# Entity Skill Learner

> Use when update project-skills from review findings, test failures, health reports, memory entries, and verifier reports.

- Skill: `mrciphersmith/entity-skill-learner` (Agent Skill)
- Install (CLI): `npx skillmds@latest add mrciphersmith/entity-skill-learner`
- Raw SKILL.md: https://api.skillmd.com/api/skills/mrciphersmith/entity-skill-learner/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Coding & Dev Tools
- Author: MrCipherSmith (https://skillmd.com/u/mrciphersmith)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/mrciphersmith/entity-skill-learner

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# entity-skill-learner

## Purpose

Update project-skills from review findings, test failures, health reports, memory entries, and verifier reports.

## When To Use

- learn from review
- update skill
- skill lesson

## Workflow

1. Parse the source report and map findings to project-skills.
2. Classify lessons as anti-patterns, checklist changes, template changes, workflow changes, or architecture rules.
3. Respect manual sections and autonomy policy.
4. Increment version and append `skill-changelog.md` entries with provenance.

## Local-First Rules

1. Start from `.metaproject/index.md` and `.metaproject/skills/catalog.md`.
2. Prefer project-local skills under `.metaproject/project-skills` and `.metaproject/skills/gdskills`.
3. Use `gdgraph`, `gdctx`, `gdwiki`, Code Health, and Documentation Memory when they provide narrower context.
4. Treat external/global skills only as explicit fallback when local Metaproject does not provide the capability.
5. Verify conclusions against source files before reporting or editing.