Agent skill

Cie Mechanism

by franklee16 in franklee16/academic-research-skills

A skill your agent uses when a 《中国工业经济》 (China Industrial Economics) manuscript needs mechanism evidence.

No licenceAuto-check passedLegal & Compliance

Install Cie Mechanism

skills CLI
$ npx skills add franklee16/academic-research-skills --skill cie-mechanism -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install franklee16/academic-research-skills cie-mechanism --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/franklee16/academic-research-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/Awesome-Journal-Skills-main/China-Industrial-Economics-Skills/skills/cie-mechanism .claude/skills/cie-mechanism && rm -rf skills-src

Use ~/.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/

Facts

Skill name
cie-mechanism
GitHub stars
223
Used in
1 other repo
Token cost
~398 tokens
SKILL.md length
72 words
Files
1
Skills in repo
1,617
Repo updated
First seen
Licence
None found

At a glance

A skill your agent uses when a 《中国工业经济》 (China Industrial Economics) manuscript needs mechanism evidence.

  • Works in 3 steps: 分渠道回归(首选):把中介变量 M 当作新结果,用与主效应同一识别策略估计… → 调节效应:用 X × W… → 异质性即机制:用 cie-heterogeneity 的维度切分反推机制("在…
  • A 《中国工业经济》 (China Industrial Economics) manuscript needs mechanism evidence
  • SKILL.md covers 触发时机, 本刊立场:警惕三步中介(重要), 机制三条可接受路径 and 与理论的呼应, plus 3 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Cie Mechanism is an agent skill from franklee16/academic-research-skills. Use when a 《中国工业经济》 (China Industrial Economics) manuscript needs mechanism evidence. Prefers split-channel and moderation (heterogeneity-by-mechanism) regressions and treats the three-step mediation method as suspect — per Jiang (2022, CIE 2022:5), the journal's own methodological-norm guide. Use after the main effect is identified.

Its SKILL.md is about 400 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Legal & Compliance, covering Dispute resolution. The repository describes itself as: Comprehensive collection of Claude Code skills for academic research in economics, finance, and social sciences.

When your agent uses it

  • A 《中国工业经济》 (China Industrial Economics) manuscript needs mechanism evidence
  • Tasks that involve Dispute resolution

Example prompts

  • “/cie-mechanism”

Workflow steps

3 steps, taken from the first numbered list in SKILL.md.

  1. 分渠道回归(首选):把中介变量 M 当作新结果,用与主效应同一识别策略估计 X→M;多个候选渠道分别估计、横向比较强弱
  2. 调节效应:用 X × W 交互检验机制——若机制为真,在机制更强的子样本/情境中效应更大;须说清这如何加强(而非替代)因果论证
  3. 异质性即机制:用 cie-heterogeneity 的维度切分反推机制("在 M 更强的组效应更大 ⇒ 经由 M")

What it can do on your machine

Read from SKILL.md and the folder at commit 9a4b2db. 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

    No scripts in the folder and no shell commands in SKILL.md.

    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

Cie Mechanism loads about 398 tokens when it runs. Until then it costs about 87 tokens; SKILL.md has 72 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~87
When it runs · the whole SKILL.md, loaded when a task matches
~398

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); files beside SKILL.md are not scanned.

SKILL.md

Without a licence we can't republish the file, so here is its outline and opening line. It has 72 words (~398 tokens).

name
cie-mechanism

Read the full SKILL.md on GitHub

Files

Just SKILL.md in Awesome-Journal-Skills-main/China-Industrial-Economics-Skills/skills/cie-mechanism of franklee16/academic-research-skills.

Open the folder on GitHubat commit 9a4b2db

Used in 1 other repository

We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in franklee16/academic-research-skills, which our catalogue first saw on October 7, 2026.

Compare with similar skills

Cie Mechanism 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.

Cie Mechanism compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Cie Mechanism this skillfranklee16/academic-research-skills2231 repos~398Automated safety check: PassNone
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Moot Court Simulation Buildercat-xierluo/legal-skills721—~1.4kAutomated safety check: PassCC-BY-NC-4.0
Intake To Draftstella/stella259—~537Automated safety check: PassApache-2.0
Nla Arbitrateinternet-court/internet-court-skill6.6k1 repos~866Automated safety check: PassMIT
Nla Createinternet-court/internet-court-skill6.6k1 repos~915Automated safety check: PassMIT

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Questions about Cie Mechanism

What does Cie Mechanism do?

A skill your agent uses when a 《中国工业经济》 (China Industrial Economics) manuscript needs mechanism evidence. Cie Mechanism is an agent skill from franklee16/academic-research-skills. Use when a 《中国工业经济》 (China Industrial Economics) manuscript needs mechanism evidence.

When should I use Cie Mechanism?

Cie Mechanism fits situations like: A 《中国工业经济》 (China Industrial Economics) manuscript needs mechanism evidence; tasks that involve Dispute resolution.

How do I install Cie Mechanism in Claude Code?

Run `npx skills add franklee16/academic-research-skills --skill cie-mechanism -a claude-code`. Or copy the skill folder (Awesome-Journal-Skills-main/China-Industrial-Economics-Skills/skills/cie-mechanism in franklee16/academic-research-skills) into .claude/skills/cie-mechanism in your project. Claude Code loads it when a task matches its description.

How do I install Cie Mechanism in Codex?

Run `npx skills add franklee16/academic-research-skills --skill cie-mechanism -a codex`. Or copy the skill folder (Awesome-Journal-Skills-main/China-Industrial-Economics-Skills/skills/cie-mechanism in franklee16/academic-research-skills) into .agents/skills/cie-mechanism in your project. Codex loads it when a task matches its description.

Can I use Cie Mechanism 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 franklee16/academic-research-skills --skill cie-mechanism -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/cie-mechanism, .gemini/skills/cie-mechanism, .github/skills/cie-mechanism and .opencode/skills/cie-mechanism in your project.

What does Cie Mechanism need to run?

SKILL.md names no scripts, command-line tools or credentials: Cie Mechanism is instructions for the agent only.

Does Cie Mechanism 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 Cie Mechanism 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. Review the folder before installing.

What licence does Cie Mechanism use?

No licence was found for Cie Mechanism or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Cie Mechanism use?

About 398 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 Cie Mechanism?

Skills that share tags, products or a category with Cie Mechanism: Litigation Deadline Calendar (lawve-ai/awesome-legal-skills, 847 stars), Moot Court Simulation Builder (cat-xierluo/legal-skills, 721 stars), Intake To Draft (stella/stella, 259 stars) and Nla Arbitrate (internet-court/internet-court-skill, 6.6k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Cie Mechanism?

franklee16 (a GitHub user) maintains it in franklee16/academic-research-skills, which has 223 GitHub stars. The repository holds 1,617 skills in this directory. The repository was last updated on September 18, 2026.

Source: franklee16/academic-research-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.