、Cursor、Gemini CLI 中需要根据关键词、任务场景或来源线索快速定位候选结果时使用。可结合来源仓库、安装命令和原始 README 继续核验具体用法。安装前建议确认权限范围、维护状态,以及是否会触发联网、命令执行或文件读写。

transition-weaver 是研究检索类 Agent Skill,可用宿主为 Codex、Claude、Cursor、Gemini CLI,通过GitHub 仓库获取,权限为需要联网;许可证为 MIT,第三方扫描已通过,按安装量在研究检索类的 73,675 个 Skill 里排第 47,393。

总安装 734周安装 30GitHub Stars 422下载 238核验 2026-05-01

安装说明

本站只整理中文说明,不托管安装包,也不代用户安装。
GitHub
许可证
MIT

安装方式

通过对话安装

复制提示词发给支持本地命令或 Skills 的 AI 助手,先确认命令和权限,再让它执行。

请帮我安装这个 Agent Skill:transition-weaver(过渡织工)
来源仓库:https://github.com/willoscar/research-units-pipeline-skills
仓库路径:skills/transition-weaver
安装命令:
npx skills add https://github.com/willoscar/research-units-pipeline-skills --skill transition-weaver
安装前请先检查当前环境是否支持对应 CLI,并向我确认将要执行的命令、安装目录、联网范围和文件读写权限;确认后再执行。

命令行安装

复制命令到本机终端执行。不同来源提供的安装方式可能略有差异;本站展示可直接复制的安装命令,安装前请核对来源页面。

skills.shnpx skills
npx skills add https://github.com/willoscar/research-units-pipeline-skills --skill transition-weaver

这个 Skill 是做什么的

研究检索类 Skill 主要解决「找资料、核对事实、把来源整理清楚」的问题,通常会让助手先检索再总结。

用于查找、检索和筛选相关信息。适用宿主包括 Codex、Claude、Cursor、Gemini CLI,接入前应确认版本、权限和运行环境要求。适合根据关键词或任务场景快速定位候选结果。可结合来源仓库和原始 README 核验具体用法。安装前建议确认权限范围、维护状态及是否触发联网或文件读写。

transition-weaver 属于研究检索类 Skill,可作为该场景下的辅助能力补充。

来源仓库内路径:skills/transition-weaver

上手步骤

4 步
  1. 1

    确认自己的宿主工具

    公开资料标注支持 Codex、Claude、Cursor、Gemini CLI;先确认自己用的是其中之一,再按对应工具的 Skills 目录放置。

  2. 2

    拿到安装命令

    可以直接复制的命令是 npx skills add https://github.com/willoscar/research-units-pipeline-skills --ski…;命令里的占位符换成自己的路径或密钥再执行。

  3. 3

    安装后重启宿主

    命令执行完要完全退出宿主工具再打开,让新装的 Skill 被重新扫描到,否则列表里可能看不到。

  4. 4

    按最小权限试用

    它需要需要联网,先在测试目录或测试账号里跑,确认没问题再放到正式项目。

常见问题

6 条

transition-weaver 怎么安装?

在终端执行 npx skills add https://github.com/willoscar/research-units-pipeline-skills --skill transit…。装完完全退出宿主工具再打开,让它重新扫描本地 Skill。

transition-weaver 支持哪些 AI 工具?

公开资料标注支持 Codex、Claude、Cursor、Gemini CLI。其他工具只要能读取本地 Skill 目录,一般也能手动放进去,但要自己确认触发方式是否一致。

transition-weaver 需要什么权限?

权限级别是需要联网。该 Skill 可能需要联网访问来源站点、仓库或外部 API;具体网络访问范围需要结合源码和 README 复核。

transition-weaver 是免费的吗?

来源标注的许可证是 MIT。本站不代收任何费用,也不托管安装包;能否商用、要不要署名,以许可证原文为准。

transition-weaver 用的人多吗?

公开数据是累计安装 734 次,近一周安装 30 次,下载 238 次,GitHub 422 星。这些数字来自第三方目录统计,只能当作热度参考,不代表质量或安全性。

transition-weaver 安全吗?

第三方扫描结果为通过,但这只覆盖已知的静态检查项,不能替代自己读一遍源码和安装命令。

值得选的地方和要先想清楚的地方

值得选的地方

  • 同时适配 4 种工具,换客户端不用重新找替代品。
  • 3 个目录同时收录,说明这个 Skill 流传比较广。
  • 许可证明确为 MIT,商用和分发边界好判断。
  • 第三方扫描已通过,常见的高风险行为没有命中。

先想清楚的地方

  • 第三方目录整理,版本更新和行为细节以来源仓库为准。

适不适合你

更适合

  • 已经在用 Codex,想直接扩展它能力的人。
  • 需要处理研究检索类任务、又不想每次都手写提示词的人。
  • 需要许可证清楚、并且有第三方扫描结果的团队项目。

不太适合

  • 需要厂商级技术支持和 SLA 的生产系统。

研究检索类 Skill 对比

6 个同类
Skill总安装GitHub 星权限许可证扫描
find-skills

寻找技能 · Codex、Claude

31,199,81316,486操作浏览器MIT有提醒
self-improving-agent

自我改进 Agent · OpenClaw

16,464,0023,396接触敏感数据MIT-0通过
soultrace

灵魂追踪 · Codex、Claude

7,588,94412需要联网未明确有提醒
self-improving

自我完善 · OpenClaw

6,829,2841,046需要联网MIT-0通过
microsoft-foundry

微软代工厂 · Codex、Claude

6,614,144764调用外部服务未明确有提醒
transition-weaver

过渡织工 · 本页

734422需要联网MIT通过

按安装量取同分类前几名;数字来自第三方目录统计,只作热度参考,不代表质量结论。

SKILL.md 原文

Transition Weaver (LLM-first; NO NEW FACTS)

Purpose: produce a small, low-risk “transition map” so adjacent subsections do not read like islands.

This skill is intentionally low-risk and deterministic:

  • the script writes outline/transitions.md from adjacent subsection titles + brief bridge handles
  • the generated transitions stay paper-safe and avoid adding new facts or citations

Transitions should answer:

  • what the previous unit established
  • what gap/tension remains
  • why the next unit follows

Injection contract (treat transitions as draft text)

outline/transitions.md is not planning notes: section-merger injects it into output/DRAFT.md. So each transition line must be safe to read as paper prose.

Format contract (for merge insertion):

  • Only lines matching - 3.1 -> 3.2: <text> are inserted by default (within-chapter H3 -> next H3).
  • Keep <text> as one sentence without list formatting.

Notes:

  • Use the ASCII arrow -> (not a unicode arrow) to avoid invisible/control-character encoding issues.
  • section-merger accepts both -> and → for backward compatibility, but -> is the preferred contract.

Hard rules:

  • Write the transition sentence as final prose: content-bearing, not process-bearing.
  • No planner-talk openers: avoid stems like "To keep...", "The remaining uncertainty is...", "setting up a cleaner...".
  • No slash-list axis labels (A / B / C; planning/memory). Rewrite using natural prose.
  • Keep it short: one sentence is preferred; rarely two.
  • Avoid semicolon-heavy multi-clause construction notes.

Rewrite triggers (if you see these, rewrite):

  • "To keep..." / "We next focus on..." / "The remaining uncertainty is..."
  • "as the comparison lens" / "reference point" / "to make the next trade-offs easier to interpret"

Role prompt: Linker (coherence without narration)

You are the coherence linker for a survey.

Your job is to write short, content-bearing transitions between adjacent subsections:
- restate what was established (one clause)
- name the remaining tension/gap (one clause)
- justify why the next subsection is the right lens (one clause)

Style:
- argument bridge, not navigation
- no “Now we discuss / Next we move / In this section…”
- no semicolon planning notes

Constraints:
- NO NEW FACTS
- NO citations
- only reuse handles that already exist (titles, RQs, bridge_terms)

Style targets (paper-like, still NO NEW FACTS):

  • Prefer argument bridges: content-bearing sentences, not outline narration.
  • Keep it short (often 1 sentence).
  • Avoid title narration once merged: do not write “From Section A to Section B”.
  • Avoid “Now we discuss / Next we introduce / In this section we...”.

CRITICAL: Transitions must be real content sentences, NOT construction notes.

  • Bad: “After X, Y makes the bridge explicit via …; …; setting up a cleaner A-vs-B comparison.”
  • Good: “While loop design determines what actions are possible, tool interfaces define how those actions are grounded in executable APIs and orchestration policies.”

Also avoid (reads like axis/planning notes once merged):

  • Slash-list axis labels (e.g., A/B/C, planning/memory); rewrite using natural prose (and/or).

Inputs

  • outline/outline.yml (ordering + titles)
  • outline/subsection_briefs.jsonl (expects rq and optional bridge_terms/contrast_hook)

Output

  • outline/transitions.md (used by section-merger; keep paper voice)

Workflow (NO NEW FACTS)

  1. Read outline/outline.yml to determine adjacency (which H3 follows which).
  2. Read outline/subsection_briefs.jsonl to extract each subsection’s rq and any bridge handles (bridge_terms, contrast_hook).
  3. For each boundary, write 1–2 transition sentences:
  • no new facts
  • no citations
  • no explicit “we organize this section as …” meta narration
  • no placeholders (TODO, …, <!-- SCAFFOLD -->)
  1. Write outline/transitions.md.

Role cards (use explicitly)

Linker (argument bridge)

Mission: write short, content-bearing transitions without narration.

Do:

  • Restate what was established (one clause).
  • Name the remaining tension/gap (one clause).
  • Justify why the next unit follows (one clause).

Avoid:

  • Title narration ("From X to Y") and slide navigation ("Now we turn").
  • Semicolon planning notes or meta commentary.

Skeptic (template killer)

Mission: delete anything that reads like construction notes.

Do:

  • Remove generic transitions that could fit any subsection.
  • Force subsection-specific nouns from titles/RQs/bridge terms.

Avoid:

  • Smuggling new facts into transitions.

Script (generator + validation)

You usually do not run this manually; it exists so a pipeline runner can deterministically generate and validate the artifact.

Quick Start

  • python.codex/skills/transition-weaver/scripts/run.py --workspace workspaces/<ws>

All Options

  • --workspace <dir>: workspace root
  • --unit-id <U###>: unit id (optional; for logs)
  • --inputs <semicolon-separated>: override inputs (rare; prefer defaults)
  • --outputs <semicolon-separated>: override outputs (rare; default validates outline/transitions.md)
  • --checkpoint <C#>: checkpoint id (optional; for logs)

Examples

  • Validate after you write outline/transitions.md:

- python.codex/skills/transition-weaver/scripts/run.py --workspace workspaces/<ws>

Troubleshooting

Issue: transitions read like templates

Fix:

  • Ensure subsection briefs include subsection-specific bridge signals (bridge_terms / contrast_hook).
  • Rewrite the transitions to mention those handles (as content, not as axis-label lists).

Note: between-H2 transitions

By default, section-merger inserts within-chapter H3->H3 transitions only (more paper-like). If you want between-H2 transitions inserted too, create outline/transitions.insert_h2.ok in the workspace.

平台分布

Claude Code

29.53%
按下载量换算70

Gemini CLI

25.26%
按下载量换算60

Cursor

19.32%
按下载量换算46

Codex

12.65%
按下载量换算30

OpenCode

8.24%
按下载量换算20

Antigravity

3.3%
按下载量换算8

安全审计

Gen Agent Trust Hub

通过

Socket

通过

Snyk

通过

权限和风险

需要联网

该 Skill 可能需要联网访问来源站点、仓库或外部 API;具体网络访问范围需要结合源码和 README 复核。

安装前确认

本站仅展示第三方公开信息,不托管安装包,不提供自动安装或运行环境。安装前应自行审查源码、依赖和命令行为。

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