Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add cafe3310/public-agent-skills --skill aop-product-plannergit clone --depth 1 https://github.com/cafe3310/public-agent-skillsWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/cafe3310/public-agent-skills/aop-product-planner)<a href="https://agentmods.dev/skills/cafe3310/public-agent-skills/aop-product-planner"><img src="https://agentmods.dev/badge/skills/cafe3310/public-agent-skills/aop-product-planner/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/cafe3310/public-agent-skills/aop-product-planner"><img src="https://agentmods.dev/badge/skills/cafe3310/public-agent-skills/aop-product-planner.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00069 | $0.02969 |
| Opus 5.5 | $0.00028 | $0.01188 |
| Sonnet 5.5 | $0.00014 | $0.00594 |
| Haiku 4.5 | $0.00007 | $0.00297 |
Grade A, and why
aop-product-planner scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 139 lines — stays where its author put it; the contents beside it link to each section on GitHub.
aop-product-planner (面向切面的产品策划与需求架构器)
技能描述
本技能提供了一套结构化、泛化、可复用的产品工程策划与需求整理范式。适用于复杂系统、软件产品及数字化平台的平台级架构策划与需求拆解。
核心解决产品设计中“目标模糊、功能混杂、大词滥用、依赖不清”的常见问题。通过**“目标叙事 -> AOP 切面划分 -> Idea 归流与边界确定 -> 需求 Tickets 与依赖拓扑 -> 优先级 Roadmap”**的 5 个阶段流程,将模糊的想法演进为明确的研发实施方案。
依赖技能
content-tone-adjuster:本技能强制依赖content-tone-adjuster(选择学术研究风/去大词模式),以确保在策划全流程中彻底剔除营销化口号与夸张修辞,保持朴素、中立、客观的研究向语气。
📅 工作流使用时机与项目生命周期 (When to Use)
本技能的 5 个工作流(Workflow)按照项目的不同发展阶段与生命周期节奏执行:
SKILL: aop-product-planner 工作流 (7 阶段架构)
┌─────────────────────────────────────────────────────────────────┐
│ 1. 大型规划初期 (Initial Project Planning Phase) │
│ 执行:阶段 1 (目标叙事) -> 阶段 2 (切面大网) │
│ 目标:先对齐项目底层原则、平实叙事与三层 AOP 切面架构拓扑 │
└─────────────────────────────────────────────────────────────────┘
│
▼ (在 阶段1 和 阶段2 达成初步共识后)
┌─────────────────────────────────────────────────────────────────┐
│ 2. 持续迭代与需求开发期 (Continuous Loop Iteration Phase) │
│ 持续、反复、Loop 式地循环执行: │
│ ┌──────────────────────────────────────────────────────┐ │
│ │ 阶段 3 (Idea吸收与边界确定) │ │
│ │ └─► 阶段 4 (需求列表与依赖拓扑设计) │ │
│ │ └─► 阶段 5 (基于用户输入的优先级与 Roadmap) │ │
│ │ └─► 阶段 6 (6维复杂度与周期成本建模) │ │
│ │ └─► 阶段 7 (网页预览与勾选计算器) │ │
│ │ └─► (反复 Loop 回到阶段 3) │ │
│ └──────────────────────────────────────────────────────┘ │
│ 目标:持续吸收想法,确定界限,评估 6 维复杂度并编译网页面板 │
└─────────────────────────────────────────────────────────────────┘
具体阶段触发时机说明:
- 阶段 1:目标与叙事定义 (Goal & Narrative Alignment)
- 何时使用:项目/大规划立项极早期。
- 作用:设立核心评估准则(杜绝数据刷分),撰写平实客观的故事背景与定位分析,统一去大词语调。
- 阶段 2:AOP 切面大网划分 (Aspect Network Categorization)
- 何时使用:项目/大规划立项极早期(紧跟阶段 1)。
- 作用:搭建系统的 AOP 切面大网(三分层架构),确立“功能点允许跨切面重叠”的基础方法论。
- 阶段 3:Idea 收集、参考功能记录与切面边界确定 (Inbox Harvesting, Benchmark Logging & Bounds)
- 何时使用:阶段 1 与 2 完成后,在需求收集或参考产品分析时触发。
- 作用:记录原始想法与参考产品功能点,归档图片素材并在文档中内嵌;创建功能点文档 (
D52-xx),建立与目标产品 AOP 切面的映射表,并通过「包含/不包含」界定切面边界。
What ships with it
17 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
- references/00-typical-directory-structure.md 3.6 KB
- references/08-how-to-describe-requirements-and-wireframes.md 6.3 KB
- scripts/compile_mesh_dashboard.py 44 KB runs code
- scripts/extract_and_audit_mesh.py 15 KB runs code
- templates/D00-inbox-template.md 927 B
- templates/D10-narrative-template.md 1.3 KB
- templates/D20-metrics-roadmap-template.md 1.7 KB
- templates/D30-aop-aspect-template.md 1.7 KB
- templates/D40-ticket-template.md 2.2 KB
- templates/D50-benchmark-analysis-template.md 1004 B
- workflows/01-goal-and-narrative-alignment.md 2.6 KB
- workflows/02-aop-aspect-categorization.md 2.7 KB
- workflows/03-inbox-harvesting-and-aspect-bounds.md 4.3 KB
- workflows/04-ticket-design-and-dependency-graph.md 4.7 KB
- workflows/05-prioritization-and-roadmap.md 3.5 KB
- workflows/06-complexity-modeling-and-cost-estimation.md 4.8 KB
- workflows/07-web-dashboard-and-interactive-preview.md 4.3 KB
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 2d ago First seen · 139 lines · 69 tokens per session scan A a8a41c1f2572
aop-product-planner is a skill published in the GitHub repository cafe3310/public-agent-skills (256 stars, last pushed yesterday), licensed Apache-2.0. It adds 69 tokens to every session and 2,969 once invoked, about $0.0003 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-11-05.
aop-product-planner compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| aop-product-plannercafe3310/public-agent-skills | Skill | 256 | yesterday | Apache-2.0 | A | 69 | Claude Code, Codex |
| expertsflc1125/skills | Skill | 39 | yesterday | MIT | A | 62 | Claude Code, Codex |
| asyncflc1125/skills | Skill | 39 | yesterday | MIT | A | 52 | Claude Code, Codex |
| github-release-pr-writerflc1125/skills | Skill | 39 | yesterday | MIT | A | 80 | Claude Code, Codex |
| yuqueflc1125/skills | Skill | 39 | yesterday | MIT | A | 72 | Claude Code, Codex |
| getnoteflc1125/skills | Skill | 39 | yesterday | MIT | A | 83 | Claude Code, Codex |
| opentelemetry-go-reviewerflc1125/skills | Skill | 39 | yesterday | MIT | A | 34 | Claude Code, Codex |