Controls error rates across thousands of simultaneous tests in genomics discovery using false-discovery-rate methods (Benjamini-Hochberg 1995; Benjamini-Yekutieli 2001 for…
Calculates statistical power for high-dimensional genomics experiments (bulk RNA-seq, scRNA-seq, ATAC-seq, ChIP-seq, methylation, proteomics) under negative-binomial count models…
Structures biological experiments so inference is valid by construction, covering Fisher's principles (randomization, replication, local control), the…
Estimates the minimum biological replicates (or cells/events) for a target power at a target FDR in genomics experiments using ssizeRNA, PROPER, powsimR for scRNA-seq, and…
Strategic scientific problem selection, project ideation, and troubleshooting based on the Fischbach & Walsh framework.
Build an executive-ready business case for a CX initiative. Frames the case using a Value Engineering structure (Objective → Problem → Solution → Outcome → Value Realization…
Use blind-review-sanitizer for academic writing workflows that need structured anonymization, explicit assumptions, and clear output boundaries for double-blind submission.
Bibliographic research agent for analyzing books and manuscripts. Builds comprehensive "book biographies" showing production context, textual transmission, related editions, and…
Comprehensive research and analysis of books with actionable insights, hidden gems, and personalized recommendations.
Execute research workflow orchestration - processes pending research tasks sequentially
Guides researchers through structured ideation frameworks to discover high-impact research directions.
Skriptoteket-specific brutalist/academic UI design for the Vue 3 + Vite SPA. Uses Tailwind v4 utilities mapped to HuleEdu tokens and SPA primitives.
Preserve discovered bugs as durable BUGS.md entries with reproduction steps, expected behavior, hypothesis, status, verification, and resolution.
Use when creating reusable GitLab CI/CD configurations, building component catalog entries, or packaging pipeline templates for sharing - provides systematic guide following…
Use when designing, updating, or exploring system architecture with C3 methodology - iterative scoping through hypothesis, exploration, and discovery across…
Homer L3 — Epic Research Muse. Deep synthesis from web + local research sources. Zeus dispatches Calliope as a parallel subagent when a plan includes a research subtask.
Cancer Research (AACR) figures: resolution (300-1200 DPI), formats (EPS/TIFF/AI), hierarchical panel labels (Ai, Aii, Bi), figure/table limits, legend requirements with replicate…
North star principles from CATY equity research project - professional HTML standards, external source citations, audit-grade documentation, and target profile frameworks that…
Use when the user wants a terse, opinionated, research-backed answer to a "what tech/tools/stack do I need for X" question, or asks how to approach building something.
Use when assembling ethics approvals and availability statements for a Cancer Cell (Cell Press) manuscript — IACUC animal approval, human-sample IRB/consent, biosafety, and…
Use when responding to Cancer Cell (Cell Press) reviewer reports — planning new experiments, writing a point-by-point response, and calibrating claims for revision.
Search Slack for interpreted organizational context -- decisions, constraints, and discussion arcs that shape the current task.
Use when positioning a 《经济学(季刊)》 (China Economic Quarterly, CEQ) manuscript's contribution against the literature — benchmarking the precise method/result delta versus specific…
Academic paper writing skill for 3D vision, computer graphics, CAD, and 3D understanding. Covers NeRF, 3DGS, SLAM, point cloud processing, 3D shape understanding/generation, CAD…
Design and document chaos engineering experiments. Guide steady state baseline, hypothesis formation, failure injection plans, and results analysis.
Drafts filing-ready Annual Reports for State Charity Bureaus with certified financials, governance disclosures, and required attachments.
Researches state-specific charitable solicitation filing requirements keyed to gross revenue, producing a citation-backed state-by-state compliance matrix of audit thresholds,…
Use when the literature section of a 《中国工业经济》 (China Industrial Economics) manuscript is a citation pile instead of a critical review that locates the gap.
Rebuild bidirectional citation edges across the research corpus. Scans outgoing citation tables, computes the inverse map, and rewrites all incoming tables to match.
Use when identifying seminal papers in a research field, mapping research lineage and intellectual heritage, discovering related work through reference tracking, or finding…
Format citations and bibliographies in multiple academic styles (APA, IEEE, Chicago, Harvard, MLA, Nature, Science).
Verify citations against the research corpus to prevent hallucinated references and enforce GRADE compliance
Source tier definitions, citation formatting, verification patterns, and hallucination prevention. Load when writing content that requires external evidence, statistics, or expert…
4-layer response shape for MCP tools that emit claims linked to sources — source-exists, claim-derivable, no-over-extension, no-hallucinated-cite.
Safely remove intermediate files from completed research sessions while preserving important data
Generates a structured prompt framework for clinical study protocols. Supports Diagnostic, Efficacy, Etiology, and Prognosis studies.
Delegiert Code-Review, Research-Synthesis, Adversarial-Cross-Check an Codex CLI (`codex exec`, `codex review`).
Diagnose and fix broken LLM model configurations in CogniForge microservices. Use when: AI responses are empty, garbage, or missing LaTeX; reasoning-agent returns empty answers or…
Orchestrate Google Colab Pro/Pro+ GPU instances as remote training backends via SSH. Compounds /agent-browser (to launch Colab sessions and install colab-ssh) with SSH (to operate…
Colab file paths after unzipping repo. Trigger when: (1) API key file not found, (2) file path errors in Colab, (3) configuring notebook paths, (4) 'yfinance fallback' despite…
Set the collaboration style for a session — step-by-step (guided), deep-think (research-first recommendations), or pair (equal partners switching roles).
Collaboration planning tool — analyze content overlap between you and potential collaborators, propose win-win collaboration formats (cross-posts, interviews, co-authored content,…
Async collaborative brainstorming between multiple human+Claude pairs via a shared folder — write-once block files, assembly on read, no merge conflicts.
Generate comprehensive lab member rosters in both markdown and CSV formats. Analyzes member profiles, git history, and alumni information to create detailed rosters with — from…
Generates complete comorbidity-oriented shared-biomarker bioinformatics research designs from a user-provided disease pair and validation direction.
Performs deep 13-dimension competitor analysis with quantitative scoring rubric. Produces a competitor dossier
Research UI component patterns across 60 component types and 95 production design systems (2,676+ examples from component.gallery).
11 academic writing skills. Trigger: writing paper sections, structuring arguments, academic prose. Design: section-by-section guides (abstract, intro, methods, discussion) with…
Ensure thorough validation, error recovery, and transparent reasoning in research tasks with multiple tool calls
Performs systematic literature review following PRISMA guidelines with search strategy documentation.
Use conference poster pitch for academic writing workflows that need structured execution, explicit assumptions, and clear output boundaries.
Anthropic's method for training harmless AI through self-improvement. Two-phase approach - supervised learning with self-critique/revision, then RLAIF (RL from AI Feedbac — from…
Automatically fetch latest library/framework documentation for Claude Code via Context7 API — from BenedictKing/context7-auto-research
Contextual Retrieval implementation for RAG - chunks clinical notes with LLM-generated context prepended to each chunk before embedding.
Generates complete conventional non-oncology bioinformatics research designs from a user-provided disease context, process-related gene family or biological theme, and va — from…
面向中文学术论文的降 AIGC 检测率 Skill。针对知网、万方、维普、Turnitin 中文版的检测机制，识别并消除中文大语言模型的 17 类结构化写作痕迹。采用"定位 → 诊断 → 改写 → 自评 → 复查"五步闭环工作流，分章节差异化策略（摘要/引言/文献综述/方法/结果/讨论/结论），保持学术严谨性前提下通过检测。
Build agentic applications with GitHub Copilot SDK. Use when embedding AI agents in apps, creating custom tools, implementing streaming responses, managing sessions, connecting to…
Board Paper und Business Judgment: Erstellt Entscheidungsunterlagen für Vorstand/Geschäftsführung/Aufsichtsrat mit Informationsgrundlage, Alternativen, Risiken und KI-Ein — from…
Personal assistant for university management (Uniremington). Orchestrates Moodle Navigator and ClickUp Manager to sync courses, track deadlines, and manage study materials.
Use when the research design is the bottleneck for a 《中国行政管理》 manuscript — choosing and stress-testing a quantitative, qualitative, or normative design and matching it to the…