self-improvement

self-improvement is a skill for Claude Code, Codex from walkingzzzy/lvke-mcp. It costs 102 tokens per session (5,218 once invoked), scanned B, original, no licence file.

A process for recording lessons from failed operations, user corrections, missing capabilities, and tool or API errors. It is intended to help an agent improve its future responses and actions.

In plain words
What is it for?
Use it after a command fails, a user corrects the agent, a requested capability is unavailable, an external service errors, or the agent identifies a knowledge gap.
Why use it?
It prevents the same mistakes from being forgotten after an error or correction.

Skill for Claude CodeCodex

Which agent this was written for is unclear — body not stored (licence); the path alone says nothing.

Good fit Use it after a command fails, a user corrects the agent, a requested capability is unavailable, an external service errors, or the agent identifies a knowledge gap.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/walkingzzzy/lvke-mcp/self-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 walkingzzzy/lvke-mcp --skill self-improvement
Clone the repo
git clone --depth 1 https://github.com/walkingzzzy/lvke-mcp

Made for: Claude Code, Codex.

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 self-improvement

README.md
[![agentmods](https://agentmods.dev/badge/skills/walkingzzzy/lvke-mcp/self-improvement/github.svg)](https://agentmods.dev/skills/walkingzzzy/lvke-mcp/self-improvement)
Your own site
<a href="https://agentmods.dev/skills/walkingzzzy/lvke-mcp/self-improvement"><img src="https://agentmods.dev/badge/skills/walkingzzzy/lvke-mcp/self-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 self-improvement

Your own site · 80×15
<a href="https://agentmods.dev/skills/walkingzzzy/lvke-mcp/self-improvement"><img src="https://agentmods.dev/badge/skills/walkingzzzy/lvke-mcp/self-improvement.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 102 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 5,218 The whole file, excluding the scripts and references it only reads on demand.
Security scan B 1 finding. A grade says what 26 rules found in the file — not that it is safe.
Origin unknown 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 $0.00102 $0.05218
Opus 5 $0.00051 $0.02609
Sonnet 5 $0.00020 $0.01044
Haiku 4.5 $0.00010 $0.00522

Measured 9d ago against content hash 1ecf72b5cb83, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-10, from the pricing page.

Security

Grade B, and why

self-improvement scanned grade B with 1 finding 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 9d ago.

The scan reads SKILL.md. This mod also ships 5 executable files (hooks/openclaw/handler.js, hooks/openclaw/handler.ts, scripts/activator.sh, …), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

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.

Enumerates other installed skillsmediumAgent snooping

Other skills' SKILL.md files reveal prompts, capabilities and secrets that should be invisible to peers.

./.claude/skills/self-improvement/scripts/extract-skill.sh skill-name --output-dir .claude/skills
skills/lvke-error-recovery/references/preserved/self-improvement/SKILL.md · 652 lines

The source is not reproduced here

No licence file

A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.

Read it on GitHub

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. 9d ago First seen · 652 lines · 102 tokens per session scan B 1ecf72b5cb83

Subscribe to this mod's changes

self-improvement is a skill published in the GitHub repository walkingzzzy/lvke-mcp (0 stars, last pushed 3d ago), with no licence file. It adds 102 tokens to every session and 5,218 once invoked, about $0.0005 per session on Opus 5. A static security scan graded it B with 1 finding (enumerates other installed skills). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

Related

Other skills, from other repositories

systematic-debugging

Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes.

obra/superpowers · 21 tokens

local-ai-agents

Build local-first AI agents that run entirely on a developer workstation with Microsoft Foundry Local and Qwen function-calling models. Covers Small Language Models (SLMs), the OpenAI-compatible local endpoint, sandboxed local tools, local RAG with Chroma, local MCP servers, hybrid cloud/local routing, and the…

microsoft/ai-agents-for-beginners · 200 tokens

next-cache-components-adoption

Turn on Cache Components in a Next.js app and resolve the blocking routes it surfaces. Use when the user wants to enable, adopt, or migrate to Cache Components, flip the cacheComponents flag, work through a flood of blocking-prerender / instant validation errors, run the cache-components-instant-false codemod, or…

vercel/next.js · 95 tokens

insight-error-page

Write or audit an insight-kind error page for the Next.js dev overlay. Use when creating a new errors/ .mdx page, auditing an existing one, or checking that a page matches the framework fix cards. Covers page structure, title alignment, FixCard cards with Copy prompt button, code snippets, terminology verification…

vercel/next.js · 83 tokens

next-cache-components-optimizer

Drive a Next.js route to instant navigation by setting up an agentic loop, under Cache Components / PPR, on initial load (hard navigation) and client-side navigation (soft navigation). Encode the goal as a failing @next/playwright instant() e2e and work it to green, one verified route at a time; the shipped test then…

vercel/next.js · 170 tokens

next-partial-prefetching-adoption

Turn on Partial Prefetching in a Next.js app and work through the insights it surfaces. Use when the user wants to enable or adopt Partial Prefetching, flip the partialPrefetching flag, opt routes in with export const prefetch = 'partial', audit Link prefetch={true} behavior, preserve existing prefetched UI with…

vercel/next.js · 103 tokens