Design and run chaos experiments using Litmus or Chaos Mesh. Test system resilience via controlled fault injection, validate hypothesis-driven tests, improve failure recovery.
Use Open Deep Research when an agent should run a configurable research job that searches, compresses, synthesizes, and writes a cited report across multiple model and search…
Use Academic Research Skills to guide Claude Code through research planning, literature review, drafting, review, revision, citation checks, and publication preparation.
Use Local Deep Research to run private agentic research passes across web, academic, and local document sources with citations and an encrypted knowledge base.
Use DeerFlow to orchestrate subagents, memory, sandboxes, tools, and skills for supervised research, coding, and creation tasks that take minutes to hours.
Install reusable Codex or Claude Code skill bundles for Nature-style manuscript polishing, academic writing, citations, paper reading, response drafting, data handling, slides,…
Create persistent investment-research workspaces where agents process market data, filings, models, charts, and thesis updates over time.
Run a pre-registered quantitative experiment with held-out fixtures, multi-model k=5 execution, statistical verdict, and evidence write-back.
Give an agent curated scientific workflows, databases, and domain-specific guidance when general prompting is not reliable enough for research-heavy work.
Use Khoj to connect private knowledge and web sources, create a custom agent, and schedule recurring research or notification workflows.
Use tldw_server when an agent workflow needs to ingest video, audio, documents, and web pages into a local research layer with RAG, evals, OpenAI-compatible APIs, and MCP access.
Use when about to execute Ruby code, run a benchmark, or invoke bundle/irb for any part of this talk repo.
Estimates required sample sizes for differential expression, ChIP-seq, methylation, and proteomics studies.
Evidence Loop — SAP 운영 진단을 라이브 접근 없이 "확인→수정→재확인" 루프로 수행. 18개 sapstack 모듈과 15개 컨설턴트 에이전트를 오케스트레이션하는 상위 스킬. Turn-aware 응답 포맷 (Hypothesis → Follow-up → Verify → Fix + Rollback).
Send a sliced 3MF (or slice an STL/SCAD first) to a Bambu Lab X1C via Bambu Cloud and start the print.
Use to create a new research project from the template via conversation — no terminal, no `cp` commands.
定时研究监测器：围绕已有文档或给定 topic 理解当前研究方向，按最近一段时间持续检索 arXiv、官方 benchmark 页面、数据集页面、公司官方博客和权威技术来源，生成中文增量证据摘要与待更新候选项。适合 recurring research、自动化巡检和新证据跟踪时调用。
Search academic literature with Google Scholar using effective queries, citations, and filters.
Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation — from…
Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation — from…
Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation — from…
Find academic papers, explore citations, and export BibTeX. Use when asked about research papers, references, citations, bibliography, or scholarly information.
Polishes academic English paragraph by paragraph, reviewing grammar, word choice, voice, coherence, and sentence structure. Outputs revision suggestions alongside polished text.
Provides pre-kindergarten readiness checklists covering academic foundations, social-emotional skills, self-care abilities, and first-day preparation logistics.
Structured hypothesis formulation from observations. Use when you have experimental observations or data and need to formulate testable hypotheses with predictions, propo — from…
Simulates a strict SCI peer-review workflow; trigger when a user uploads or pastes a manuscript (PDF/DOC/DOCX/TXT) and requests an innovation score (1–12) plus experimental-logic…
Translates dense scientific terminology from academic papers, press releases, or expert interviews into plain English a journalist can quote or paraphrase.
Use when targeting 《科研管理》(Science Research Management — 中国科学院科技战略咨询研究院主办的科研/创新管理月刊, 1980 年创刊) or deciding whether a Chinese R&D/innovation-management manuscript fits this venue.
Creative research ideation and exploration. Use for open-ended brainstorming sessions, exploring interdisciplinary connections, challenging assumptions, or identifying re — from…
Creative research ideation and exploration. Use for open-ended brainstorming sessions, exploring interdisciplinary connections, challenging assumptions, or identifying re — from…
Creative research ideation and exploration. Use for open-ended brainstorming sessions, exploring interdisciplinary connections, challenging assumptions, or identifying re — from…
Generate BibTeX from DOI metadata and check open-access status on iOS through AMA native intents instead of citation scripts.
Reviews scientific documents for logical clarity, argument soundness, and rigor by auditing hypothesis-data alignment, claim-evidence chains, quantitative precision, hedging…
Evaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying biases and confounders, applying evidence grading frameworks — from…
Evaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying biases and confounders, applying evidence grading frameworks — from…
Evaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying biases and confounders, applying evidence grading frameworks — from…
Direct REST API access to KEGG (academic use only). Pathway analysis, gene-pathway mapping, metabolic pathways, drug interactions, ID conversion.
Debug by turning a belief about the code into a falsifiable hypothesis, predicting an observable, and running the one probe that can refute it.
Automated LLM-driven hypothesis generation and testing on tabular datasets. Use when you want to systematically explore hypotheses about patterns in empirical data (e.g — from…
Structured hypothesis formulation from observations. Use when you have experimental observations or data and need to formulate testable hypotheses with predictions, propo — from…
Build and operate the "Scientific Hypothesis Prioritization for legal and policy workflows" capability for legal and policy workflows.
Assess paper and journal impact using OpenAlex citation counts, optional Altmetric data, and curated journal impact-factor references.
Scientific manuscript writing: IMRAD, citation styles (APA/AMA/Vancouver/IEEE), figures/tables, reporting guidelines (CONSORT/STROBE/PRISMA/ARRIVE), writing principles…
The scientific method as an epistemological framework for producing reliable knowledge. Covers observation, question formation, hypothesis construction, experimental testing, data…
Summarises a scientific paper in plain language — covering the research question, methodology, key findings, limitations, and implications — so a journalist can accurately report…
Structured manuscript/grant review with checklist-based evaluation. Use when writing formal peer reviews with specific criteria methodology assessment, statistical validi — from…
Comprehensive toolkit for creating, analyzing, and visualizing complex networks and graphs in Python.
Python interface to OpenMS for mass spectrometry data analysis. Use for LC-MS/MS proteomics and metabolomics workflows including file handling (mzML, mzXML, mzTab, FASTA — from…
科研助手基于134个科学技能库,提供从文献检索到论文发表的全流程科研支持,核心功能包括文献检索与综述(PubMed/Google…
Comprehensive scientific document review and analysis. Use when Claude needs to review scientific papers, reports, preprints, or other research documents for: (1) Identifying and…
Generate testable hypotheses. Formulate from observations, design experiments, explore competing explanations, develop predictions, propose mechanisms, for scientific inq — from…
Systematic literature-review workflow for academic, biomedical, technical, and scientific topics, including search planning, source screening, synthesis, citation checks, and…
Systematic peer review toolkit. Evaluate methodology, statistics, design, reproducibility, ethics, figure integrity, reporting standards, for manuscript and grant review — from…
Structured scholarly-work evaluation for papers, proposals, literature reviews, methods sections, evidence quality, citation support, and research-writing feedback.
Write scientific manuscripts. IMRAD structure, citations (APA/AMA/Vancouver), figures/tables, reporting guidelines (CONSORT/STROBE/PRISMA), abstracts, for research papers and…
This is the core skill for the deep research and writing tool—combining AI-driven deep research with well-formatted written outputs.
Core skill for the deep research and writing tool. Write scientific manuscripts in full paragraphs (never bullet points).
Core skill for the deep research and writing tool. Write scientific manuscripts in full paragraphs (never bullet points).
This is the core skill for the deep research and writing tool—combining AI-driven deep research with well-formatted written outputs.
SciPlot Academic 科研绘图技能（sciplot-academic 包配套 skill，本仓库默认绘图入口）。 当用户请求绘制科研/论文/竞赛图表（折线、散点、柱状、箱线、小提琴、热力、气泡热力、 边际分布、雨云、蜂群、山脊、六边形、哑铃、发散条形、甘特、打包气泡、雷达、3D 曲面/瀑布、 网络/3D 网络、维恩、密度、QQ、残差、PCA 等…