improve

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

5 stars

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

$curl -o ~/.claude/skills/improve/SKILL.md --create-dirs "https://raw.githubusercontent.com/vamseeachanta/workspace-hub/main/.agents/skills/workspace-hub/improve/SKILL.md"

Manual Installation

  1. Download SKILL.md from GitHub
  2. Place it in .claude/skills/improve/SKILL.md inside your project
  3. Restart your AI agent — it will auto-discover the skill

How improve Compares

Feature / AgentimproveStandard Approach
Platform SupportNot specifiedLimited / Varies
Context Awareness High Baseline
Installation ComplexityUnknownN/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

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from vamseeachanta/workspace-hub

Self-improvement and learning skill that helps Claude learn from user interactions, corrections, and preferences

orchestrator-routing

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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

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Agent team protocols for workspace-hub — when to use teams, decision matrix, team lifecycle, communication patterns, and MAX_TEAMMATES=3 constraint

improve-codebase-architecture

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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

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from vamseeachanta/workspace-hub

Sub-skill of improve: Trigger Conditions.

improve-scope

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from vamseeachanta/workspace-hub

Sub-skill of improve: Scope.

improve-related-commands

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from vamseeachanta/workspace-hub

Sub-skill of improve: Related Commands.

improve-phase-1-collect-gather-session-signals

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from vamseeachanta/workspace-hub

Sub-skill of improve: Phase 1: COLLECT — Gather Session Signals (+6).

improve-manual-vs-automatic-invocation

5
from vamseeachanta/workspace-hub

Sub-skill of improve: Manual vs Automatic Invocation.

improve-integration

5
from vamseeachanta/workspace-hub

Sub-skill of improve: Integration.

improve-decision-logic-scoring

5
from vamseeachanta/workspace-hub

Sub-skill of improve: Decision Logic (Scoring).

improve-creating-new-skills

5
from vamseeachanta/workspace-hub

Sub-skill of improve: Creating New Skills (+3).