Chemistry Reproduction Path

by tangxiangru

Chemistry Reproduction Path is a Quality skill for Claude Code, published by tangxiangru in AutoR.

804 stars25 forkson tangxiangru/AutoRAdded 2026/08/22Repository updated 2026/08/22

View source on GitHub Download repo ZIP

agentaiai-scientistauto-researchclaudeclaude-codecliharnessllmopenaipaperscience

Install in seconds

Install Chemistry Reproduction Path

Copy Chemistry Reproduction Path into your Claude Code skills folder. Run the command in your terminal, or review the source on GitHub before installing.

terminal

npx degit https://github.com/tangxiangru/AutoR/tree/main/src/skills/chemistry-reproduce-the-scoring-path-before-you-replace-it ~/.claude/skills/chemistry-reproduce-the-scoring-path-before-you-replace-it

Requires Node.js. Downloads this skill only — not the rest of the repository — into your Claude Code skills folder.

Without Node.js

git clone https://github.com/tangxiangru/AutoR.git

Clones the whole repository, then copy the skill’s own directory into your skills folder yourself.

In this catalog

Source file: src/skills/chemistry-reproduce-the-scoring-path-before-you-replace-it/SKILL.md in tangxiangru/AutoR
Installs to: ~/.claude/skills/chemistry-reproduce-the-scoring-path-before-you-replace-it
Collection: One of 25 skills cataloged from this repository
Category: Quality — 1354 skills

What Chemistry Reproduction Path does

Chemistry Reproduction Path helps you reproduce a published benchmark score by matching the source's exact scoring path before changing anything. Use it to document splits, filtering, ordering, checkpoint choice, pooling, and seed aggregation, then compare each step against your own run.

Chemistry Reproduction Path is cataloged under Quality on DirSkills. Chemistry Reproduction Path comes from a repository tagged agent, ai, ai-scientist, auto-research and claude.

Documentation

README

Excerpt

Implement the scoring rule you intend to condemn

A leaderboard number is not the model's output. It is the output of a path: a split, a subset of its rows, an order, a batch loader that may discard a partial batch, a checkpoint or an epoch chosen by some rule, an aggregation across tasks or targets, a statistic across seeds. Every one of those steps is worth points of metric, and any one of them left out of your re-implementation goes into your reproduction gap without a label on it.

This is the opening of the README. Read the full README on GitHub.

Frequently asked about Chemistry Reproduction Path

What else does tangxiangru publish alongside Chemistry Reproduction Path?
Chemistry Reproduction Path is one of 25 skills that DirSkills catalogs from tangxiangru/AutoR, the repository it ships in. Its siblings there include A Deliverable Is Not an Instruction, A Value You Did Not Measure Still Has A Source and Answer The Why, Not Only The What. Each one is a separate skill with its own page in this directory, installs the same way Chemistry Reproduction Path does, and is maintained by tangxiangru in that same repository. The rest of the collection is listed on the tangxiangru/AutoR page.
How does Chemistry Reproduction Path compare to other Quality skills?
Chemistry Reproduction Path ranks #954 by stars among the 1354 Quality skills in this catalog. The most-starred ones next to it are Benchmark, Benchmark Optimization Loop and API Design Patterns. DirSkills ranks by the star count of the repository each skill ships in, so that order reflects how popular those repositories are rather than any review of Chemistry Reproduction Path against them. Open each page to compare what they document and how they install.