Agent 生成器
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- 仅限本地
- 安装命令数
- 26 条
档案由构建时根据 SKILL.md 与安装命令自动衍生,可能与作者实际意图存在差异。
需要注意: 未限定 allowed-tools,默认拥有全部工具权限。
---
name: skill-builder
description: Scaffold a new SKILL.md. Materializes a new skill against the unified template at references/ski…
category: 工程开发
runtime: 无特殊运行时
---
# skill-builder 输出预览
## PART A: 任务判断
- 适用问题:代码实现、重构、调试或代码审查。
- 输入要求:目标材料、限制条件、期望输出和验收方式。
- 证据边界:围绕“⚠️ Critical Constraints / Modes / Workflow”读取原文规则,不把推断写成作者承诺。
## PART B: 执行结果
- **01** 任务判断:确认你的需求是否属于代码实现、重构、调试或代码审查,并标出输入、限制和预期结果。
- **02** 执行计划:优先按“⚠️ Critical Constraints / Modes / Workflow”拆成步骤,说明每一步会读取什么、修改什么、产出什么。
- **03** 交付结果:给出可复制的命令、文件改动、检查清单或内容草稿,并说明如何继续迭代。
- **04** 风险边界:结合 读取文件、写入/修改文件、执行终端命令、主要在本地完成、通常不需要额外 API Key 给出执行前确认项。
## Running Rules
- 读取文件、写入/修改文件、执行终端命令;主要在本地完成;通常不需要额外 API Key。
- 先小样例验证,再放大到真实任务。
- 交付时同时给结果、检查口径和下一步迭代建议。 原文出现了 `/path` 这类斜杠命令;如果你的 Agent 支持命令触发,优先用命令开场,再补充目标和边界。
告诉 Agent 目标文件或材料、期望结果、不可改范围、是否允许联网或执行命令。本 Skill 的权限画像是:读取文件、写入/修改文件、执行终端命令。
先用一个小任务确认它会围绕“⚠️ Critical Constraints / Modes / Workflow”工作;涉及文件或命令时,先看 diff、日志、预览或测试结果。
检查最终产物是否包含明确结果、必要证据和下一步动作;如果输出泛泛而谈,就补充输入、边界和验收标准后重跑。
---
name: skill-builder
description: Scaffold a new SKILL.md. Materializes a new skill against the unified template at references/ski…
category: 工程开发
source: boshu2/agentops
---
# skill-builder
## 什么时候使用
- 把工程方向的常用动作沉淀成 Agent 可调用的技能 适合处理工程开发场景下的代码实现、调试、重构、测试或代码审查,核心价值是把输入、判断、执行、验证和交付边界固定下来,避免 Agent 泛泛回答。 把任务拆成可执行、可检查、可继续迭代…
- 面向代码实现、重构、调试或代码审查,优先处理能明确输入、步骤和验收标准的工作。
## 需要提供什么
- 目标材料、目录范围、期望结果和不可改动内容。
- 是否允许联网、执行命令、读写文件或调用外部服务。
## 执行规则
- 围绕「⚠️ Critical Constraints / Modes / Workflow」组织步骤,不把推断写成作者事实。
- 读取文件、写入/修改文件、执行终端命令;主要在本地完成;通常不需要额外 API Key。
- 先跑小样例,确认结果可检查后再扩大任务范围。
## 输出要求
- 给出最终产物、关键证据、验证方式和下一步动作。
- 信息不足时标记 unknown,不编造命令、平台或依赖。 作者原文负责流程事实;仓库文件负责来源和命令;流狐只补充适用场景、限制和质量判断。
skill "skill-builder" {
输入层 -> 用户目标 + 目标文件 + 禁止范围 + 验收标准
上下文层 -> ⚠️ Critical Constraints / Modes / Workflow
规则层 -> SKILL.md 触发条件 / 执行顺序 / 输出格式
运行层 -> 无特殊运行时 | 读取文件、写入/修改文件、执行终端命令 | 主要在本地完成
安全层 -> 通常不需要额外 API Key + 小任务验证 + diff / 日志复核
输出层 -> 可复制结果 + 检查清单 + 下一步迭代
} $skill-builder — Scaffold or absorb a new SKILL.md
Materializes a new skill against the unified template at references/skill-template.md (extracted from anthropics/financial-services). Runs skill-auditor on the new skill as a self-check before declaring success.
⚠️ Critical Constraints
- Template is canonical. All four modes produce SKILL.md files conforming to
references/skill-template.md. Do not invent ad-hoc structures. Why:skill-auditorvalidates against this template; drift creates auditor false-fails. - Self-audit is mandatory. After every successful build, the build script invokes
$skill-auditoragainst the new skill directory. A FAIL verdict aborts the build. Why: PR-002 (external validation gate) — the builder must not declare its own work complete. - Codex parity is day-1, not later.
from-scratch,from-template, andabsorb-externalmodes must produce bothskills/<name>/SKILL.mdANDskills-codex/<name>/SKILL.md+skills-codex/<name>/prompt.md. Why: finding2026-05-03-codex-skill-shape-is-dual-file— codex SKILL.md uses slim frontmatter (noskill_api_version); prompt.md is mandatory;audit-codex-parity.shis a content scanner that won't catch frontmatter drift. - 250-line ceiling on new SKILL.md. Use
references/for overflow. Why: findingf-2026-05-01-025— every skill invocation reloads 5-15KB; multi-lifecycle sessions compound to 150-200KB+ pure scaffolding. - Clean-room factory inputs only. When using lessons learned from external corpora, read references/agentops-skill-factory.md and use only AgentOps-owned summaries, scripts, and rubrics. Why: productization must improve structure without copying protected third-party skill content.
Modes
| Mode | Status | Description |
|---|---|---|
from-scratch |
stable | Interactive scaffold from canonical template. Produces full skill skeleton + scripts/validate.sh + codex parity. |
from-template |
stable | --like <existing-skill> copies structure from a sibling skill, swaps domain-specific sections. |
absorb-external |
stable | Reads external SKILL.md (e.g., from ~/dev/financial-services/.../<skill>/SKILL.md), wraps in AgentOps frontmatter, invokes $converter for codex parity. |
from-pattern |
alpha (passthrough) | Delegates to ao flywheel close-loop. Outputs land at .agents/knowledge/promoted/ per flywheel rules — they are NOT yet shaped as SKILL.md drafts. v2 will add skill-specific synthesis. Use from-scratch or absorb-external for SKILL.md output today. |
Workflow
Phase 1: Mode dispatch
scripts/build.sh reads $1 and routes:
build.sh from-scratch <new-skill-name> # → init.sh --interactive
build.sh from-template <new-skill-name> --like council
build.sh absorb-external <new-skill-name> --from /path/to/SKILL.md
build.sh from-pattern # → ao flywheel close-loop
Checkpoint: Confirm with user the new skill's metadata.tier and metadata.dependencies before generation.
Phase 2: Materialize from template
scripts/init.sh reads references/skill-template.md (the canonical template section) and renders a SKILL.md skeleton with frontmatter pre-filled. For from-template, structure is copied from the source skill; section bodies are blanked and replaced with template stubs.
For absorb-external, the external SKILL.md's content (Constraints / Workflow / Output / Quality sections) is preserved verbatim where possible; AgentOps' structured frontmatter is added on top; the external description is reformatted to satisfy description-has-triggers.
Checkpoint: $heal-skill --check skills/<new-name> returns clean.
Phase 3: Codex parity
scripts/init.sh invokes $converter skills/<new-name> codex to produce skills-codex/<new-name>/{SKILL.md,prompt.md}. Then trims skill_api_version from the codex SKILL.md (converter may preserve it). Asserts prompt.md exists.
Checkpoint: bash scripts/audit-codex-parity.sh returns clean AND grep -q "^skill_api_version:" skills-codex/<name>/SKILL.md returns nothing.
Phase 4: Self-audit
The build script tail invokes $skill-auditor on skills/<new-name>. WARN is acceptable for v1 skills (e.g., experimental stability). FAIL aborts.
Checkpoint: audit_pass=true in build report.
Phase 5: Factory score overlay
For AgentOps skill upgrades, use the productization score as a patch selector,
not as a replacement for $skill-auditor:
python3 skills-codex/skill-auditor/scripts/score_agentops_skill.py skills/<name> --markdown
Choose the smallest patch that improves the score while preserving the canonical template and Codex parity constraints.
Output Specification
Format: JSON conforming to schemas/build-report.json written to stdout; markdown audit report written to .agents/audits/<skill>-build.md.
Files created (from-scratch mode):
skills/<name>/
├── SKILL.md (≤250 lines, full template spine)
├── scripts/
│ └── validate.sh (self-validation per AgentOps convention)
└── references/ (only if expected to exceed 400 lines)
skills-codex/<name>/
├── SKILL.md (slim frontmatter — no skill_api_version)
└── prompt.md (~10-20 line Execution Profile)
Quality Rubric
- All four modes produce skills that pass
skill-auditorPASS or WARN (not FAIL) - Codex parity files exist and pass slim-frontmatter check
- No SKILL.md exceeds 250 lines (overflow goes to
references/) - Build report JSON validates against
schemas/build-report.json -
from-patternmode prominently marked alpha/passthrough in user output
Examples
Create a new skill from scratch:
$skill-builder from-scratch hello-world
# → interactive prompt: tier? deps? primary deliverable?
# → writes skills/hello-world/SKILL.md + skills-codex/hello-world/{SKILL.md,prompt.md}
# → runs $skill-auditor on the new skill
Clone structure from an existing skill:
$skill-builder from-template my-new-skill --like council
# → mirrors council's section spine; substitutes new metadata
Absorb a skill from anthropics/financial-services:
$skill-builder absorb-external dcf-helper \
--from ~/dev/financial-services/plugins/vertical-plugins/financial-analysis/skills/dcf-model/SKILL.md
# → preserves Constraints/Workflow/Output content, wraps in AgentOps frontmatter
Troubleshooting
| Problem | Cause | Solution |
|---|---|---|
| Self-audit FAIL | Generated SKILL.md missing required Pass-2 check | Re-run with --verbose; inspect which check failed; usually output-spec-explicit or trigger-clarity |
| Codex parity drift | $converter preserved skill_api_version |
init.sh runs sed -i '/^skill_api_version:/d' skills-codex/<name>/SKILL.md; verify with grep |
| SKILL.md > 250 lines | Mode generated too much inline content | Move section bodies to references/<topic>.md; reference inline as [text](references/<topic>.md) |
from-pattern produces no SKILL.md |
Expected behavior — passthrough only in v1 | Use from-scratch or absorb-external if you need a SKILL.md draft |
See Also
- skill-auditor — companion audit gate, invoked by build self-check
- heal-skill — structural hygiene (Pass 1 of skill-auditor wraps heal.sh)
- converter — produces codex parity artifacts
- scaffold — scaffolds projects/components/CI (NOT skills)
- forge — mines transcripts into learnings (different layer)
Local Resources
references/
- references/skill-template.md — canonical SKILL.md template + auditor checklist + PRODUCT.md alignment
- references/agentops-skill-factory.md — clean-room factory workflow and productization rules
scripts/
scripts/build.shscripts/init.shscripts/validate.sh
先判断是否适合
作者设计意图
作者的方法与取舍
边界和复核