acefrost511/skill-evolution-manager
skills/khazix-skills/skill-evolution-manager/SKILL.md
基于用户反馈和会话洞察持续改进技能
tools
Updated Apr 3, 2026
$ install --global
skillsauthnpx skillsauth add acefrost511/workmemory skill-evolution-managerInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
Security Scan Results
3 of 9 scanners reported clean
Some scanners were skipped, did not run, or reported a non-clean status. Review each row below.
3
Scanners Passed
9
Scanners in report
Clean
TrivyContainer and dependency vulnerability scanner
95%
Clean
SemgrepStatic code analysis for vulnerabilities
95%
Clean
mcp-scan (Snyk)Model Context Protocol security validation
95%
Skipped
Snyk (dep)Open source security scanning
50%
Skipped
Socket.devSupply chain security analysis
50%
Skipped
VirusTotalMulti-engine malware detection
50%
Skipped
CrowdStrikeAdvanced threat intelligence
50%
Skipped
OSV-ScannerOpen Source Vulnerability database check
50%
Skipped
OWASP Dep-Check
50%
Last scanned: Apr 3, 2026, 9:44 PM107.2s1 file scanned
SKILL.md
- name:
- skill-evolution-manager
- description:
- 基于用户反馈和会话洞察持续改进技能
skill-evolution-manager
功能
基于用户反馈持续改进AI技能。
核心概念
- Session Review - 对话后分析技能表现
- Experience Extraction - 将反馈转为evolution.json
- Smart Stitching - 将最佳实践持久化到SKILL.md
使用方法
/evolve
或自然语言："Save this experience to the skill"
工作流程
-
Review（审查）
- Agent分析什么有效/无效
- 识别问题和改进点
-
Extract（提取）
- 创建结构化JSON
- 包含：偏好、修复、自定义提示
-
Persist（持久化）
- 合并到
evolution.json
- 合并到
-
Stitch（缝合）
- 用最佳实践更新
SKILL.md
- 用最佳实践更新
脚本
| 脚本 | 用途 | |------|------| | merge_evolution.py | 增量合并新经验数据 | | smart_stitch.py | 生成/更新SKILL.md最佳实践 | | align_all.py | 批量重新缝合所有技能 |
evolution.json 结构
{
"preferences": [...],
"fixes": [...],
"custom_prompts": [...],
"last_updated": "2026-03-14"
}
Related Skills
acefrost511/xlsx
development
VerifiedTrustedCommunity
Create, edit, analyze spreadsheets (.xlsx, .xlsm, .csv). Formulas, formatting, data analysis.
SKILL.mdUpdated Apr 3, 2026
acefrost511/self-improving-agent
testing
VerifiedTrustedCommunity
Self-improving agent system that analyzes conversation quality, identifies improvement opportunities, and continuously optimizes response strategies.
SKILL.mdUpdated Apr 3, 2026
acefrost511/using-superpowers
tools
VerifiedTrustedCommunity
Use when starting any conversation - establishes how to find and use skills, requiring Skill tool invocation before ANY response including clarifying questions
SKILL.mdUpdated Apr 3, 2026
acefrost511/topic-to-article-kit
documentation
VerifiedTrustedCommunity
Turn a chosen AI topic into a public-account writing package: collect evidence from X/Twitter and other sources, extract high-value comments, and produce title options + structured outline written into Obsidian. Use when user asks for topic-based research and article prep.
SKILL.mdUpdated Apr 3, 2026