# Improve Integration

> Sub-skill of improve: Integration.

- Skill: `vamseeachanta/improve-integration` (Agent Skill)
- Install (CLI): `npx skillmds@latest add vamseeachanta/improve-integration`
- Raw SKILL.md: https://api.skillmd.com/api/skills/vamseeachanta/improve-integration/raw
- Safety review: PASS (external: skill-scanner PASS, skillspector PASS)
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Integrations & APIs
- Author: vamseeachanta (https://skillmd.com/u/vamseeachanta)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/vamseeachanta/improve-integration

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# Integration

## Integration


- **Consumes** `/reflect` output from `.Codex/state/patterns/`
- **Consumes** `/insights` output from session reports
- **Complements** session hooks (`capture-corrections.sh` produces signals)
- **Does NOT duplicate**: `/reflect` analyzes git history, `/improve` acts on signals