---
title: "Normalize raw CLI output into JSON for reliable downstream parsing and automation"
description: "Uses jc to turn command output and supported file formats into structured JSON so an agent can filter, diff, validate, and store results without brittle regex parsing. Best when a workflow already depends on standard CLI tools but needs machine-readable output for the next step."
verification: "security_reviewed"
source: "https://github.com/kellyjonbrazil/jc"
author: "Kelly Brazil"
publisher_type: "User"
category:
  - "Data Extraction & Transformation"
framework:
  - "Multi-Framework"
tool_ecosystem:
  github_repo: "kellyjonbrazil/jc"
  github_stars: 8573
---

# Normalize raw CLI output into JSON for reliable downstream parsing and automation

Uses jc to turn command output and supported file formats into structured JSON so an agent can filter, diff, validate, and store results without brittle regex parsing. Best when a workflow already depends on standard CLI tools but needs machine-readable output for the next step.

## Installation

Choose whichever fits your setup:

1. Copy this skill folder into your local skills directory.
2. Clone the repo and symlink or copy the skill into your agent workspace.
3. Add the repo as a git submodule if you manage shared skills centrally.
4. Install it through your internal provisioning or packaging workflow.
5. Download the folder directly from GitHub and place it in your skills collection.

Install command or upstream instructions:

```
Install via `pip3 install jc`, an OS package, or a GitHub release binary.
```

## Documentation

- https://github.com/kellyjonbrazil/jc

## Source

- [Agent Skill Exchange](https://agentskillexchange.com/skills/normalize-cli-output-into-json-for-reliable-agent-automation/)