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Evolution Engine

Category: General  ·  Sub-category: general-misc  ·  Last updated:
面向 AI Agent 的自我进化引擎，直击"重复犯错、从沉默误学、记忆压缩丢失、进化无法衡量"四大痛点. 通过自反思机制、纠错学习、模式晋升机制，让 Agent 从每次交互中积累可复用经验，而非每次会话从零开始. 核心差异化：反污染防线（3 次确认加不从沉默推断）避免误学、压缩合并而非删除保留确认偏好、 进化指标让"是否变好"可量化、命名空间隔离避免跨项目污染、心跳自动维护. 分层记忆架构（热层≤100 行始终加载、温层≤200 行按需加载、冷层归档、纠错层最近 50 条）降低 token 消耗. 适用于 AI 编程助手避免重复犯错、长期项目经验沉淀、多项目模式复用、需要可衡量进化的团队. 不适用于需要 100% 确定性的关键决策场景.
Security AStatic scan found no risk patternsHow grading works ›

From the source SKILL.md

让 Agent 越用越好，而非每次从零开始。 直击四大自我进化顽疾：重复犯错、从沉默误学、记忆压缩丢失、进化无法衡量。通过自反思、纠错学习、反污染防线，让每次交互都积累可复用经验.

What this skill does

Evolution Engine 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/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Evolution Engine 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
curl -L https://claudskills.com/skills/evolution-engine/SKILL.md \
  -o ~/.claude/skills/evolution-engine/SKILL.md

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

Skills live at ~/.claude/skills/evolution-engine/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\evolution-engine\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.

See pricing → Download desktop app

Frequently asked questions

How do I install the Evolution Engine Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/evolution-engine/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Evolution Engine skill do?
面向 AI Agent 的自我进化引擎，直击"重复犯错、从沉默误学、记忆压缩丢失、进化无法衡量"四大痛点. 通过自反思机制、纠错学习、模式晋升机制，让 Agent 从每次交互中积累可复用经验，而非每次会话从零开始. 核心差异化：反污染防线（3 次确认加不从沉默推断）避免误学、压缩合并而非删除保留确认偏好、 进化指标让"是否变好"可量化、命名空间隔离避免跨项目污染、心跳自动维护. 分层记忆架构（热层≤100 行始终加载、温层≤200 行按需加载、冷层归档、纠错层最近 50 条）降低 token 消耗. 适用于 AI 编程助手避免重复犯错、长期项目经验沉淀、多项目模式复用、需要可衡量进化的团队. 不适用于需要 100% 确定性的关键决策场景.
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 skill?
Use Evolution Engine 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" 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 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 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 [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/evolution-engine/
BibTeX
@misc{evolution-engine-2026,
  author    = {thcjp},
  title     = {Evolution Engine [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/evolution-engine/}
}

Embed this skill

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<script>
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<iframe>
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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 ›

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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

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