Borrowing it
Nothing to install: this file belongs to KtKID/x-dev-pipeline. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/KtKID/x-dev-pipeline/main/CLAUDE.mdgit clone --depth 1 https://github.com/KtKID/x-dev-pipelineWrote 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/instructions/ktkid/x-dev-pipeline/claude-md)<a href="https://agentmods.dev/instructions/ktkid/x-dev-pipeline/claude-md"><img src="https://agentmods.dev/badge/instructions/ktkid/x-dev-pipeline/claude-md/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/instructions/ktkid/x-dev-pipeline/claude-md"><img src="https://agentmods.dev/badge/instructions/ktkid/x-dev-pipeline/claude-md.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 | $0.03413 | $0.03413 |
| Opus 5.5 | $0.01365 | $0.01365 |
| Sonnet 5.5 | $0.00683 | $0.00683 |
| Haiku 4.5 | $0.00341 | $0.00341 |
Grade A, and why
x-dev-pipeline 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 11d 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 — 123 lines — stays where its author put it; the contents beside it link to each section on GitHub.
CLAUDE.md
This file provides guidance to Claude Code (claude.ai/code) when working with code in this repository.
仓库性质
这不是应用代码仓库,而是一个 AI 开发工作流 skill 集合——为 Claude Code / Codex 提供 /x-* 系列 slash command 的 plugin。仓库本身不包含可运行代码、没有 build、没有测试套件,所有"产物"都是 markdown skill 文件。
方案讲解要通俗: 不要自己乱造词汇,用大白话和用户套路方案,用户偏好费曼学习法,要多使用。
⚠️ 命名陷阱:仓库叫 x-dev-pipeline;仓库内部的 dev-pipeline/tasks/ 保存历史 task
档案。当前 task 统一位于 docs/spec/<spec-name>/tasks/<task-name>/。
仓库布局
x-dev-pipeline/
├── skills/<name>/SKILL.md # skill 定义(YAML frontmatter + 正文)
│ └── references/, templates/ # reviewer prompt、报告模板
├── docs/spec/<spec>/tasks/<task>/ # 当前 task 工件
│ ├── dev-checklist.md, diagram.md, dev-report.md
│ └── reports/ # gate / fix / audit 报告
│ ├── .fix-counter # 批量修轮数(verify 创建,fix 按轮递增,qa-gate 重置)
│ ├── verify/*.md, qa-gate/*.md # Gate ①② 报告
│ ├── fix/*.md # 修复报告(按触发节点分类)
│ └── audit/*.md # 独立巡检报告
├── dev-pipeline/tasks/ # 历史 task 档案;工具不再识别、校验或编排
├── skills/x-dev/scripts/xdev.py # 薄 CLI 路由器
├── skills/x-spec/scripts/ # spec 与包校验引擎
├── skills/x-req/scripts/ # task 引擎
├── skills/x-verify-spec/scripts/ # Gate ① 引擎
├── skills/x-qa-gate/scripts/ # QA issue 事务引擎
├── .claude-plugin/ # Claude Code marketplace 注册
├── .codex-plugin/, .agents/ # Codex 注册
└── examples/, install.sh, install-codex.ps1
核心管线
x-spec ─→ x-adversarial-risk ─→ x-req ─→ x-dev ─→ x-verify-spec ─→ x-qa-gate ─→ x-fix
(docs/spec/) 双评分+对抗 Scenario (task/) 验证是否符合spec.md 批量修+增量复审
命令+smoke/e2e 风险路由:默认 RC 综合 / 高危 R1→R2→R3
- x-spec 产出
docs/spec/<spec-name>/spec.md第一版,记录复杂度/重要性、预算和initial-specScenario - x-adversarial-risk 按预算检查第一版;standard 不读错题集,deep/full 才读取自身独立错题集并补
adversarial-reviewScenario - x-req 只接收风险状态为
skipped-standard或complete的新风险契约,产出docs/spec/<spec-name>/tasks/<task>/ skills/x-dev/scripts/xdev.py只做 CLI 分流;package、task、verify、flag 逻辑分别归各自 skill 引擎- x-plan 已废弃,功能合并到 x-req
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.
- 11d ago Changed · +7 tokens per session 5617f601e21f
- 1mo ago Changed · +16 lines · +749 tokens per session b40e18ecf819
- 1mo ago First seen · 107 lines · 2,657 tokens per session scan A 70c146f24667
x-dev-pipeline CLAUDE.md is an instructions file published in the GitHub repository KtKID/x-dev-pipeline (12 stars, last pushed 11d ago), licensed MIT. It adds 3,413 tokens to every session, about $0.0137 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 2026-08-30.
Other instructions, from other repositories
vscode buildNext.instructions.md
Working notes and architecture documentation for the new esbuild-based build system in build/next. Use when making changes to the new build pipeline (transpile/bundle commands, NLS plugin, source-map handling, resource copying, or self-hosting watch tasks).
next.js AGENTS.md
AGENTS.md instructions for vercel/next.js, covering next.js development guide, codebase structure, monorepo overview, core package: packages/next and other important packages.
vscode oss-third-party-notices.instructions.md
Instructions for microsoft/vscode, covering vs code oss third-party-notices pipeline, architecture, pipeline flow in ci, cache eligibility and rollout and applying the notice (cutover).
langchain AGENTS.md
AGENTS.md instructions for langchain-ai/langchain, covering global development guidelines for the langchain monorepo, corridor security analysis, project architecture and context, monorepo structure and development tools & commands.
deepseek-harness AGENTS.md
AGENTS.md instructions for deepseek-ai/deepseek-harness, covering agents.md, pre-stable apis and released session data, repository layout, commands and host sandbox failures.
vscode copilot-instructions.md
Copilot instructions for microsoft/vscode, covering vs code copilot instructions, project overview, root folders, core architecture (src/ folder) and built-in extensions (extensions/ folder).