A medical assistant tool that transforms complex biochemical laboratory test results into clear, patient-friendly explanations with safety disclaimers and severity flags.
Final retrospective and self-assessment for participants of Claude Code Lab. Runs four sequential interactive parts — progress audit, best prompt, monthly plan, and feedback —…
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…
실습설계자(lab-designer)가 사용하는 실습 스캐폴딩 전문 스킬. 실습 난이도 조절, 스타터 코드 설계, 캡스톤 프로젝트 구조, 자기 주도 학습 유도 전략을 제공한다. '실습 설계', '프로젝트 과제', '스캐폴딩', '핸즈온 랩' 등에 활용한다.
Deploy a known-vulnerable Bishop Fox IAM lab, evaluate it with Stave, and confirm findings match the documented attack paths — trust via an independent oracle
Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation — from…
Use to build The Lancet's signature Research in context panel — the three mandatory headed parts (Evidence before this study, Added value of this study, Implications of all the…
LLM observability platform for tracing, evaluation, and monitoring. Use when debugging LLM applications, evaluating model outputs against datasets, monitoring production — from…
LLM observability platform for tracing, evaluation, and monitoring. Use when debugging LLM applications, evaluating model outputs against datasets, monitoring production — from…
Write academic reports in formal Indonesian Bahasa. Use when asked to create laporan tugas besar, praktikum, penelitian, or similar formal academic documents.
LaTeX document authoring with arXiv submission best practices, Overleaf patterns, and academic publishing conventions.
Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and scientific communic — from…
Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and scientific communic — from…
Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and scientific communic — from…
Research posters in LaTeX using beamerposter, tikzposter, or baposter. Layout, typography, color schemes, figure integration, accessibility, and QA for conferences.
9 legal research skills. Trigger: legal research, case law analysis, regulatory compliance. Design: legal databases, citation networks, and judicial analytics tools.
9 legal research skills. Trigger: legal research, case law analysis, regulatory compliance. Design: legal databases, citation networks, and judicial analytics tools.
USE FOR: per-question Lean 4 research — picking a research method (Mathlib grep / Web / repo grep / sub-agent), choosing depth (Shallow / Standard / Deep / Exhaustive), emitting a…
REDIRECT — the typed research protocols (M/T/L/S/D/X/E) previously hosted here have been folded into `lean-research` Part 9.
A practical guide for UK lawyers and legal researchers using Claude with the UK Legal MCP server. Explains the five core research workflows — legislation lookup, case law…
Civil litigation, contract law, legal research methodology, rules of professional conduct, and legal citation format
Expert legal research agent for finding and scraping expungement data state by state. Knows authoritative sources, URL patterns, Firecrawl configuration, and 2026 legal l — from…
Legal research expertise — auto-activates when locating cases, statutes, and procedural rules for litigation tasks
Synthesizes U.S. statutes, case law, and regulatory guidance into attorney-ready litigation research summaries with counterarguments and strategic implications.
Generate a legal research memo with claim-level source verification, confidence flags, and primary-authority priority.
Analyze statutes, acts, and regulations section by section — deconstruct structure, parse definitions, classify operative verbs, map exceptions and conditions, assess penalty…
Gestalte einen kompletten Lesson-Study-Zyklus von der Forschungs-Frage durch kollegiale Planung zur Research-Lektion.
对已确认可行的 idea 制定极其详细的研究方案、实验设计与执行规划。当用户的 idea 已通过 m04 审查、需要把 idea 拆成可执行可复现的完整科研流程时使用。覆盖研究目标、技术路线、数据流程、实验/消融/敏感性/鲁棒性/显著性检验、时间安排、风险与备选,并保证全程可复现。
Analyze Linear A inscriptions computationally via Gordon's Semitic hypothesis — sign frequency, co-occurrence stats, consonantal skeleton extraction, Proto-Semitic root…
Academic paper reading and research development system for biomedical researchers. Finds papers via Semantic Scholar, reads with structured notes, tracks discussion insights, and…
Fast first-pass research on a topic. Spawns 2 parallel subagents, capped depth, produces a 1000-1500 word main note in the Obsidian vault with inline citations and a References…
Analyze academic papers with an engineering focus; verify claims with evidence and propose actionable follow-ups.
Rapidly skim and summarize academic papers (default:PDF-to-Markdown full text with `## Page XX` pagination and image references) and output a structured extensive-reading summary…
文献深度解读助手,像研究生导师一样交互式解读 Zotero 库中的学术论文(计算机/深度学习/自动化方向,个人向)。当用户提供文献题目、DOI、PDF 或要求解读某篇论文时触发;通过 Zotero MCP 优先获取全文,按用户意图自动选择快速筛选、导师深读或研究复盘模式。多篇论文综合、对比、找研究空白或批量规范化时改用 paper-workbench。
Structured paper search and synthesis — search papers, extract key claims, build annotated bibliography, identify gaps.
Step 3 of the PaperOrchestra pipeline (arXiv:2604.05018). Execute the literature search strategy from outline.json — discover candidate papers via web search, verify them through…
Structure a literature review that argues, not lists — thematic synthesis from your sources with the debate mapped and the gap identified.
Structured literature review planning with systematic methodology, source evaluation, and synthesis frameworks.
literature review structured + gap | สำหรับ นักศึกษา. Triggers when user says (Thai/EN): 'literature review', 'ทบทวนวรรณกรรม
Literature review agent - systematic evidence gathering and appraisal for drug-target-disease hypotheses, with evidence level classification
根据用户提供的论文主题,进行系统性中英文文献回顾(Literature Survey)。 采用8阶段工作流,支持CNKI、Web of Science、ScienceDirect等主流数据库, 无需API配置,通过浏览器自动化获取文献信息。 输出包含GB/T 7714-2015引文、标题、摘要的Markdown文档。 当用户提到"文献回顾 — from…
Interpret figures in academic papers and their captions when the input is a PDF-to-Markdown document with page markers and image links, producing a structured Markdown report for…
Implements and trains LLMs using Lightning AI's LitGPT with 20+ pretrained architectures (Llama, Gemma, Phi, Qwen, Mistral).
Academic literature orientation skill that searches papers via Consensus, builds a strategic search plan using PICO (default) or SPIDER / Decomposition / hybrid as fallbacks, and…
Trace the intellectual lineage of the 3 most-mentioned concepts in a research corpus — who first proposed each idea, who challenged it, who refined it, and where consensus stands…
Literature review intake — when the user uploads multiple research papers, produce a corpus-level inventory before any deep questions: paper-by-paper one-liner (author, year, key…
Produce a deep, multi-source, cited research brief on a topic from live web data using Bright Data's Discover API (intent-ranked web search + parsed page content).
Paper reader for non-academics. Takes a paper and extracts its ideas for personal use. Focuses on understanding, not academic critique.
Paper workflow: read papers + cast cards in one go. Takes one or more arxiv links, paper URLs, PDFs, or paper names.
论文倒读法:给一篇论文,递归找出它批判和改进的前序论文(最多5层),再找它之后的最新进展,从源头正向讲述问题演化史。以问题为轴,费曼式讲解每篇论文看到的问题和解法创新。Use when user shares a paper and wants to understand its intellectual lineage, citation chain,…
Deconstructs academic papers like an X-ray machine, extracting core contributions, critical assumptions, and napkin-worthy insights from research papers.
Runs LLM inference on CPU, Apple Silicon, and consumer GPUs without NVIDIA hardware. Use for edge deployment, M1/M2/M3 Macs, AMD/Intel GPUs, or when CUDA is unavailable — from…
Expert guidance for fine-tuning LLMs with LLaMA-Factory - WebUI no-code, 100+ models, 2/3/4/5/6/8-bit QLoRA, multimodal support — from Orchestra Research
Large Language and Vision Assistant. Enables visual instruction tuning and image-based conversations. Combines CLIP vision encoder with Vicuna/LLaMA language models.
Evaluates LLMs across 60+ academic benchmarks (MMLU, HumanEval, GSM8K, TruthfulQA, HellaSwag). Use when benchmarking model quality, comparing models, reporting academic r — from…
Evaluates LLMs across 60+ academic benchmarks (MMLU, HumanEval, GSM8K, TruthfulQA, HellaSwag). Use when benchmarking model quality, comparing models, reporting academic r — from…
Use when an evaluation run needs mandatory official-doc, MCP Ref, Context7, and current best-practice research with a structured research summary.
Multi-cycle deep research using locally-hosted LDR (Local Deep Research) service. Use when user asks for comprehensive research with citations, literature reviews, competitive…
Build a searchable Asta document index from a collection of local PDF files. Use when the user asks to "index these PDFs", "put these PDFs into an Asta index", "index these PDFs…
Extend context windows of transformer models using RoPE, YaRN, ALiBi, and position interpolation techniques.