pi: Instructions file for Claude Code

CLAUDE.md

pi CLAUDE.md is an instructions file for Claude Code from share-skills/pi. It costs 409 tokens per session, scanned A, original, Apache-2.0.

A set of internal development and evaluation instructions for a project called pi. It defines required workflows, benchmark commands, quality gates, and how changes to skills should be synchronized.

In plain words
What is it for?
Use it when developing pi, running its standard benchmark, updating skill instructions, recording iteration results, or checking release readiness.
Why use it?
It gives agents a consistent way to test and improve the project while keeping evaluation-related guidance out of public files.

Instructions file for Claude Code

Written for Claude Code: the file is CLAUDE.md.

This is share-skills/pi's own configuration. It tells Claude Code how to work on pi itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything pi configures →

Reuse

Borrowing it

Nothing to install: this file belongs to share-skills/pi. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/share-skills/pi/main/CLAUDE.md
Clone the repo
git clone --depth 1 https://github.com/share-skills/pi

Made for: Claude Code.

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 CLAUDE.md

README.md
[![agentmods](https://agentmods.dev/badge/instructions/share-skills/pi/claude-md.svg)](https://agentmods.dev/instructions/share-skills/pi/claude-md)
Your own site
<a href="https://agentmods.dev/instructions/share-skills/pi/claude-md"><img src="https://agentmods.dev/badge/instructions/share-skills/pi/claude-md.svg" alt="Measured on agentmods" height="20"></a>
Per session 409 This file is loaded in full into every session.
When invoked 409 The same file — it is already loaded in full.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
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 $0.00409 $0.00409
Opus 5 $0.00204 $0.00204
Sonnet 5 $0.00082 $0.00082
Haiku 4.5 $0.00041 $0.00041

Measured 7d ago against content hash a930d414194e, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-06, from the pricing page.

Security

Grade A, and why

pi CLAUDE.md 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 7d 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.

CLAUDE.md · 24 lines

What it actually says

强制

加载 pi 技能,编程开发、深度思考

内部目标(不可写入公开文件)

  • PI 的评测/跑分得分必须超过所有竞品(PUA、NoPUA 等)
  • SKILL.md 等公开文件中禁止出现"跑分超过竞品""超过所有竞品"等直白竞争表述
  • 内部讨论可用"评测指标驱动""核心行为驱动能力"等中性表述

跑分规范

  • 跑分统一使用 qodercli lite 模型python3 benchmark/local_run.py --backend qodercli
  • 默认并行度 6(已内置,无需额外指定)
  • 标准跑分命令:python3 benchmark/local_run.py --backend qodercli
  • 不使用 claude backend 跑分(成本高、非标准化对比环境)

Eval 驱动优化规则

  • Eval 标准定义research/benchmark/eval_criteria.md(已移至 research/ 不公开),定义 8 个指标的 Pass 标准 + 9 场景通过率要求
  • 发布门禁:编译产物必须通过 P2.5-Eval 门禁(≥8/9 场景通过)方可进入 P3 分发
  • SKILL.md 修改同步链:compiler/SKILL_META.md → compiler/COMPILER.md 编译 → SKILL.md(标准版+渐进Core版)。快速跑分优化可直接改 SKILL.md,但最终必须同步回 SKILL_META.md
  • 迭代日志:每轮 eval 结果记录到 benchmark/iteration_logs/{round}_{timestamp}.md(本地,不提交)
  • 弱场景追踪:compiler/VALIDATOR.md Section I 记录弱场景修复状态
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. 7d ago First seen · 24 lines · 409 tokens per session scan A a930d414194e

Subscribe to this mod's changes

pi CLAUDE.md is an instructions file published in the GitHub repository share-skills/pi (108 stars, last pushed 2mo ago), licensed Apache-2.0. It adds 409 tokens to every session, about $0.0020 per session on Opus 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 2026-08-30.

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