continuous-improvement

continuous-improvement is a skill for Claude Code from muyen/vibe-to-prod. It costs 29 tokens per session (509 once invoked), scanned A, original, MIT.

A post-task process for recording useful lessons, repeated mistakes, missing automation, and documentation gaps. It can save learnings to memory, create issues, or update project rules and skills.

In plain words
What is it for?
Use it after difficult tasks, repeated mistakes, retrospectives, or slow manual processes to capture improvements and create actionable issues.
Why use it?
It prevents the same problems from being forgotten or repeated across later tasks. It turns recurring manual work into possible follow-up work or automation.

Skill for Claude Code

Written for Claude Code: installed under .claude/. Also seen: reads .claude/ paths.

Part of the vibe-to-prod-skills plugin — 8 skills shipped together

Good fit Use it after difficult tasks, repeated mistakes, retrospectives, or slow manual processes to capture improvements and create actionable issues.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/muyen/vibe-to-prod/continuous-improvement
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add muyen/vibe-to-prod --skill continuous-improvement
Clone the repo
git clone --depth 1 https://github.com/muyen/vibe-to-prod

Made for: Claude Code.

Or install vibe-to-prod-skills, the plugin that ships this one along with the rest of its 8 skills.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for continuous-improvement

README.md
[![agentmods](https://agentmods.dev/badge/skills/muyen/vibe-to-prod/continuous-improvement/github.svg)](https://agentmods.dev/skills/muyen/vibe-to-prod/continuous-improvement)
Your own site
<a href="https://agentmods.dev/skills/muyen/vibe-to-prod/continuous-improvement"><img src="https://agentmods.dev/badge/skills/muyen/vibe-to-prod/continuous-improvement/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for continuous-improvement

Your own site · 80×15
<a href="https://agentmods.dev/skills/muyen/vibe-to-prod/continuous-improvement"><img src="https://agentmods.dev/badge/skills/muyen/vibe-to-prod/continuous-improvement.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 29 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 509 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00029 $0.00509
Opus 5.5 $0.00012 $0.00204
Sonnet 5.5 $0.00006 $0.00102
Haiku 4.5 $0.00003 $0.00051

Measured 12d ago against content hash 5706a27c3836, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

continuous-improvement scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 12d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

.claude/skills/continuous-improvement/SKILL.md · 105 lines

What it actually says

Continuous Improvement

After completing a task, briefly reflect and capture learnings.

When to Activate

  • Task just completed
  • Same mistake made twice
  • User asks "what did I learn" or "retrospective"
  • Complex process was difficult or slow

Reflect (30 seconds)

Ask yourself:

  • What worked well?
  • What was difficult or slow?
  • What's missing (automation, docs, tools)?

Capture

Learning Type Action
Pattern/gotcha Store in Memory MCP
Missing automation Create issue/TODO
Repeated mistake Update .claude/rules/
Complex process Create .claude/skills/

Memory Pattern

When storing a learning in Memory MCP:

mcp__memory__create_entities({
  entities: [{
    name: "Learning_TOPIC",
    entityType: "development_learning",
    observations: [
      "Context: What was happening",
      "Learning: What was learned",
      "Application: How to apply it"
    ]
  }]
})

Improvement Actions

Issue Solution
Same mistake twice Add rule to .claude/rules/
Manual process > 5 min Create skill or hook
New tool/pattern Store in Memory MCP
Missing documentation Update docs

Rule Addition Example

When you make the same mistake twice:

  1. Identify the pattern
  2. Create or update a rule file:
# .claude/rules/my-rules.md
---
paths: relevant/path/**
description: Rules for this area
---

## Critical Rules

| Rule | Why |
|------|-----|
| Don't do X | Because Y happens |

Skill Addition Example

When a process is complex and repeated:

  1. Create skill directory: .claude/skills/my-skill/
  2. Create SKILL.md:
# .claude/skills/my-skill/SKILL.md
---
name: my-skill
description: When this skill should activate
---

# My Skill

## When to Activate
[Trigger conditions]

## Process
[Steps to follow]

Run /improve-claude-config for major configuration updates.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 12d ago First seen · 105 lines · 29 tokens per session scan A 5706a27c3836

Subscribe to this mod's changes

continuous-improvement is a skill published in the GitHub repository muyen/vibe-to-prod (34 stars, last pushed 6mo ago), licensed MIT. It adds 29 tokens to every session and 509 once invoked, about $0.0001 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-10-04.