netresearch

Automated Assessment Skill — AI skill for Claude Code

AI community intermediate

Systematic project assessment with scripted + LLM verification.

How to install Automated Assessment Skill

This entry records only its repository, not the path inside it, so there is no exact command to give. Open netresearch/automated-assessment-skill and copy the folder into ~/.claude/skills/, or the file into ~/.claude/agents/.

What Automated Assessment Skill does

[](https://github.com/netresearch/automated-assessment-skill/actions/workflows/ci.yml) [](#license)

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README

Automated Assessment Skill

[](https://github.com/netresearch/automated-assessment-skill/actions/workflows/ci.yml) [](#license)

Systematic project assessment against all Netresearch skills with checkpoint-based verification - by Netresearch.

Why This Skill Exists

When asked to "ensure project aligns with all skills", LLMs typically:

Cherry-pick obvious issues (satisficing)
Miss 50-80% of requirements
Report "done" without exhaustive verification

This skill enforces **systematic verification** through:

Scripted pre-flight checks (mechanical, 100% accurate)
Domain-batched LLM agents (subjective judgment)
Structured JSON output (verifiable completeness)

Installation

Marketplace (Recommended)

Add the [Netresearch marketplace](https://github.com/netresearch/claude-code-marketplace) once, then browse and install skills:

# Claude Code
/plugin marketplace add netresearch/claude-code-marketplace

npx ([skills.sh](https://skills.sh))

Install with any [Agent Skills](https://agentskills.io)-compatible agent:

npx skills add https://github.com/netresearch/automated-assessment-skill --skill automated-assessment
npx skills add https://github.com/netresearch/automated-assessment-skill --skill add-checkpoints

Download Release

Download the [latest release](https://github.com/netresearch/automated-assessment-skill/releases/latest) and extract to your agent's skills directory.

Git Clone

git clone https://github.com/netresearch/automated-assessment-skill.git

Composer (PHP Projects)

composer require netresearch/automated-assessment-skill

Requires [netresearch/composer-agent-skill-plugin](https://github.com/netresearch/composer-agent-skill-plugin).

Usage

Run Assessment

/assess                              # Assess against all matching skills
/assess skill-repo typo3-testing     # Assess against specific skills only

...