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Sn Prepare Citations

OrganizationPopular
OpenSenseNova
sn-prepare-citations

用于终稿完成且脚注需要后处理时:去重 [^key] 引用,转换为 [N] 编号,并追加参考文献。

Overview

PublisherOpenSenseNova
RepositorySenseNova-Skills
Skill namesn-prepare-citations
Stars
5.8K
Forks
402
Bundled files
1
LicenseMIT
Links
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • 1 bundled files

    Scripts, templates, and references the model can read while it works. Files are read-only and never executed.

  • Open source

    Published by OpenSenseNova on GitHub. Read the source before you install it.

Installation

Install the Sn Prepare Citations AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
    https://github.com/OpenSenseNova/SenseNova-Skills/tree/main/skills/sn-prepare-citations
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/OpenSenseNova/SenseNova-Skills.git /tmp/SenseNova-Skills
mkdir -p .claude/skills
cp -r /tmp/SenseNova-Skills/skills/sn-prepare-citations .claude/skills/sn-prepare-citations
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Sn Prepare Citations in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Sn Prepare Citations on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Sn Prepare Citations is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

sn-prepare-citations(引用渲染)

处理 sn-deep-research 的 stitched.md:从 evidence.json 收集 sources[],将正文中的 [^source_id] 转换为 [N] 编号引用,插入 L0/TOC,并追加参考文献。

推荐用法(sn-deep-research v2)

bash
python3 scripts/prepare_citations.py \
  --report <report_dir>/stitched.md \
  --evidence <report_dir>/sub_reports/d1.evidence.json <report_dir>/sub_reports/d2.evidence.json \
  --outline <report_dir>/outline.json \
  --output <report_dir>/report.md

参数

参数说明
--report输入 markdown。sn-deep-research 中通常是 stitched.md
--evidence全部 d*.evidence.json,用于收集 source 元数据和修复 claim-id 泄漏
--outline可选但推荐。提供 L0、TOC 和标题结构信息
--output输出 markdown。sn-deep-research 中通常是 report.md
--no-l0关闭 L0 摘要层渲染
--no-toc关闭 TOC 渲染

处理逻辑

  1. 从所有 evidence.json 的 sources[] 收集引用元数据。
  2. 按 URL 归一化去重,同 URL source 合并为同一编号。
  3. 检测 [^dN.cM] claim-id 引用泄漏;能映射到 claim evidence 时替换为对应 source_id,不能映射则报告 unresolved。
  4. 扫描正文中的 [^source_id],按首次出现顺序分配编号。
  5. 替换 [^source_id] → [N],移除脚注定义行。
  6. 根据 outline 插入或校准 L0 / TOC。
  7. 追加 ## 参考文献。
  8. 写出 report.md 和同目录 citations.json。
  9. stdout 输出结构化 JSON,包含 orphan citations、claim-id leakage、TOC 和 L0 状态。

控制器处理要求

  • orphan_citations 非空:不要交付,回 writer/stitcher 修正引用或删除 unsupported 内容。
  • claim_id_leakage.unresolved 非空:不要交付,回 writer 修正 [^dN.cM]。
  • claim_id_leakage.resolved 非空但 unresolved 为空:可以继续,但记录为警告;writer 后续应直接输出 [^source_id]。

旧兼容模式

不传 --outline / --output 时,脚本会覆写 --report 指向的文件,仅做引用编号和参考文献追加。sn-deep-research 正常流程不使用该模式。

Bundled files

The model reads these on demand while the skill is loaded. They are exposed as readable files and are never executed.

Frequently asked questions

What does the Sn Prepare Citations AI skill do?

用于终稿完成且脚注需要后处理时:去重 [^key] 引用,转换为 [N] 编号,并追加参考文献。

Why use Sn Prepare Citations on TypingMind?

Because you install it once and use it with any model. Sn Prepare Citations is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Sn Prepare Citations in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/OpenSenseNova/SenseNova-Skills/tree/main/skills/sn-prepare-citations. TypingMind reads its SKILL.md and bundles its files and installs it as a skill you can enable per chat.

Which AI models can use Sn Prepare Citations?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Sn Prepare Citations?

As many as you like. As long as a model supports skills, you can use Sn Prepare Citations with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Sn Prepare Citations AI skill free?

Yes. It is published on GitHub by OpenSenseNova under the MIT license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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