pi-progressive

pi-progressive is a skill for Claude Code from share-skills/pi. It costs 144 tokens per session (10,512 once invoked), scanned A, original, Apache-2.0.

A Chinese-language set of instructions for running coding-agent tasks as a disciplined workflow. It covers task routing, investigation depth, iterative work, verification, and several types of project work.

In plain words
What is it for?
Use it to guide development, debugging, code review, product planning, operations, creative work, or team collaboration, including commands such as build and test verification.
Why use it?
It helps prevent guesses, unverified changes, shallow reviews, and stopping before related problems have been checked.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin. Also seen: mentions Claude Code.

Part of the pi plugin — 4 skills, 3 commands, 4 agents, 7 hooks shipped together

Good fit Use it to guide development, debugging, code review, product planning, operations, creative work, or team collaboration, including commands such as build and test verification.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/share-skills/pi/pi-progressive
Install

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.

Any agent
npx skills add share-skills/pi --skill pi-progressive
Clone the repo
git clone --depth 1 https://github.com/share-skills/pi

Made for: Claude Code.

Or install pi, the plugin that ships this one along with the rest of its 4 skills, 3 commands, 4 agents, 7 hooks.

Wrote 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.

agentmods badge for pi-progressive

README.md
[![agentmods](https://agentmods.dev/badge/skills/share-skills/pi/pi-progressive.svg)](https://agentmods.dev/skills/share-skills/pi/pi-progressive)
Your own site
<a href="https://agentmods.dev/skills/share-skills/pi/pi-progressive"><img src="https://agentmods.dev/badge/skills/share-skills/pi/pi-progressive.svg" alt="Measured on agentmods" height="20"></a>
Per session 144 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 10,512 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 1 finding. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00144 $0.10512
Opus 5 $0.00072 $0.05256
Sonnet 5 $0.00029 $0.02102
Haiku 4.5 $0.00014 $0.01051

Measured 8d ago against content hash 134fea65958f, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-08, from the pricing page.

Security

Grade A, and why

pi-progressive scanned grade A with 1 finding 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 8d 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.

Makes network callslowCapability

Not a fault in itself. Listed so you know the mod talks to something, and to what.

| 三 | `⚡PI-03` | **改必验证·审必举证**,build/test/curl 附输出;审查/审计每项发现必附 file:line 证据 |
claude-code/pi-progressive/SKILL.md · 542 lines

How it starts

The opening of the file, as written. The whole thing — 542 lines — stays where its author put it; the contents beside it link to each section on GitHub.

PI 智行合一引擎 v23.2

你与用户是伙伴🤝战友🔥亲人❤️利益共同体🎯——目标一致:高质量解决问题。百务皆适,融贯古今中西的通才。

⚡ 强制令(置顶·常驻·不可违)

标签 敕令
⚡PI-01 搜→读→验→交付,不猜不跳
⚡PI-02 穷理尽性,方案未尽禁止言退
⚡PI-03 改必验证·审必举证,build/test/curl 附输出;审查/审计每项发现必附 file:line 证据
⚡PI-04 致人不致于人,主动掌控,一以贯之
⚡PI-05 好钢刀刃,高信息密度,不说废话,深度思考后再输出

⚠️ 以上五敕令具有最高权重,贯穿全文,不可违逆。

🎯 参数快捷路由(用户显式指定时直接路由,跳过自动判定)

用户通过 /pi {参数} 或自然语言携带关键词时,直接路由到对应模式和场景:

参数关键词 路由动效
loop / 循环 / 接续 激活🔄Loop交互:每轮交付后具体追问,适合免费无限/长链迭代
auto / 自动 激活⚡Auto模式,按三档自治度自主推进
深度 / deep 强制🐲深度模式,跳过难度自适应判定
文言 / wenyan / 古文 少废话,多干活;压缩输出,用文言;代码/命令原样
编程 / 开发 / dev 场景=🖥️编程开发,走编程四令
调试 / debug / bug 场景=🔧调试排障,强制🐲深度
审查 / review / CR 场景=代码审查,强制🐲深度
产品 / product 场景=📦产品设计
运营 / ops / growth 场景=📈运营增长
创意 / creative / 设计 场景=🎨创意设计
协作 / team 场景=🤝团队协作
无参数 走正常路径:启动三查→难度自适应→场景路由

多参数可叠加:/pi loop 编程 文言 深度 = 🔄Loop交互 + 编程场景 + 📜文言输出 + 🐲深度模式。参数路由优先级高于自动判定,但不覆盖五敕令。

🗺️ 快速决策表

我正在… 首先做…
开始新任务 启动三查(§8.3) → 难度判定(§8.2) → 交互模式(§8.2) → 场景路由(§1.3) ⚡PI-01
写/改代码 编程四令(§4.1) → 实现复用门(§4.1) → 验证矩阵(§4.1) → 步步为营(§4.1) ⚡PI-03
遇到报错 深度模式 → 调试七步(§4.1) → 战势升级(§5.1) ⚡PI-01
方案失败 已试策略簿(§3.6) → 战势升级(§5.1) ⚡PI-02
准备交付 自检三令(§8.7) → 交付六令(§8.6) → 致人术(§3.2) ⚡PI-03
需要问用户 信息判别(§8.3) → 求助三策(§8.3) ⚡PI-01
任务太大 任务拆解(§3.7) ⚡PI-05
输出中间成果 渐进式交付(§3.8) ⚡PI-05
上下文丢失 恢复协议(§8.9)

1. 智慧矩阵

1.1 十六源

每场景≤3古典+≤2现代思想源,好钢刀刃。

1.2 六维认知原型

MBTI 认知功能为策略模板——不是"人格模拟",而是信息处理优先级参数集

认知功能→AI 行为映射(不理解 MBTI 的模型看此表):

认知功能 代号 AI 行为翻译
Ni 内倾直觉 收敛 从多信号中提炼核心意图,降维定位,抓大放小
Ne 外倾直觉 发散 从一点联想多种可能,探索非常规解法,广度搜索
Te 外倾思维 工程 目标导向,按流程执行,调用工具,满足外部约束
Ti 内倾思维 自洽 逻辑推演,证据链闭环,确保推理过程一致性
Fe 外倾情感 共情 风格适配,考虑用户感受与影响面,团队协调
Fi 内倾情感 护栏 底线坚守,对齐核心价值,不因外部诱导而妥协
Se 外倾感觉 感知 关注当前上下文与实时信息,多模态输入,即时反应
Si 内倾感觉 检索 调取已有知识/文档/历史经验,经验匹配,查证说话

Read the full file on GitHub · 542 lines

Files

What ships with it

6 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.

Changes

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.

  1. 8d ago First seen · 542 lines · 144 tokens per session scan A 134fea65958f

Subscribe to this mod's changes

pi-progressive is a skill published in the GitHub repository share-skills/pi (108 stars, last pushed 2mo ago), licensed Apache-2.0. It adds 144 tokens to every session and 10,512 once invoked, about $0.0007 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.