# Review Code

> Review a Python analysis notebook for correctness, reproducibility, and formula consistency

- **Type:** Skill
- **Install:** `agentstack add skill-alessandrocaforio-academic-writing-review-code`
- **Verified:** Yes — security-reviewed for prompt injection and unsafe behavior
- **Seller:** [AlessandroCaforio](https://agentstack.voostack.com/s/alessandrocaforio)
- **Installs:** 0
- **Category:** [AI & ML](https://agentstack.voostack.com/c/ai-and-ml)
- **Latest version:** 0.1.0
- **License:** MIT
- **Upstream author:** [AlessandroCaforio](https://github.com/AlessandroCaforio)
- **Source:** https://github.com/AlessandroCaforio/Academic-Writing/tree/main/.claude/skills/review-code

## Install

```sh
agentstack add skill-alessandrocaforio-academic-writing-review-code
```

Requires the [AgentStack CLI](https://agentstack.voostack.com/docs/cli). Works with Claude Code, Cursor, and any MCP-compatible agent.

## About

# Review Code

Review a Python analysis notebook or script. The argument should be the notebook path.

## Instructions

1. Read the specified notebook/file at the given path
2. Read `thesis/chapters/04_methodology.tex` for formula reference
3. Read `.claude/rules/python-conventions.md` for coding standards
4. Follow the code-reviewer agent instructions

### Example Usage

- `/review-code analysis/02_task_displacement/labor_share.ipynb`
- `/review-code analysis/04_cces_analysis/CCES_automation_analysis.ipynb`
- `/review-code src/utils.py`

If no argument is provided, review the most recently modified notebook in `analysis/`.

## Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

- **Author:** [AlessandroCaforio](https://github.com/AlessandroCaforio)
- **Source:** [AlessandroCaforio/Academic-Writing](https://github.com/AlessandroCaforio/Academic-Writing)
- **License:** MIT

Install and usage instructions live in the source repository linked above.

## Pricing

- **Free** — Free

## Security capabilities

Automated source analysis of v0.1.0 — what this tool can access:

- **Network access:** no
- **Filesystem access:** no
- **Shell / process execution:** no
- **Environment & secrets:** no
- **Dynamic code execution:** no

*"Yes" means the capability is present in the source — more access means more to trust, not that it is unsafe.*


## Versions

- **0.1.0** — security scan: passed — Imported from the upstream source.

## Links

- Listing page: https://agentstack.voostack.com/l/skill-alessandrocaforio-academic-writing-review-code
- Seller: https://agentstack.voostack.com/s/alessandrocaforio
- Browse the marketplace: https://agentstack.voostack.com/browse

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Listed on AgentStack — the marketplace for AI agent skills and MCP servers. Every listing is security-reviewed. Creators keep 70%.