Deep Research Workflow
TokenRhythm/opensquilla
Runs multi-round research in three stages with a persisted state file, evidence tracking and a long-form report with per-claim 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. An agent skill from OpenSenseNova/SenseNova-Skills.
Install Sn Prepare Citations
$ npx skills add OpenSenseNova/SenseNova-Skills --skill sn-prepare-citations -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install OpenSenseNova/SenseNova-Skills sn-prepare-citations --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/OpenSenseNova/SenseNova-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/sn-prepare-citations .claude/skills/sn-prepare-citations && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "sn-prepare-citations" agent skill from https://github.com/OpenSenseNova/SenseNova-Skills/tree/main/skills/sn-prepare-citations into .claude/skills/sn-prepare-citations/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sn-prepare-citations", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/OpenSenseNova/SenseNova-Skills/tree/main/skills/sn-prepare-citationsType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add OpenSenseNova/SenseNova-Skills --skill sn-prepare-citations -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install OpenSenseNova/SenseNova-Skills sn-prepare-citations --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/OpenSenseNova/SenseNova-Skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/sn-prepare-citations .agents/skills/sn-prepare-citations && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "sn-prepare-citations" agent skill from https://github.com/OpenSenseNova/SenseNova-Skills/tree/main/skills/sn-prepare-citations into .agents/skills/sn-prepare-citations/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sn-prepare-citations", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add OpenSenseNova/SenseNova-Skills --skill sn-prepare-citations -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install OpenSenseNova/SenseNova-Skills sn-prepare-citations --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/OpenSenseNova/SenseNova-Skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/sn-prepare-citations .cursor/skills/sn-prepare-citations && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "sn-prepare-citations" agent skill from https://github.com/OpenSenseNova/SenseNova-Skills/tree/main/skills/sn-prepare-citations into .cursor/skills/sn-prepare-citations/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sn-prepare-citations", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/OpenSenseNova/SenseNova-Skills.git --path skills/sn-prepare-citations--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add OpenSenseNova/SenseNova-Skills --skill sn-prepare-citations -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install OpenSenseNova/SenseNova-Skills sn-prepare-citations --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/OpenSenseNova/SenseNova-Skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/sn-prepare-citations .gemini/skills/sn-prepare-citations && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "sn-prepare-citations" agent skill from https://github.com/OpenSenseNova/SenseNova-Skills/tree/main/skills/sn-prepare-citations into .gemini/skills/sn-prepare-citations/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sn-prepare-citations", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install OpenSenseNova/SenseNova-Skills sn-prepare-citationsInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add OpenSenseNova/SenseNova-Skills --skill sn-prepare-citations -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/OpenSenseNova/SenseNova-Skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/sn-prepare-citations .github/skills/sn-prepare-citations && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "sn-prepare-citations" agent skill from https://github.com/OpenSenseNova/SenseNova-Skills/tree/main/skills/sn-prepare-citations into .github/skills/sn-prepare-citations/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sn-prepare-citations", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add OpenSenseNova/SenseNova-Skills --skill sn-prepare-citations -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install OpenSenseNova/SenseNova-Skills sn-prepare-citations --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/OpenSenseNova/SenseNova-Skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/sn-prepare-citations .opencode/skills/sn-prepare-citations && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "sn-prepare-citations" agent skill from https://github.com/OpenSenseNova/SenseNova-Skills/tree/main/skills/sn-prepare-citations into .opencode/skills/sn-prepare-citations/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sn-prepare-citations", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
sn-prepare-citations- GitHub stars
- 5.7k
- Token cost
- ~408 tokens
- SKILL.md length
- 128 words
- Files
- 2 (incl. scripts)
- Skills in repo
- 36
- Repo updated
- First seen
- Licence
- MIT
At a glance
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. An agent skill from OpenSenseNova/SenseNova-Skills.
- Works in 9 steps: 从所有 evidence.json 的 sources[] 收集引用元数据。 → 按 URL 归一化去重，同 URL source 合并为同一编号。 → 检测 [^dN.cM] claim-id 引用泄漏；能映射到 claim… → …
- Tasks that involve Citation management
- SKILL.md covers 推荐用法（sn-deep-research v2）, 参数, 处理逻辑 and 控制器处理要求, plus 1 more section
- Runs Python scripts from its folder; calls python3
What it does
Sn Prepare Citations is an agent skill from OpenSenseNova/SenseNova-Skills. 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。
Its SKILL.md is about 410 tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including scripts (for example `scripts/prepare_citations.py`).
It sits in Research & Science, covering Citation management and Deep research. The repository describes itself as: Modular SenseNova skills for building AI-powered office assistants and productivity workflows. The licence is MIT.
When your agent uses it
- Tasks that involve Citation management
- Tasks that involve Deep research
Example prompts
- “/sn-prepare-citations”
Requirements
- Python 3
Workflow steps
9 steps, taken from the first numbered list in SKILL.md.
- 从所有 evidence.json 的 sources[] 收集引用元数据。
- 按 URL 归一化去重，同 URL source 合并为同一编号。
- 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。
- 扫描正文中的 [^source_id]，按首次出现顺序分配编号。
- 替换 [^source_id] → [N]，移除脚注定义行。
- 根据 outline 插入或校准 L0 / TOC。
- 追加 ## 参考文献。
- 写出 report.md 和同目录 citations.json。
- stdout 输出结构化 JSON，包含 orphan citations、claim-id leakage、TOC 和 L0 状态。
What it can do on your machine
Read from SKILL.md and the folder at commit 7838651. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
Ships 1 file in scripts/ (Python), which the agent can run.
Shell commands in SKILL.md call:
python3
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Sn Prepare Citations loads about 408 tokens when it runs. Until then it costs about 17 tokens; SKILL.md has 128 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.
SKILL.md
The full file from OpenSenseNova/SenseNova-Skills at commit 7838651, republished under its MIT licence (© OpenSenseNova). 128 words, ~408 tokens.
Download SKILL.mdSave it as
.claude/skills/sn-prepare-citations/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.- name
- sn-prepare-citations
- description
- 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。
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）
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
- 从所有 evidence.json 的
sources[]收集引用元数据。 - 按 URL 归一化去重，同 URL source 合并为同一编号。
- 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。 - 扫描正文中的
[^source_id]，按首次出现顺序分配编号。 - 替换
[^source_id]→[N]，移除脚注定义行。 - 根据 outline 插入或校准 L0 / TOC。
- 追加
## 参考文献。 - 写出
report.md和同目录citations.json。 - 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。
© OpenSenseNova, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
SKILL.md and 1 other file (scripts) in skills/sn-prepare-citations of OpenSenseNova/SenseNova-Skills.
- SKILL.md
- scripts/prepare_citations.py
Open the folder on GitHubat commit 7838651
Compare with similar skills
Sn Prepare Citations next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Sn Prepare Citations this skillOpenSenseNova/SenseNova-Skills | 5.7k | — | ~408 | Automated safety check: Pass | MIT | |
| Deep Research WorkflowTokenRhythm/opensquilla | 7.1k | — | ~1.3k | Automated safety check: Pass | Apache-2.0 | |
| Academic Research Suite for CodexImbad0202/academic-research-skills-codex | 12k | — | ~12k | Automated safety check: Pass | Custom licence | |
| Deep Research Literature SurveyHKUSTDial/Supervisor-Skills | 8.7k | — | ~2.4k | Automated safety check: Pass | CC-BY-NC-SA-4.0 | |
| Parallel WebLeonChaoX/qinyan-academic-skills | 943 | 1 repos | ~2.9k | Automated safety check: Notes | MIT | |
| Live Researchbrightdata/skills | 264 | — | ~1.8k | Automated safety check: Pass | MIT |
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Academic Research Suite for Codex
Imbad0202/academic-research-skills-codex
A router skill that sends academic work such as literature reviews, drafting, citation checks, peer review and revision to the right workflow in the ARS suite.
Deep Research Literature Survey
HKUSTDial/Supervisor-Skills
Runs a survey-grade literature investigation: fixes the research questions, searches from adversarial angles, verifies citations and writes an evidence-first report.
Parallel Web
LeonChaoX/qinyan-academic-skills
Search the web, extract URL content, and run deep research using the Parallel Chat API and Extract API.
Live Research
brightdata/skills
Produce a deep, multi-source, cited research brief on a topic from live web data using Bright Data's Discover API (intent-ranked web search + parsed page content).
Deep Research Methodology
RightNow-AI/openfang
Reference knowledge for AI deep research: a five-phase process, strategies by question type, CRAAP source scoring, cross-referencing, synthesis and citation formats.
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Categories
Questions about Sn Prepare Citations
What does Sn Prepare Citations 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. An agent skill from OpenSenseNova/SenseNova-Skills. Sn Prepare Citations is an agent skill from OpenSenseNova/SenseNova-Skills.
When should I use Sn Prepare Citations?
Sn Prepare Citations fits situations like: tasks that involve Citation management; tasks that involve Deep research.
How do I install Sn Prepare Citations in Claude Code?
Run `npx skills add OpenSenseNova/SenseNova-Skills --skill sn-prepare-citations -a claude-code`. Or copy the skill folder (skills/sn-prepare-citations in OpenSenseNova/SenseNova-Skills) into .claude/skills/sn-prepare-citations in your project. Claude Code loads it when a task matches its description.
How do I install Sn Prepare Citations in Codex?
Run `npx skills add OpenSenseNova/SenseNova-Skills --skill sn-prepare-citations -a codex`. Or copy the skill folder (skills/sn-prepare-citations in OpenSenseNova/SenseNova-Skills) into .agents/skills/sn-prepare-citations in your project. Codex loads it when a task matches its description.
Can I use Sn Prepare Citations in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add OpenSenseNova/SenseNova-Skills --skill sn-prepare-citations -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/sn-prepare-citations, .gemini/skills/sn-prepare-citations, .github/skills/sn-prepare-citations and .opencode/skills/sn-prepare-citations in your project.
What does Sn Prepare Citations need to run?
Going by SKILL.md and its folder, Sn Prepare Citations needs Python for the scripts in its folder and the command-line tools its instructions call (python3). Our summary lists: Python 3.
Does Sn Prepare Citations access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Sn Prepare Citations safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
What licence does Sn Prepare Citations use?
Sn Prepare Citations is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Sn Prepare Citations use?
About 408 tokens (SKILL.md is roughly 1.6k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Sn Prepare Citations?
Skills that share tags, products or a category with Sn Prepare Citations: Deep Research Workflow (TokenRhythm/opensquilla, 7.1k stars), Academic Research Suite for Codex (Imbad0202/academic-research-skills-codex, 12k stars), Deep Research Literature Survey (HKUSTDial/Supervisor-Skills, 8.7k stars) and Parallel Web (LeonChaoX/qinyan-academic-skills, 943 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Sn Prepare Citations?
OpenSenseNova (a GitHub organization) maintains it in OpenSenseNova/SenseNova-Skills, which has 5,747 GitHub stars. The repository holds 36 skills in this directory. The repository was last updated on October 9, 2026.
Source: OpenSenseNova/SenseNova-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.