Goal Crafter

Goal Crafter

Turn a vague task into a verifiable goal that an AI agent can run unattended.

Leading principle: A goal without a checkable completion criterion is just a wish. The agent must be able to answer "Am I done?" without asking a human.

Invocation modes

Choose the mode before following the process:

• Standalone mode: the user brings a vague task or directly asks for a goal. Run Phase 1 and clarify the task one question at a time.
• Compiled-handoff mode: an upstream skill such as to-goal invokes this skill after to-spec, to-tickets, or triage. The approved spec, selected ticket, tracker evidence, and repository state supply the answers. Do not interview the user again. Apply only this skill's verifiability rules and target-harness formatting.

In compiled-handoff mode, if a required product decision or completion condition is genuinely absent from the sources, report that the source is not agent-ready and name the missing evidence. Do not reopen the planning interview from inside goal compilation.

Process

Phase 1 — Clarify the task

Run this phase only in standalone mode. In compiled-handoff mode, extract the five answers from the upstream evidence without asking questions.

Ask the user, one question at a time:

1. What exactly should the agent do?
   Get the task in one sentence. If it's vague ("优化代码", "改进 UI"), push for specifics.

2. Where does it run?
   Which project / repo / workspace? Is there a specific branch or file area?

3. What does DONE look like?
   This is the most important question. Push for observable, machine-checkable conditions:

   ❌ Vague (bad)	✅ Verifiable (good)
   "代码质量提高"	"tsc --noEmit 0 errors + eslint 0 warnings"
   "UI 更好看"	"页面在 375px / 768px / 1440px 三个断点下视觉一致，无溢出"
   "修复所有 bug"	"npm test 全部通过，且 git diff 只包含修复相关改动"
   "写好文档"	"README.md 包含安装/使用/API 三个章节，每个章节有代码示例"
   "性能优化"	"Lighthouse Performance 分数 ≥ 90，LCP < 2.5s"

4. Any constraints?
   Don't touch certain files? Must use specific tools? Budget limit? Time limit?

5. What agent / harness?
   Claude Code (/goal), Codex (Automations), Pi, or generic?

Phase 1 complete when you have answers to all 5 questions. If the user can't answer #3, help them brainstorm verifiable conditions — this is the most common failure point.

Phase 2 — Draft the goal

Write the goal in the target agent's format. Follow these rules:

For Claude Code /goal:

Goal: [one-line task description]

Completion criteria:
- [ ] [checkable condition 1]
- [ ] [checkable condition 2]
- [ ] [checkable condition 3]

Constraints:
- [file/area restrictions]
- [tool/approach restrictions]
- [budget/time limits]

Context:
- [key files to read first]
- [relevant docs/specs]
- [related issues/PRs]

For Codex Automations:

Task: [one-line description]
Frequency: [once / on push / on schedule]
Verification: [checkable condition]
Workspace: [project path]

For Pi / generic:

任务：[一句话]
完成标准：
- [ ] [可验证条件 1]
- [ ] [可验证条件 2]
限制：[约束条件]

Phase 3 — Verify the goal

Before presenting the final goal, self-check:

• Can an agent read the completion criteria and unambiguously decide "done" vs "not done"?
• Is every criterion observable without human judgment? (No "looks good", "feels right")
• Are the constraints specific enough to prevent scope creep?
• Is the context sufficient for the agent to start working without asking "where" or "how"?

If any check fails in standalone mode, go back to Phase 1 and ask the user to clarify that specific point. In compiled-handoff mode, report the source as not agent-ready and name the missing evidence instead of asking a new planning question.

Phase 4 — Deliver

In standalone mode, present the final goal and end with:

"把这个 goal 粘贴到 [agent 名称] 里，它就会自己跑到完成。如果中途卡住，告诉我哪条完成标准没达到，我帮你调。"

In compiled-handoff mode, the upstream skill owns the delivery wrapper. Return the goal in the requested harness format without adding this standalone closing line.

Examples

Example 1: Code review automation

User: "帮我写个 goal，自动审查 PR"

Clarified:

• Task: 审查当前分支相对于 main 的所有改动
• Where: hive-private 仓库
• Done: 输出一份审查报告，列出所有 P0/P1 问题，每个问题标注文件和行号
• Constraints: 只读，不改文件
• Agent: Claude Code

Output:

Goal: 审查当前分支相对于 origin/main 的 diff

Completion criteria:
- [ ] 已读取完整的 git diff
- [ ] 已检查安全漏洞（SQL 注入、XSS、密钥泄露）
- [ ] 已检查逻辑错误（空指针、竞态条件、边界条件）
- [ ] 已检查代码规范（命名、结构、重复代码）
- [ ] 输出审查报告，每个问题标注：严重度 + 文件:行号 + 问题描述 + 修复建议

Constraints:
- 只读，不修改任何文件
- 只关注当前分支的改动，不审查已有代码

Context:
- 项目背景：Hive 是本地多 Agent 协作 runtime
- 设计 spec：docs/superpowers/spec.md

Example 2: UI redesign

User: "帮我写个 goal，重做这个页面"

Clarified:

• Task: 用 shadcn 组件库重做 OpsView 页面
• Done: 页面在 3 个断点下视觉一致，所有交互有 hover/focus/active 状态，通过 tsc 类型检查
• Constraints: 不改变现有 API 接口，使用项目已有的 Tailwind 配置
• Agent: Claude Code

Output:

Goal: 用 shadcn/ui 组件库重做 OpsView 页面

Completion criteria:
- [ ] 所有组件替换为 shadcn/ui 等价组件
- [ ] 页面在 375px / 768px / 1440px 断点下无溢出、无错位
- [ ] 所有可交互元素有 hover、focus、active 状态
- [ ] `tsc --noEmit` 0 errors
- [ ] 页面加载后无 console error

Constraints:
- 不修改 apps/web/src/api-client/ 下的任何文件
- 使用项目已有的 Tailwind 主题配置
- 不引入新的 npm 依赖（shadcn 除外）

Context:
- 当前页面：apps/web/src/views/OpsView.tsx
- UI 组件：apps/web/src/components/ui/index.tsx
- 样式：apps/web/src/styles.css

Special Rules

• Never skip Phase 1 question #3 in standalone mode. If the user can't define "done", the goal will fail. Help them brainstorm.
• Never re-interview in compiled-handoff mode. to-spec, to-tickets, or triage already owns clarification and product decisions; missing evidence means the source is not agent-ready.
• One verifiable condition per checkbox. Don't combine multiple conditions into one line.
• Constraints are your friend. They prevent the agent from "optimizing" unrelated files or introducing breaking changes.
• If the task is too large for one goal, suggest breaking it into 2-3 smaller goals with clear handoffs.
• For research/analysis goals (no code changes), the completion criterion is "output a report with specific sections".