metago-thought-09-yixiao-traceability

metago-thought-09-yixiao-traceability is a skill for Claude Code, Codex from metago-ai/metagolifeform. It costs 68 tokens per session (1,038 once invoked), scanned A, original, MIT.

A framework for tracing something back through its history, origin, causes, spread, value, and deeper meaning. It uses five viewpoints to build a fuller account of where something came from and why it matters.

In plain words
What is it for?
Use it for root-cause analysis, investigating the history of knowledge or technology, examining where value comes from, and producing a structured traceability report.
Why use it?
It helps move beyond surface explanations and find root causes, historical turning points, and the context behind an idea or system.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it for root-cause analysis, investigating the history of knowledge or technology, examining where value comes from, and producing a structured traceability report.

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Install with agentmods
npx agentmods add skills/metago-ai/metagolifeform/metago-thought-09-yixiao-traceability
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 metago-ai/metagolifeform --skill metago-thought-09-yixiao-traceability
Clone the repo
git clone --depth 1 https://github.com/metago-ai/metagolifeform

Made for: Claude Code, Codex.

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 metago-thought-09-yixiao-traceability

README.md
[![agentmods](https://agentmods.dev/badge/skills/metago-ai/metagolifeform/metago-thought-09-yixiao-traceability/github.svg)](https://agentmods.dev/skills/metago-ai/metagolifeform/metago-thought-09-yixiao-traceability)
Your own site
<a href="https://agentmods.dev/skills/metago-ai/metagolifeform/metago-thought-09-yixiao-traceability"><img src="https://agentmods.dev/badge/skills/metago-ai/metagolifeform/metago-thought-09-yixiao-traceability/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.

agentmods 80×15 button for metago-thought-09-yixiao-traceability

Your own site · 80×15
<a href="https://agentmods.dev/skills/metago-ai/metagolifeform/metago-thought-09-yixiao-traceability"><img src="https://agentmods.dev/badge/skills/metago-ai/metagolifeform/metago-thought-09-yixiao-traceability.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 68 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,038 The whole file, excluding the scripts and references it only reads on demand.
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 $0.00068 $0.01038
Opus 5 $0.00034 $0.00519
Sonnet 5 $0.00014 $0.00208
Haiku 4.5 $0.00007 $0.00104

Measured 9d ago against content hash 7e0e1973eb31, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

metago-thought-09-yixiao-traceability 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 9d 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.

plugins/agent-plugins-1.0.0/skills/metago-thought-09-yixiao-traceability/SKILL.md · 92 lines

What it actually says

易霄溯源论 V16.3

描述

通过时间、空间、因果、价值、意义五大维度对任意事物进行深度溯源,揭示其起源、演化、关联、价值与深层意义,构建全景式的溯源认知体系。

触发条件

  • 需要追溯事物的根本起源
  • 进行根因分析或知识考古
  • 探究某概念/技术/现象的价值本源
  • 需要理解事物的深层意义

前置条件

  • 明确的溯源对象
  • 可获取的历史/上下文信息

元思想核心

五维溯源模型

维度 原理 核心问题 溯源方法
时间溯源 时间原理 它从何时开始?演化路径如何? 时间线回溯、阶段划分
空间溯源 空间原理 它从何处起源?如何扩散? 空间图谱、传播路径
因果溯源 因果原理 它因何而生?根因是什么? 五问法、因果链分析
价值溯源 价值原理 它为什么有价值?价值从何而来? 价值链分析、需求溯源
意义溯源 意义原理 它的深层意义是什么? 现象学还原、本质直观

溯源深度公式

溯源深度 D = w1*T + w2*S + w3*C + w4*V + w5*M
  • T/S/C/V/M 分别为五维溯源得分(0-1)
  • 默认等权 w=0.2,可根据需要调整

溯源收敛条件

  • 当回溯到"第一因"(不可再追溯的根因)时,溯源收敛
  • 收敛点 D >= 0.8 为深度溯源
  • 收敛点 D < 0.5 为浅层溯源

推理框架

步骤 1:时间溯源

  • 绘制事物的时间演化线
  • 识别关键转折点
  • 追溯到最早可考的起源点

步骤 2:空间溯源

  • 绘制事物的空间分布图谱
  • 追溯起源地与传播路径
  • 识别空间扩散的模式

步骤 3:因果溯源

  • 用五问法(连续追问 5 个为什么)
  • 构建因果链
  • 找到第一因(不可再追溯的根因)

步骤 4:价值溯源

  • 分析事物的价值来源
  • 追溯价值链的上游
  • 识别价值的本质基础

步骤 5:意义溯源

  • 进行现象学还原(剥离表层,直抵本质)
  • 探究事物的存在意义
  • 揭示深层目的

步骤 6:综合溯源报告

  • 汇总五维溯源结果
  • 计算溯源深度 D
  • 识别五维之间的交叉验证点

验证方法

  1. 五维溯源是否全部完成(无遗漏维度)
  2. 时间溯源是否有可考据的时间点
  3. 因果溯源是否到达第一因(不可再追溯)
  4. 价值溯源是否区分了工具性价值与内在价值
  5. 意义溯源是否超越了表层功能描述
  6. 五维结果是否交叉一致(非矛盾)
  7. 溯源深度 D 是否 >= 0.8(深度溯源)
  8. 用已知历史案例回测:溯源结果是否与学术共识一致
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. 9d ago First seen · 92 lines · 68 tokens per session scan A 7e0e1973eb31

Subscribe to this mod's changes

metago-thought-09-yixiao-traceability is a skill published in the GitHub repository metago-ai/metagolifeform (4 stars, last pushed 11d ago), licensed MIT. It adds 68 tokens to every session and 1,038 once invoked, about $0.0003 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 2026-09-03.