Continuous Improvement

Continuous Improvement

Automated innovation pipeline for CC Commander. Scans external sources for new techniques, evaluates relevance and risk, and queues approved improvements for implementation.

Overview

The continuous improvement system runs on two tracks:

1. Daily automated scan (hooks/daily-improvement-scan.js) searches GitHub and npm for new Claude Code innovations, writing raw proposals to ~/.claude/improvement-queue/.
2. On-demand evaluation (this skill, triggered via /improve) runs the multi-agent approval pipeline on pending proposals.

Together they create a closed loop: the ecosystem evolves, the scanner catches it, the pipeline evaluates it, and approved changes get implemented into the kit.

Scan Sources

Tracked Repos (Auto-Watch)

These repos are checked for new releases on every scan:

• anthropics/claude-code -- official CLI updates
• anthropics/claude-plugins-official -- official plugin directory
• affaan-m/everything-claude-code -- ECC updates
• code-yeongyu/oh-my-openagent -- multi-model patterns
• thedotmack/claude-mem -- memory compression
• NousResearch/hermes-agent -- self-improving agent patterns
• BayramAnnakov/claude-reflect -- self-evolving skills
• rtk-ai/rtk -- token optimization
• sickn33/antigravity-awesome-skills -- skill library
• jarrodwatts/claude-hud -- statusline patterns

Proposal Format

Every finding generates a proposal JSON file in ~/.claude/improvement-queue/:

{
  "id": "prop-1711612800000-a1b2",
  "timestamp": "2026-03-28T12:00:00.000Z",
  "source": "github",
  "url": "https://github.com/example/claude-code-feature",
  "description": "New approach to context compression using sliding window summarization",
  "category": "skill-upgrade",
  "impact": 0,
  "effort": 0,
  "status": "pending",
  "approvals": [],
  "rejections": []
}

Categories

Impact Scale (1-5)

Effort Scale (1-5)

Multi-Agent Approval Pipeline

When /improve queue displays pending proposals, each one can be routed through the approval pipeline:

Stage 1: Scanner (Automated)

The daily scan script generates raw proposals. No human or agent review at this stage. All proposals start with status: "pending".

Stage 2: Evaluator Agent

Scores each proposal on two dimensions:

1. Impact (1-5): How much value does this add to the kit? Consider: number of users affected, competitive gap it closes, alignment with kit methodology.
2. Effort (1-5): How much work to implement? Consider: files changed, new dependencies, testing requirements, documentation updates.

The evaluator also tags the proposal with:

• priority: Computed as impact - effort (higher = better ROI)
• rationale: 1-2 sentence explanation of the score

Stage 3: Security Agent

Reviews each proposal for risks:

• Supply chain risk: Does it introduce a new dependency? Is the dependency maintained? Any known vulnerabilities?
• Data exposure: Does it send data externally? Does it require new API keys or credentials?
• Compatibility risk: Could it break existing installations? Does it change the hook lifecycle?
• License risk: Is the source compatible with the kit's license?

Outputs: approve or reject with reason.

Stage 4: Decision

Stage 5: Implementation Queue

Approved proposals are sorted by priority (impact - effort) and assigned to upcoming releases. The queue is stored in ~/.claude/improvement-queue/approved.json.

Process Flow

  [Daily Cron]                [On-Demand /improve]
       |                            |
  GitHub API scan               /improve scan
  npm API scan                      |
       |                    Merge new + existing
       v                            |
  Raw proposals              /improve queue
  (~/.claude/improvement-queue/)    |
       |                     Select proposal
       |                            |
       +------- Evaluator Agent ----+
       |              |
       |        Score impact/effort
       |              |
       +------- Security Agent -----+
       |              |
       |        Check risks
       |              |
       v              v
  [approved.json]  [rejected]
       |
  Sort by priority
       |
  Assign to release
       |
  Implement + PR

History Tracking

Every scan and every decision is logged:

• Scan log: ~/.claude/improvement-queue/scan-log.json -- timestamp, findings count per scan
• Proposal history: Each proposal file retains its full approval/rejection history
• Implementation log: ~/.claude/improvement-queue/implemented.json -- what was added, when, which release, and the measured impact (GitHub stars delta, install count delta)

Usage

See the /improve command (commands/improve.md) for full subcommand documentation.

Configuration

Environment variables for customization:

Credit

Part of Kevin Z's CC Commander v2.1.0. Built to keep the kit ahead of the ecosystem automatically.