improve
Autonomous session-exit skill that improves all ecosystem files from session learnings
Best use case
improve is best used when you need a repeatable AI agent workflow instead of a one-off prompt.
Autonomous session-exit skill that improves all ecosystem files from session learnings
Teams using improve should expect a more consistent output, faster repeated execution, less prompt rewriting.
When to use this skill
- You want a reusable workflow that can be run more than once with consistent structure.
When not to use this skill
- You only need a quick one-off answer and do not need a reusable workflow.
- You cannot install or maintain the underlying files, dependencies, or repository context.
Installation
Claude Code / Cursor / Codex
Manual Installation
- Download SKILL.md from GitHub
- Place it in
.claude/skills/improve/SKILL.mdinside your project - Restart your AI agent — it will auto-discover the skill
How improve Compares
| Feature / Agent | improve | Standard Approach |
|---|---|---|
| Platform Support | Not specified | Limited / Varies |
| Context Awareness | High | Baseline |
| Installation Complexity | Unknown | N/A |
Frequently Asked Questions
What does this skill do?
Autonomous session-exit skill that improves all ecosystem files from session learnings
Where can I find the source code?
You can find the source code on GitHub using the link provided at the top of the page.
SKILL.md Source
# 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"
Related Skills
claude-reflection
Self-improvement and learning skill that helps Claude learn from user interactions, corrections, and preferences
orchestrator-routing
Main orchestrator as lightweight router — stay responsive to user messages while subagents do heavy work; route tasks to appropriate agents based on workload
agent-teams
Agent team protocols for workspace-hub — when to use teams, decision matrix, team lifecycle, communication patterns, and MAX_TEAMMATES=3 constraint
improve-codebase-architecture
Find deepening opportunities in a codebase, informed by the domain language in CONTEXT.md and the decisions in docs/adr/. Use when the user wants to improve architecture, find refactoring opportunities, consolidate tightly-coupled modules, or make a codebase more testable and AI-navigable.
improve-trigger-conditions
Sub-skill of improve: Trigger Conditions.
improve-scope
Sub-skill of improve: Scope.
improve-related-commands
Sub-skill of improve: Related Commands.
improve-phase-1-collect-gather-session-signals
Sub-skill of improve: Phase 1: COLLECT — Gather Session Signals (+6).
improve-manual-vs-automatic-invocation
Sub-skill of improve: Manual vs Automatic Invocation.
improve-integration
Sub-skill of improve: Integration.
improve-decision-logic-scoring
Sub-skill of improve: Decision Logic (Scoring).
improve-creating-new-skills
Sub-skill of improve: Creating New Skills (+3).