SuperAPI AI Directory

intent-normalize

General & other

View repository

Updated 10-15 17:17

About this skill

Intent Normalize

Scan existing projects and normalize intent and planning files to the IDD standard. Fix what can be fixed automatically; mark what cannot be fixed with a status for TeamSwarm to pick up.

Design principles

  1. Format first — All files must first have frontmatter so the system can recognize them
  2. Fix when possible — Fix mechanical issues directly (frontmatter, directory structure, naming)
  3. Mark when unable to fix — Mark content issues with a status for TeamSwarm or a human to handle later
  4. Idempotent — Results are consistent across multiple runs; already normalized files will not be modified

Workflow

/intent-normalize [path]
        ↓
┌───────────────────────────────────┐
│  1. 扫描 intent/ 和 planning/     │
│     发现所有 .md 和 .yaml 文件     │
└─────────────┬─────────────────────┘
              ↓
┌───────────────────────────────────┐
│  2. 分析每个文件的合规状态         │
│     - 有无 frontmatter?           │
│     - 有无 Anchor?                │
│     - 目录结构是否完整?            │
└─────────────┬─────────────────────┘
              ↓
┌───────────────────────────────────┐
│  3. 自动修复机械问题               │
│     - 补 frontmatter              │
│     - 创建 records/ + INDEX.md    │
│     - 创建 _archive/, _data/      │
│     - 规范化文件命名               │
└─────────────┬─────────────────────┘
              ↓
┌───────────────────────────────────┐
│  4. 标记内容问题                   │
│     - 缺 Anchor → status: draft   │
│     - 超预算 → 标记 needs_critique │
│     - 无法分类 → status: draft     │
└─────────────┬─────────────────────┘
              ↓
┌───────────────────────────────────┐
│  5. 输出规范化报告                 │
└───────────────────────────────────┘

Checks and fix strategy

Automatic fixes (mechanical, no judgment needed)

Check Condition Fix action
Intent frontmatter INTENT.md has no frontmatter Add status: active(or infer from content)
Planning frontmatter .md files under planning/ have no frontmatter Add type: (infer from content: idea/research/feedback/analysis)
Anchor format Anchor exists but format is wrong (not a blockquote) Fix to > Anchor: ... format
records/ directory No records/ under the intent directory Create records/ + empty INDEX.md
_archive/ directory No _archive/ under intent/ Create intent/_archive/
_data/ directory No _data/ under intent/ Create intent/_data/
TASK.yaml format TASK.yaml is missing the type field Add type: one-shot(default)

Pickup marking (requires content judgment)

Check Condition Mark action
Missing Anchor INTENT.md has no Anchor line Add to frontmatter needs: [anchor]
Over budget Line count > 500 Add to frontmatter needs: [critique]
Budget warning 300 < line count ≤ 500 Add to frontmatter needs: [review]
No Assumes Content references other intents but has no Assumes tag Add to frontmatter needs: [assumes]
Unclear classification Planning file type cannot be determined automatically type: idea(safest default)

needs field

needs is the pickup signal in frontmatter, indicating that the file needs further processing:

---
status: active
needs: [anchor, critique]
---

TeamSwarm scans needs field to automatically schedule follow-up skills:

  • needs: [anchor] → schedule /intent-interview supplement
  • needs: [critique] → schedule /intent-critique streamline
  • needs: [review] → schedule /intent-review
  • needs: [assumes] → schedule manual supplement of dependency declarations

After processing is complete, the corresponding needs item is removed.needs When empty, the entire field can be deleted.

Planning type inference

Automatically infer from file content type::

Keyword/pattern Inferred type
idea, concept, proposal, brainstorm, what if idea
research, analysis, comparison, benchmark, study research
feedback, user, complaint, request, survey feedback
code analysis, refactor, migration, legacy, improvement analysis
Cannot determine idea(Safest default value)

Execution details

1. Scan scope

默认扫描当前项目根目录下的:
- intent/           → 所有 INTENT.md 文件(递归,跳过 _archive/ 和 _data/)
- planning/         → 所有 .md 文件
- **/intent/        → 模块级 intent 目录

2. Frontmatter injection

For files without frontmatter, insert at the beginning of the file:

Intent files:

---
status: active
---

If the file appears to already be implemented (there is a corresponding code directory and tests), infer as:

---
status: implemented
---

Planning files:

---
type: research
---

3. Heuristic rules for inferring status

Signal Inferred status
Has TASK.yaml and status: done implemented
Has a corresponding src/ directory and the files have not been modified recently implemented
The file content is very small (< 50 lines) or clearly incomplete active(+ needs: [anchor])
Default active

4. Idempotency guarantee

  • Files that already have correct frontmatter are not modified
  • Existing records/ are not rebuilt
  • needs Fields are only added, not overwritten (merge with existing)
  • Each run produces the same result

Output

Normalization report

# Intent Normalize Report

> 项目: my-project
> 扫描时间: 2026-02-06

## 统计

| 类型 | 扫描 | 已规范 | 自动修复 | 需 pickup |
|------|------|--------|----------|-----------|
| Intent 文件 | 15 | 8 | 5 | 2 |
| Planning 文件 | 7 | 2 | 4 | 1 |
| 目录结构 | — | — | 3 | — |

## 自动修复(已完成)

1. ✅ `intent/kernel/proc/INTENT.md` — 添加 frontmatter `status: active`
2. ✅ `intent/kernel/afs/INTENT.md` — 添加 frontmatter `status: implemented`
3. ✅ `planning/v2-ideas.md` — 添加 frontmatter `type: idea`
4. ✅ `planning/legacy-analysis.md` — 添加 frontmatter `type: analysis`
5. ✅ `intent/kernel/proc/records/` — 创建目录 + INDEX.md
6. ✅ `intent/_archive/` — 创建目录
7. ✅ `intent/_data/` — 创建目录

## 需要 Pickup(已标记)

| 文件 | needs | 建议 |
|------|-------|------|
| `intent/ash/INTENT.md` | `[anchor, critique]` | 缺少 Anchor,612 行超预算 |
| `intent/surfaces/INTENT.md` | `[anchor]` | 缺少 Anchor |
| `planning/random-notes.md` | — | 无法分类,默认 type: idea |

Usage

Basic usage

/intent-normalize

Scan and normalize the current project.

Specify a path

/intent-normalize intent/kernel/

Only normalize a specific directory.

Dry run

/intent-normalize --dry-run

Report only, make no modifications.

Work with other commands

/intent-normalize       # 先规范化格式(本命令)
    ↓
TeamSwarm pickup        # 自动调度 needs 中的后续 skill
    ↓
/intent-interview       # 处理 needs: [anchor]
/intent-critique        # 处理 needs: [critique]
/intent-review          # 处理 needs: [review]
    ↓
/intent-check           # 最终合规检查