Fin Full Pipeline
csmar432/finai-research
经济金融研究端到端完整流程。从研究想法到可投稿论文，覆盖文献综述、想法生成、新颖性验证、实证方法设计、论文大纲、正文写作、图表生成、LaTeX编译和投稿前检查。
A skill your agent uses when aer-identification has fixed the design, after methodology choice and before aer-robustness or aer-tables-figures, to run an AER-track analysis with StatsPAI — the…
Install Aer Statspai
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill aer-statspai -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills aer-statspai --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/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/50-brycewang-aer-skills/skills/aer-statspai .claude/skills/aer-statspai && 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 "aer-statspai" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/50-brycewang-aer-skills/skills/aer-statspai into .claude/skills/aer-statspai/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aer-statspai", 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/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/50-brycewang-aer-skills/skills/aer-statspaiType 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 brycewang-stanford/Auto-Empirical-Research-Skills --skill aer-statspai -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills aer-statspai --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/50-brycewang-aer-skills/skills/aer-statspai .agents/skills/aer-statspai && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "aer-statspai" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/50-brycewang-aer-skills/skills/aer-statspai into .agents/skills/aer-statspai/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aer-statspai", 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 brycewang-stanford/Auto-Empirical-Research-Skills --skill aer-statspai -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills aer-statspai --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/50-brycewang-aer-skills/skills/aer-statspai .cursor/skills/aer-statspai && 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 "aer-statspai" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/50-brycewang-aer-skills/skills/aer-statspai into .cursor/skills/aer-statspai/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aer-statspai", 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/brycewang-stanford/Auto-Empirical-Research-Skills.git --path skills/50-brycewang-aer-skills/skills/aer-statspai--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 brycewang-stanford/Auto-Empirical-Research-Skills --skill aer-statspai -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills aer-statspai --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/50-brycewang-aer-skills/skills/aer-statspai .gemini/skills/aer-statspai && 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 "aer-statspai" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/50-brycewang-aer-skills/skills/aer-statspai into .gemini/skills/aer-statspai/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aer-statspai", 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 brycewang-stanford/Auto-Empirical-Research-Skills aer-statspaiInstalls 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 brycewang-stanford/Auto-Empirical-Research-Skills --skill aer-statspai -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/50-brycewang-aer-skills/skills/aer-statspai .github/skills/aer-statspai && 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 "aer-statspai" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/50-brycewang-aer-skills/skills/aer-statspai into .github/skills/aer-statspai/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aer-statspai", 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 brycewang-stanford/Auto-Empirical-Research-Skills --skill aer-statspai -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills aer-statspai --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/50-brycewang-aer-skills/skills/aer-statspai .opencode/skills/aer-statspai && 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 "aer-statspai" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/50-brycewang-aer-skills/skills/aer-statspai into .opencode/skills/aer-statspai/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aer-statspai", 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
aer-statspai- GitHub stars
- 4.6k
- Token cost
- ~3k tokens
- SKILL.md length
- 1,259 words
- Files
- 2
- Skills in repo
- 383
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
A skill your agent uses when aer-identification has fixed the design, after methodology choice and before aer-robustness or aer-tables-figures, to run an AER-track analysis with StatsPAI — the…
- Works in 6 steps: detect_design — infer the study shape… → preflight + recommend — surface design… → Fit with as_handle=true — e.g.… → …
- Aer-identification has fixed the design
- SKILL.md covers Overview, When to Use, When NOT to Use and Install and Connect, plus 10 more sections
- Calls pip
What it does
Aer Statspai is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Use when aer-identification has fixed the design, after methodology choice and before aer-robustness or aer-tables-figures, to run an AER-track analysis with StatsPAI — the agent-native Python engine and MCP server for causal inference, robustness, sensitivity, and publication-ready table export.
Its SKILL.md is about 3k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files (for example `agents/openai.yaml`).
It sits in Research & Science, covering Econometrics and empirical research. It works with Python, Model Context Protocol and LaTeX. The repository describes itself as: 🔬 A curated collection of 23,000+ agent skills for empirical research across 8 social science disciplines. | 精选 23,000+ AI Agent 技能库，覆盖8大社会科学学科的实证研究。CoPaper.AI…
When your agent uses it
- Aer-identification has fixed the design
- After methodology choice and before aer-robustness
- Aer-tables-figures
- Run an AER-track analysis with StatsPAI — the agent-native Python engine and MCP server for causal inference
Example prompts
- “/aer-statspai”
Requirements
- Python 3
Workflow steps
6 steps, taken from the first numbered list in SKILL.md.
- detect_design — infer the study shape (DiD / IV / RDD / SCM / panel), or
- preflight + recommend — surface design problems (no never-treated
- Fit with as_handle=true — e.g. callaway_santanna, ivreg,
- audit_result(result_id=...) — enumerate the robustness checks still
- honest_did_from_result / sensitivity_from_result — design-specific
- bibtex(keys=[...]) — pull verified citations for every estimator and
What it can do on your machine
Read from SKILL.md and the folder at commit 9fa87d8. 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
Shell commands in SKILL.md call:
pip
From the folder's file list and the shell code blocks in SKILL.md.
Network
Links to these hosts (documentation or services it may open):
github.com
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
Aer Statspai loads about 3k tokens when it runs. Until then it costs about 78 tokens; SKILL.md has 1,259 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); files beside SKILL.md are not scanned.
SKILL.md
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 1,259 words (~2,976 tokens).
“aer-statspai is the implementation engine option for this stack. Where aer-identification and aer-robustness decide which estimator and which diagnostics a referee will demand, this skill is about running them — through StatsPAI, an open-source, agent-native Python platform that exposes 1,000+…”
- name
- aer-statspai
Files
SKILL.md and 1 other file in skills/50-brycewang-aer-skills/skills/aer-statspai of brycewang-stanford/Auto-Empirical-Research-Skills.
- SKILL.md
- agents/openai.yaml
Open the folder on GitHubat commit 9fa87d8
Compare with similar skills
Aer Statspai 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 |
|---|---|---|---|---|---|---|
| Aer Statspai this skillbrycewang-stanford/Auto-Empirical-Research-Skills | 4.6k | — | ~3k | Automated safety check: Pass | Custom licence | |
| Fin Full Pipelinecsmar432/finai-research | 109 | — | ~5.1k | Automated safety check: Pass | MIT | |
| Arxiv MCP Serverblazickjp/arxiv-mcp-server | 3.2k | — | ~353 | Automated safety check: Pass | Apache-2.0 | |
| Setting Up Papergraphlotchuazzz-crypto/papergraph-mcp | 282 | — | ~3.3k | Automated safety check: Pass | MIT | |
| CLI Anything ZoteroPiaoyangGuohai1/cli-anything-zotero | 138 | — | ~2.6k | Automated safety check: Pass | Apache-2.0 | |
| Fin Data Acquisitioncsmar432/finai-research | 109 | — | ~2k | Automated safety check: Pass | MIT |
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Related
Works with
Questions about Aer Statspai
What does Aer Statspai do?
A skill your agent uses when aer-identification has fixed the design, after methodology choice and before aer-robustness or aer-tables-figures, to run an AER-track analysis with StatsPAI — the…. Aer Statspai is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Use when aer-identification has fixed the design, after methodology choice and before aer-robustness or aer-tables-figures, to run an AER-track analysis with StatsPAI — the agent-native Python engine and MCP server for causal inference, robustness, sensitivity, and publication-ready table export.
When should I use Aer Statspai?
Aer Statspai fits situations like: aer-identification has fixed the design; after methodology choice and before aer-robustness; aer-tables-figures; run an AER-track analysis with StatsPAI — the agent-native Python engine and MCP server for causal inference.
How do I install Aer Statspai in Claude Code?
Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill aer-statspai -a claude-code`. Or copy the skill folder (skills/50-brycewang-aer-skills/skills/aer-statspai in brycewang-stanford/Auto-Empirical-Research-Skills) into .claude/skills/aer-statspai in your project. Claude Code loads it when a task matches its description.
How do I install Aer Statspai in Codex?
Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill aer-statspai -a codex`. Or copy the skill folder (skills/50-brycewang-aer-skills/skills/aer-statspai in brycewang-stanford/Auto-Empirical-Research-Skills) into .agents/skills/aer-statspai in your project. Codex loads it when a task matches its description.
Can I use Aer Statspai 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 brycewang-stanford/Auto-Empirical-Research-Skills --skill aer-statspai -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/aer-statspai, .gemini/skills/aer-statspai, .github/skills/aer-statspai and .opencode/skills/aer-statspai in your project.
What does Aer Statspai need to run?
Going by SKILL.md and its folder, Aer Statspai needs the command-line tools its instructions call (pip). Our summary lists: Python 3.
Does Aer Statspai access the network?
SKILL.md names 1 domain. As links in the text: github.com. This is read from the text; nothing was executed.
Is Aer Statspai 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 Aer Statspai use?
Aer Statspai has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
How many tokens does Aer Statspai use?
About 3k tokens (SKILL.md is roughly 12k 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 Aer Statspai?
Skills that share tags, products or a category with Aer Statspai: Fin Full Pipeline (csmar432/finai-research, 109 stars), Arxiv MCP Server (blazickjp/arxiv-mcp-server, 3.2k stars), Setting Up Papergraph (lotchuazzz-crypto/papergraph-mcp, 282 stars) and CLI Anything Zotero (PiaoyangGuohai1/cli-anything-zotero, 138 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Aer Statspai?
brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Auto-Empirical-Research-Skills, which has 4,556 GitHub stars. The repository holds 383 skills in this directory. The repository was last updated on October 5, 2026.
Source: brycewang-stanford/Auto-Empirical-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.