# Improve

> Autonomous session-exit skill that improves all ecosystem files from session learnings

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

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# Improve

## Sub-Skills

- [Trigger Conditions](trigger-conditions/SKILL.md)
- [Phase 1: COLLECT — Gather Session Signals (+6)](phase-1-collect-gather-session-signals/SKILL.md)
- [Decision Logic (Scoring)](decision-logic-scoring/SKILL.md)
- [Creating New Skills (+3)](creating-new-skills/SKILL.md)
- [Integration](integration/SKILL.md)
- [Scope](scope/SKILL.md)
- [Related Commands](related-commands/SKILL.md)
- [Manual vs Automatic Invocation](manual-vs-automatic-invocation/SKILL.md)

## Iron Law

> No improvement shall be applied without a scored candidate entry and evidence of the session signal that triggered it — no speculative edits to skills, rules, or config.

## Rationalization Defense

| Excuse | Reality |
|--------|---------|
| "This improvement is obviously correct, no need to score it" | Obvious-seeming improvements have broken skills before. The scoring gate exists to catch false positives. |
| "I'll create the candidate entry after I apply the change" | Post-hoc justification is not a gate — it is rubber-stamping. Score first, apply second. |
| "The user asked me to improve this skill directly" | Direct user requests bypass the nightly pipeline, but they do not bypass the evidence requirement. Show the signal before editing. |
| "This is just a typo fix, not a real improvement" | Typo fixes are fine inline. But if you are changing behavior, logic, or constraints, it is an improvement and needs a candidate entry. |

## Red Flags

These phrases signal you are about to violate the Iron Law:
- "while I'm here, let me also update this skill"
- "this improvement is straightforward enough to apply directly"
- "I noticed this could be better"
- "no need for a candidate entry — this is minor"