Borrowing it
Nothing to install: this file belongs to Lambenthan/empiricalwiki. 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/Lambenthan/empiricalwiki/main/CLAUDE.mdgit clone --depth 1 https://github.com/Lambenthan/empiricalwikiWrote 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/lambenthan/empiricalwiki/claude-md)<a href="https://agentmods.dev/instructions/lambenthan/empiricalwiki/claude-md"><img src="https://agentmods.dev/badge/instructions/lambenthan/empiricalwiki/claude-md.svg" alt="Measured on agentmods" 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 | $0.04351 | $0.04351 |
| Opus 5 | $0.02176 | $0.02176 |
| Sonnet 5 | $0.00870 | $0.00870 |
| Haiku 4.5 | $0.00435 | $0.00435 |
Grade A, and why
empiricalwiki 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.
How it starts
The opening of the file, as written. The whole thing — 190 lines — stays where its author put it; the contents beside it link to each section on GitHub.
EmpiricalWiki — Runtime Schema
面向经管、会计、金融、管理、经济学实证研究的垂类 LLM Wiki。由 Claude Code 驱动。 本文件是 wiki 的运行时入口,定义页面结构、链接规范、workflow 约束。
仓库布局
需要完整仓库树时,再打开 docs/runtime-directory-structure.zh.md。
平时请优先记住这个心智地图:
wiki/ 是主要工作面
wiki/index.md是所有 wiki 页面的目录wiki/log.md是 append-only 活动日志wiki/papers/存放实证论文结构化卡片wiki/variables/、wiki/datasets/、wiki/models/、wiki/mechanisms/、wiki/hypotheses/、wiki/identification/、wiki/robustness/、wiki/heterogeneity/、wiki/tables/存放实证研究设计层wiki/assumptions/、wiki/propositions/存放理论建模层(模型原语与形式化结论);与wiki/mechanisms/、wiki/hypotheses/共同把理论与实证接在同一张 graph 上wiki/concepts/、wiki/topics/、wiki/foundations/存放可复用知识结构wiki/people/、wiki/ideas/、wiki/experiments/、wiki/claims/存放研究者、假设、实验和断言wiki/Summary/存放领域级综述wiki/outputs/存放生成产物wiki/graph/是派生状态,禁止手动编辑- 想把 wiki 看成带图谱/搜索/反链的本地网站:跑
tools/view.sh,详见docs/view-quartz.zh.md(基于 Quartz,只读渲染,不改内容)
格式护栏
- 在新建或修复 wiki 页面结构、YAML、正文章节前,先打开
docs/runtime-page-templates.zh.md - 需要 graph 派生文件细节或
index.md/log.md格式时,打开docs/runtime-support-files.zh.md SKILL.md是 skill 的即时入口;较大的 skill 也可以在各自目录下提供按需读取的本地参考文件/init是这一模式的第一个具体例子:先读.claude/skills/init/SKILL.md,只有在需要时再打开.claude/skills/init/references/*
raw/ 与 config/
raw/papers/、raw/notes/、raw/web/是用户自有输入raw/discovered/存放/init与/daily-arxiv抓取的外部论文raw/tmp/存放/init与直接本地/ingest使用的生成型 prepared sidecarconfig/存放环境与远程服务器模板
页面类型
实证研究核心类型:papers、variables、datasets、models、mechanisms、hypotheses、identification、robustness、heterogeneity。/empirical-ingest 自动产出这九类。
理论建模核心类型:assumptions(模型原语:参与人/偏好/信息/时序/约束)、propositions(形式化结论:命题/定理/引理)。papers 用 paper_kind: empirical|theory|both 区分范式,决定 ingest 走 /empirical-ingest 还是 /theory-ingest。
按需类型(有模板与目录,但只在特定 skill 或用户明确要求时才创建页面,平时为空是正常状态):
tables— 仅当用户要求逐表复现某篇论文时建页;日常 ingest 把关键表格结论写进论文卡即可。concepts、people、claims— 由通用/ingest与/novelty、/review维护;纯实证流程可能始终为空。ideas、experiments— 由/ideate、/exp-design、/exp-run维护;经管实证优先用models/+identification/+robustness/,experiments/留给计算实验与仿真。topics、Summary— 由/prefill、/survey维护。foundations— 由/prefill预填教科书背景,终端节点不写反向链接。
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.
- 7d ago First seen · 190 lines · 4,351 tokens per session scan A f3c626b955c0
empiricalwiki CLAUDE.md is an instructions file published in the GitHub repository Lambenthan/empiricalwiki (82 stars, last pushed 2mo ago), licensed MIT. It adds 4,351 tokens to every session, about $0.0218 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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