Claude Code Skills·Claude Skills·The open SKILL.md registry for Claude
ClaudSkills / General / general-misc

Evolution Engine Free

Category: General  ·  Sub-category: general-misc  ·  Last updated:
面向 AI Agent 的基础自我进化引擎,提供纠错学习与反污染防线两大核心能力. 用户明确纠正时记录到纠错日志,召回时优先注入,避免重复犯错. 反污染防线确保永不从沉默推断偏好,单次纠错不晋升永久规则. 基础分层记忆架构(热层加纠错层)降低 token 消耗. 适用于 AI 编程助手避免重复犯错、个人项目经验沉淀等轻量场景. 本免费版覆盖单 Agent 纠错学习需求,不含进化指标度量、命名空间隔离等高级能力.
Security AStatic scan found no risk patternsHow grading works ›

From the source SKILL.md

让 Agent 不重复犯错的基础工具。 通过纠错学习与反污染防线,让 Agent 从用户纠正中积累经验。本免费版提供基础纠错记录与反污染防线,覆盖单 Agent 纠错学习需求.

What this skill does

Evolution Engine Free is a community-contributed Claude Code skill in the general-misc sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/evolution-engine-free/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Evolution Engine Free Claude Code skill is built for Claude Code users and developers across all disciplines looking for general-purpose AI assistance. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 174,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/evolution-engine-free
curl -L https://claudskills.com/skills/evolution-engine-free/SKILL.md \
  -o ~/.claude/skills/evolution-engine-free/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/evolution-engine-free/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/evolution-engine-free/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\evolution-engine-free\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Telegram

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

Frequently asked questions

How do I install the Evolution Engine Free Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/evolution-engine-free/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Evolution Engine Free skill do?
面向 AI Agent 的基础自我进化引擎,提供纠错学习与反污染防线两大核心能力. 用户明确纠正时记录到纠错日志,召回时优先注入,避免重复犯错. 反污染防线确保永不从沉默推断偏好,单次纠错不晋升永久规则. 基础分层记忆架构(热层加纠错层)降低 token 消耗. 适用于 AI 编程助手避免重复犯错、个人项目经验沉淀等轻量场景. 本免费版覆盖单 Agent 纠错学习需求,不含进化指标度量、命名空间隔离等高级能力.
Is this skill free to install?
Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.
When should I use the Evolution Engine Free skill?
Use Evolution Engine Free when your Claude Code task falls under the General category — specifically in the general misc area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Evolution Engine Free" or describe the task and let Claude pick). Browse related skills at /category/general/.
What is a Claude Code skill and how does the Evolution Engine Free skill fit in?
A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Evolution Engine Free is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the General category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA
thcjp. (2026). Evolution Engine Free [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/evolution-engine-free/
BibTeX
@misc{evolution-engine-free-2026,
  author    = {thcjp},
  title     = {Evolution Engine Free [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/evolution-engine-free/}
}

Embed this skill

Promote, attribute, or link this skill from your own README, blog post, or documentation. All three snippets are free to use — no sign-up, no API key. More distribution surfaces →

Badge
[![ClaudSkills](https://claudskills.com/badge/evolution-engine-free.svg)](https://claudskills.com/skills/evolution-engine-free/?utm_source=badge&utm_medium=readme&utm_campaign=skill_badge)
<script>
<script src="https://claudskills.com/embed/evolution-engine-free.js" async></script>
<iframe>
<iframe src="https://claudskills.com/embed/evolution-engine-free.html" width="100%" height="160" frameborder="0" loading="lazy" title="ClaudSkills: Evolution Engine Free"></iframe>

Security scan

Grade A · scanned 2026-08-02 — free static scan against the OWASP Agentic Skills Top 10.

No risk patterns were found in any of the ten OWASP-aligned categories. How grading works ›

Show this grade on your repo (click to copy):

[![Security: A](https://img.shields.io/badge/Security-A-2e7d32)](https://claudskills.com/skills/evolution-engine-free/#security)

Free. No spam. Unsubscribe in one click.

More General skills

Browse all General skills in the ClaudSkills registry, or explore these other picks from the same category:

Browse all General skills → Top 100 skills
Part of ClaudSkills — the open registry for Claude Skills & Claude Code Skills.  ·  What's New  ·  Install guide  ·  About  ·  llms.txt

Part of Acreator Store — Adam Lankamer's AI tools: PerfectStudio · Ucaption · UTagger · AutoXPoster · TestYourSkills · AutomationFlows · Au Naturel · Telegram @acreatorstore