evolve-agent
关于
The `evolve-agent` skill updates an existing agent by refining its persona or creating an advanced variant. It assesses the agent against best practices, applies changes to its skills and tools, and updates version metadata. Use it when an agent's capabilities are outdated, feedback reveals gaps, or its scope needs sharpening after real-world use.
快速安装
Claude Code
推荐npx skills add pjt222/agent-almanac -a claude-code/plugin add https://github.com/pjt222/agent-almanacgit clone https://github.com/pjt222/agent-almanac.git ~/.claude/skills/evolve-agent在 Claude Code 中复制并粘贴此命令以安装该技能
技能文档
演舊 agent
改、擴、或造原以 create-agent 建之 agent 之進階變。此行屬 agent 生週之維:較最佳踐估缺、施針對改於 persona 定、升版、使登記與交引同步。
用
- 技庫加新技後 agent 之技列舊
- 用者反饋示能缺、旨不明、例弱
- 工具求變(新 MCP 服、工去、需減權)
- agent 範須銳——與他 agent 重或過廣
- 須於原之側有進階變(如
r-developer與r-developer-advanced) - 加新 agent 或 team 而 See Also 舊
入
- 必:欲演 agent 文之徑(如
agents/r-developer.md) - 必:演因(反饋、新技、工變、範重、team 入、見限)
- 可:目標版升級(patch、minor、major)
- 可:是否造進階變代原地改(默:原地)
行
一:估現 agent
讀舊 agent 文並據 guides/agent-best-practices.md 之質察表估各節:
| Section | What to Check | Common Issues |
|---|---|---|
| Frontmatter | All required fields present (name, description, tools, model, version, author) | Missing tags, stale version, wrong priority |
| Purpose | Specific problem statement, not generic "helps with X" | Vague or overlapping with another agent |
| Capabilities | Concrete, verifiable capabilities with bold lead-ins | Generic ("handles development"), no grouping |
| Available Skills | Matches frontmatter skills list, all IDs exist in registry | Stale IDs, missing new skills, lists default skills unnecessarily |
| Usage Scenarios | 2-3 realistic scenarios with invocation patterns | Placeholder text, unrealistic examples |
| Examples | Shows user request and agent behavior | Missing or trivial examples |
| Limitations | 3-5 honest constraints | Too few, too vague, or missing entirely |
| See Also | Valid cross-references to agents, guides, teams | Stale links to renamed or removed files |
# Read the agent file
cat agents/<agent-name>.md
# Check frontmatter parses
head -20 agents/<agent-name>.md
# Verify skills in frontmatter exist in registry
grep "skills:" -A 20 agents/<agent-name>.md
# Check if agent is referenced by any team
grep -r "<agent-name>" teams/*.md
得:依節分之特缺、弱、機會之列。
敗:agent 文缺或無 frontmatter→此技不適;用 create-agent 自零造之。
二:集演求
識並分觸演之因:
| Trigger | Example | Typical Scope |
|---|---|---|
| User feedback | "Agent missed XSS in review" | Add skill or capability |
| New skills available | Library gained analyze-api-security | Update skills list |
| Tool change | New MCP server available | Add to tools/mcp_servers |
| Scope overlap | Two agents both claim "code review" | Sharpen purpose and limitations |
| Team integration | Agent added to a new team | Update See Also, verify capabilities |
| Model upgrade | Task requires deeper reasoning | Change model field |
| Privilege reduction | Agent has Bash but only reads files | Remove unnecessary tools |
編前錄須特改。各改映於特節:
- Frontmatter: add `new-skill-id` to skills list
- Capabilities: add "API Security Analysis" capability
- Available Skills: add `new-skill-id` with description
- Limitations: remove outdated limitation about missing skill
- See Also: add link to new team that includes this agent
得:具改之列,各映於 agent 文之特節。
敗:改不明→進前請用者明之。模糊演標產模糊改。
三:擇演範
用此決矩定原地改或造變:
| Criteria | Refinement (in-place) | Advanced Variant (new agent) |
|---|---|---|
| Agent ID | Unchanged | New ID: <agent>-advanced or <agent>-<specialty> |
| File path | Same .md file | New file in agents/ |
| Version bump | Patch or minor | Starts at 1.0.0 |
| Model | May change | Often higher (e.g., sonnet → opus) |
| Registry | Update existing entry | New entry added |
| Original agent | Modified directly | Left intact, gains See Also cross-reference |
原地改:更技、修文、銳範、調工時擇。agent 保同。
變:演版將服大異眾、需異型、或加使原過廣之能時擇。原存以供簡用。
得:明決——改或變——並有理。
敗:不確→默改。後可抽變;合難。
四:施改於 agent 文
原地改
直編舊 agent 文:
- Frontmatter:按須更
skills、tools、tags、model、priority、mcp_servers - Purpose/Capabilities:改以反新範或加能
- Available Skills:加新技含述、去棄者
- Usage Scenarios:加或改景以示新能
- Limitations:去不適之約、加新實者
- See Also:更交引反現 agent/team/guide 域
循此編則:
- 保諸節——加容,勿去節
- Available Skills 與 frontmatter
skills列同 - 默技(
meditate、heal)非 agent 核法勿入 frontmatter - 驗各技 ID 存:
grep "id: skill-name" skills/_registry.yml
變
# Copy the original as a starting point
cp agents/<agent-name>.md agents/<agent-name>-advanced.md
# Edit the variant:
# - Change `name` to `<agent-name>-advanced`
# - Update `description` to reflect the advanced scope
# - Raise `model` if needed (e.g., sonnet → opus)
# - Reset `version` to "1.0.0"
# - Expand skills, capabilities, and examples for the advanced use case
# - Reference the original in See Also as a simpler alternative
得:agent 文(改或新變)過一步估表。
敗:編破文構→用 git diff 閱改,以 git checkout -- <file> 復部分。
四半:同譯變
譯存時必。此步適人作者與 AI agent 循此行。勿略——舊
source_commit致npm run validate:translations於諸地報偽舊警。
察演之 agent 譯否存並更以反新源態:
# Check for existing translations
ls i18n/*/agents/<agent-name>.md 2>/dev/null
若譯存
- 取現源 commit 雜:
SOURCE_COMMIT=$(git rev-parse HEAD)
- 於諸譯文 frontmatter 中更
source_commit:
for locale_file in i18n/*/agents/<agent-name>.md; do
sed -i "s/^source_commit: .*/source_commit: $SOURCE_COMMIT/" "$locale_file"
done
- 旗待重譯之地入 commit 信:
evolve(<agent-name>): <description of changes>
Translations flagged for re-sync: de, zh-CN, ja, es
Changed sections: <list sections that changed>
- 重生譯態文:
npm run translation:status
若無譯
無須行。進五步。
變
新變之譯宜於變穩(1-2 版)後行。變至少改一次後加譯。
得:諸譯文 source_commit 更至現 commit。npm run translation:status 退 0。
敗:sed 匹 frontmatter 欄敗→手開譯文驗其 YAML frontmatter 含 source_commit。若欄缺→重 scaffold 以 npm run translate:scaffold -- agents <agent-name> <locale>。
五:更版與元
依語義版升 frontmatter 之 version:
| Change Type | Version Bump | Example |
|---|---|---|
| Typo fix, wording clarification | Patch: 1.0.0 → 1.0.1 | Fixed unclear limitation |
| New skills added, capability expanded | Minor: 1.0.0 → 1.1.0 | Added 3 new skills from library |
| Restructured purpose, changed model | Major: 1.0.0 → 2.0.0 | Narrowed scope, upgraded to opus |
亦更:
updated為今日tags若域覆變description若旨大異priority若相重變
得:frontmatter version 與 updated 反改之度與日。新變自 "1.0.0" 起。
敗:忘升版→下演無法別現態於舊。commit 前必升。
六:更登記與交引
原地改
更 agents/_registry.yml 中舊條以匹改 frontmatter:
# Find the agent's registry entry
grep -A 10 "id: <agent-name>" agents/_registry.yml
更 description、tags、tools、skills 以匹 agent 文。計無變。
若 agent 之能或名變→更他文交引:
# Check if any team references this agent
grep -r "<agent-name>" teams/*.md
# Check if any guide references this agent
grep -r "<agent-name>" guides/*.md
變
於 agents/_registry.yml 依字母位加新 agent:
- id: <agent-name>-advanced
path: agents/<agent-name>-advanced.md
description: One-line description of the advanced variant
tags: [domain, specialty, advanced]
priority: normal
tools: [Read, Write, Edit, Bash, Grep, Glob]
skills:
- skill-id-one
- skill-id-two
後:
- 增登首之
total_agents - 於原 agent 之 See Also 加指變之交引
- 於變之 See Also 加指原之交引
.claude/agents/指agents/之符鏈使變自可察
得:登條與 agent frontmatter 匹。變:total_agents 等實 agent 數。
敗:以 grep -c "^ - id:" agents/_registry.yml 計條並驗匹 total_agents。
七:驗演 agent
行全驗表:
- agent 文於期徑存
- YAML frontmatter 解而無誤
-
version已升(改)或設 "1.0.0"(變) -
updated反今 - 諸必節在:Purpose、Capabilities、Available Skills、Usage Scenarios、Examples、Limitations、See Also
- frontmatter 技與 Available Skills 節匹
- 諸技 ID 存於
skills/_registry.yml - 默技(
meditate、heal)非核法則不列 - 工列循最少權原則
- 登條存且與 frontmatter 匹
- 變:
total_agents計匹碟上實數 - 交引雙向(原 ↔ 變)
-
git diff示無偶去原容
# Verify frontmatter
head -20 agents/<agent-name>.md
# Check skills exist
for skill in skill-a skill-b; do
grep "id: $skill" skills/_registry.yml
done
# Count agents on disk vs registry
ls agents/*.md | grep -v template | wc -l
grep total_agents agents/_registry.yml
# Review all changes
git diff
得:諸表項過。演 agent 可 commit。
敗:各敗項獨處。演後最常議:Available Skills 中技 ID 舊、忘之 updated 日。
驗
- agent 文存且有效 YAML frontmatter
-
version欄反改 -
updated日現 - 諸節在並內一致
- frontmatter
skills陣與 Available Skills 節匹 - 諸技 ID 存於
skills/_registry.yml - 默技不冗列
- 登條匹 agent 文
- 變:
agents/_registry.yml中新條徑正 - 變:
total_agents計已更 - 交引有效(See Also 無斷鏈)
- 含譯之改:諸地文
source_commit已更 -
git diff證無偶去容
忌
- 忘升版:無升則無法追何變何時。commit 前必更 frontmatter 之
version與updated - 演後譯舊:庫中 1,288+ 譯文,每 agent 演觸至多 4 地舊。必以
ls i18n/*/agents/<agent-name>.md察譯並各更source_commit,或於 commit 信中旗重譯 - 技列漂:frontmatter
skills陣與## Available Skills節須同。更一不更他致人與工具亂 - 冗列默技:加
meditate或heal於 frontmatter 而登已繼。唯核法時列(如mystic、alchemist) - 演時過備工:「備用」而加
Bash或WebFetch。每加工須以特新能證 - 變後 See Also 舊:造變時原與變須互引。單向留圖不全
- 登條不更:改 agent 之技、工、述後,
agents/_registry.yml條須更匹。舊登致察與工具敗
參
create-agent— 造新 agent 之基;evolve-agent 設此先循evolve-skill— 演 SKILL.md 之並行行commit-changes— 以述信 commit 演 agent
GitHub 仓库
相关推荐技能
content-collections
元Content Collections 是一个 TypeScript 优先的构建工具,可将本地 Markdown/MDX 文件转换为类型安全的数据集合。它专为构建博客、文档站和内容密集型 Vite+React 应用而设计,提供基于 Zod 的自动模式验证。该工具涵盖从 Vite 插件配置、MDX 编译到生产环境部署的完整工作流。
polymarket
元这个Claude Skill为开发者提供完整的Polymarket预测市场开发支持,涵盖API调用、交易执行和市场数据分析。关键特性包括实时WebSocket数据流,可监控实时交易、订单和市场动态。开发者可用它构建预测市场应用、实施交易策略并集成实时市场预测功能。
creating-opencode-plugins
元该Skill帮助开发者创建OpenCode插件,用于接入命令、文件、LSP等25+种事件。它提供了插件结构、事件API规范和JavaScript/TypeScript实现模式,适合需要拦截操作、扩展功能或自定义事件处理的场景。开发者可通过它快速构建响应式模块来增强OpenCode AI助手的能力。
sglang
元SGLang是一个专为LLM设计的高性能推理框架,特别适用于需要结构化输出的场景。它通过RadixAttention前缀缓存技术,在处理JSON、正则表达式、工具调用等具有重复前缀的复杂工作流时,能实现极速生成。如果你正在构建智能体或多轮对话系统,并追求远超vLLM的推理性能,SGLang是理想选择。
