Instructions file
A set of Claude Code instructions for developing the Scientify project. It covers the project guide, overview, version-update process, code changes, and working directory.
2.2k 4mo ago A 1,896 tokens
Skill Claude CodeCodex
Use this when the user needs to choose between multiple ML routes after survey but before committing to implementation. Compares candidate approaches, selects one, records rejected routes, and keeps a fallback.
2.2k 4mo ago A 40 tokens
Skill Claude CodeCodex
Use this when the user wants a draft paper, figure bundle, README, release page, or experiment artifact reviewed before sharing. Checks evidence binding, claim scope, captions, layout clarity, and release readiness.
2.2k 4mo ago A 44 tokens
Skill Claude CodeCodex
Use this when the project needs real baseline results before or alongside the main model. Runs classical or literature-aligned baselines under the same protocol and writes a reproducible baseline summary.
2.2k 4mo ago A 40 tokens
Skill Claude CodeCodex
Use this when the project needs a dedicated data-quality review before model review. Checks data reality, split correctness, label health, leakage risk, shape consistency, and mock-data disclosure.
2.2k 4mo ago A 40 tokens
Skill Claude CodeCodex
Use this when the user wants to improve chart quality, standardize plotting style, regenerate release figures, or add captions/protocol notes. Normalizes fonts, colors, legends, units, and scope notes across Scientify figures.
2.2k 4mo ago A 49 tokens
Skill Claude CodeCodex
Use this when the user wants research ideas, innovation points, or to find research gaps (找研究方向, 生成创新点). Generates 5 ideas from collected papers, identifies gaps, proposes novel methods with citations. Requires papers in workspace.
2.2k 4mo ago A 52 tokens
metabolism
08Skill Claude CodeCodex
Knowledge metabolism: Day 0 init (discuss + baseline survey) or daily cycle (incremental search + update knowledge + generate hypotheses). Triggered by bootstrap and daily cron.
2.2k 4mo ago A 39 tokens
Skill Claude CodeCodex
Download academic papers: arXiv source/PDF by ID, DOI papers via Unpaywall open access. Supports batch download.
2.2k 4mo ago A 29 tokens
Skill Claude CodeCodex
Use this when the user wants to improve README, docs pages, or microsites so a new reader can understand what the project is, how to use it, what artifacts exist, and what the scope boundaries are within one screen.
2.2k 4mo ago A 49 tokens
Skill Claude CodeCodex
Skill "research-collect" from tsingyuai/scientify, covering literature survey, output structure, workflow, phase 1: 准备 and phase 2: 增量搜索-筛选-下载（循环）.
2.2k 4mo ago A 14 tokens
Skill Claude CodeCodex
Skill "research-experiment" from tsingyuai/scientify, covering research experiment, prerequisites, output, workflow and step 1: full training.
2.2k 4mo ago A 14 tokens
Skill Claude CodeCodex
Skill "research-implement" from tsingyuai/scientify, covering research implement, prerequisites, output, workflow and step 1: 读取计划.
2.2k 4mo ago A 14 tokens
Skill Claude CodeCodex
Use this skill when the user wants to research a topic, analyze papers, build ML models, or run experiments. Orchestrates the full pipeline: paper search → analysis → planning → implementation → review → experiments.
2.2k 4mo ago A 47 tokens
Skill Claude CodeCodex
Skill "research-plan" from tsingyuai/scientify, covering research plan, prerequisites, output, workflow and step 1: 读取上下文.
2.2k 4mo ago A 12 tokens
Skill Claude CodeCodex
Skill "research-review" from tsingyuai/scientify, covering research review, prerequisites, output, workflow and step 1: 审查代码.
2.2k 4mo ago A 12 tokens
Skill Claude CodeCodex
Skill "research-survey" from tsingyuai/scientify, covering research survey (deep analysis), prerequisites, output, workflow and step 1: 收集论文列表.
2.2k 4mo ago A 14 tokens
write-paper
18Skill Claude CodeCodex
Use this when the user wants a systems paper, experiment paper, technical report, or extended abstract drafted from existing Scientify artifacts. Builds a claim-bounded paper draft from experiment outputs, figures, and supporting notes.
2.2k 4mo ago A 46 tokens
Skill Claude CodeCodex
Use this when the user wants to write a literature review, survey paper, or thesis chapter from existing papers. Guides reading strategy, note-taking, synthesis, and academic writing. NOT for searching new papers (/research-collect) or generating ideas (/idea-generation).
2.2k 4mo ago A 56 tokens
Instructions file CodexOpenCode
Instructions for Growth Lab, an agent runtime that connects a product’s code and materials to repeatable growth workflows. Each workflow observes a product, takes an action, and reviews the result, while files store the methods and records.
2.0k 21d ago A 2,030 tokens
original Apache-2.0
Skill Claude CodeCodex
Collect Bilibili video and creator evidence with MediaCrawler through search, exact BV detail, comments, dynamics, contacts, and optional media. Use for topic, format, title, creator, or audience research with explicit time-range and quality controls.
2.0k 21d ago A 56 tokens
original Apache-2.0
Skill Claude CodeCodex
Collect Douyin competitive evidence with MediaCrawler using keyword search, exact video detail, comments, media, and creator profiles. Use for trend, hook, format, audience-language, or creator research that needs reproducible raw evidence and a documented selection method.
2.0k 21d ago A 57 tokens
original Apache-2.0
Skill Claude CodeCodex
Collect Kuaishou competitive evidence with MediaCrawler using keyword search, exact video detail, comments, media, and creator profiles. Use for trend, format, audience-language, or creator research requiring reproducible source records and explicit collection limits.
2.0k 21d ago A 56 tokens
original Apache-2.0
Skill Claude CodeCodex
Collect Baidu Tieba thread and user evidence with MediaCrawler using keyword or bar discovery, exact thread detail, replies, and creator pages. Use for community pain-point, vocabulary, objection, topic, or user research with thread-context preservation.
2.0k 21d ago A 55 tokens
original Apache-2.0