Research skills

Browse reusable Agent Skills, each with a clear purpose and practical guidance.

bio-database-evidence

Unified biological database evidence owner. Use for gene annotation, variant clinical significance, cancer mutation evidence, GWAS trait associations, pathway mapping, target-disease evidence, protein structures, protein interaction networks, reference single-cell census queries, and cross-database biological ID mapping. Do not use for full single-cell analysis, bulk RNA-seq differential expression, BAM/VCF processing, protein embedding models, metabolic flux modeling, genomic interval ML, or flow-cytometry file parsing.

2.38k repo starsObserved in 1 repos

Research

designing-experiments

Design experiments and quasi-experiments before analysis. Use when choosing study design, treatment/control structure, outcomes, assumptions, validation plans after scientific experiment failure, or which of DiD, ITS, synthetic control, or regression discontinuity fits the research question. For fitting models or estimating effects on existing data, use performing-causal-analysis instead.

2.38k repo starsObserved in 1 repos

Research

scientific-brainstorming

Open-ended scientific ideation partner. Use for research gaps, mechanism exploration, interdisciplinary connections, assumptions, possible research directions, and lightweight literature matrix or A+B paper-combination idea mapping. For structured testable hypotheses and validation plans, use hypothesis-generation instead.

2.38k repo starsObserved in 1 repos

Research

expert-panel

多猫专家辩论团：在现有协作习惯上加一层轻量编排 + WHY 链标准 + 交付链。 Use when: 技术趋势判断、竞品分析、行业事件分析、需要多视角决策支持、operator说"帮我分析一下"。 Not for: 单猫能搞定的问题、代码实现、bug fix、日常聊天。 Output: 洞察卡片(rich block) + 语音总结 + 正式报告(DOCX/PDF)。

2.37k repo starsObserved in 1 repos

Research

memory-search-best-practices

记忆系统多刀检索 + recall coverage 策略（8 类题型 recipe）。 Use when: 任务是 "哪些地方提过 X" / "X 的来源 / source map" / "有没有提过 Y / absence check" / "上次到现在变了什么 / delta" / 冷启动 onboard 复杂主题 / 任何召回任务搜了一刀觉得不够。 Not for: 只是选哪个入口走第一刀（用 memory-navigation）/ 已知精确 anchor 单 Read（直接 Read）/ 代码符号查（Grep/LSP）/ 新功能开发（不是 recall 任务）。 Output: 多 query 多 scope 召回 union 结果 + coverage matrix（item/source/谁提到/直接 vs 间接）+ "何时停下来"判据。 GOTCHA: 和 memory-navigation 互补不重叠 — memory-navigation 决定**第一刀走哪个工具**（search vs graph vs list_recent），本 skill 决定**要不要补刀 + 题型对应几刀几路 + 何时停**。Ragdoll家族（含 47/46/4.5/sonnet）必加载：治 magic word "我能猜出来 / 碎片够了 / 1 刀够了"病。

2.37k repo starsObserved in 1 repos

Research

open-source-teardown

明星开源项目拆解：从宣传/PPT/README 进入源码，验证真实架构、明星特性、算法含量、营销水分、可学习点和不 follow 的 tradeoff。 Use when: operator要求拆解热门 GitHub 项目、竞品 agent/runtime、外部 skill/tool 框架，或问“它到底有什么真本事/我们能学什么”。 Not for: 普通资料搜索（用 deep-research）、社区 issue/PR 运营（用 opensource-ops）、只需要架构头脑风暴（用 collaborative-thinking）。 Output: feature-discussions/YYYY-MM-DD-{project}-deep-dive/ 下的代码证据报告 + 对比结论 + 候选 lesson/skill。 GOTCHA: 不许只看 README 下判断；每个明星特性必须追到代码路径、状态突变点、反馈闭环和算法输入输出。

2.37k repo starsObserved in 1 repos

Research

source-audit

外部证据信源卫生中档闸门。 Use when: 准备引用外部 claim，且命中数字/百分比、benchmark、因果归因、趋势判断、模型能力对比、论文/医学/金融、或会落 docs/ADR/PPT 的高风险特征。 Not for: 简单事实查询、只读官方一手文档且不做外推、已经进入 deep-research 的重调研。 Output: claim ledger + verdict（use / use-with-caveat / reject / escalate-to-deep-research）+ provenance 行。

2.37k repo starsObserved in 1 repos

Research

mpk-internals

Reference guide for the MPK compilation-to-runtime pipeline. Use when asked how MPK works internally, how compilation/code generation works, what happens at runtime, or when debugging the megakernel scheduler.

2.37k repo starsObserved in 1 repos

Research

teach

Explain a body of work plainly so a person actually understands it. Runs the `how` and `why` skills and weaves what they find into one clear explanation. Use for 'teach me this', 'help me really understand X', 'explain this change or subsystem to me'.

2.31k repo starsObserved in 1 repos

Research

why

Use for 'why does X work this way', 'why we picked Y', design rationale, regressions, postmortems, or data-backed thresholds. Discovers available MCPs and queries each evidence category (source control, issue tracker, long-form docs, real-time chat, infrastructure observability, error tracking, product analytics warehouse) in parallel, then returns a cited read on decisions and tradeoffs. Use how for runtime behavior.

2.31k repo starsObserved in 1 repos

Research