literature review structured + gap | สำหรับ นักศึกษา. Triggers when user says (Thai/EN): 'literature review', 'ทบทวนวรรณกรรม
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。…
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…
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,…
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.
Extend context windows of transformer models using RoPE, YaRN, ALiBi, and position interpolation techniques.
A/B test design — produce an experiment spec with hypothesis, primary metric, MDE, sample size, run time, and decision rule.
Monitors research compliance with federal regulations (21 CFR, 45 CFR 46) and institutional policies.
Lightweight entry point for ad-hoc manuscript writing: drafting, refining, or editing journal manuscript text without running a full pipeline.
Use market access value for academic writing workflows that need structured execution, explicit assumptions, and clear output boundaries.
Comprehensive market research and analysis skill. Use when sizing markets, conducting competitive analysis, generating professional market research reports, analyzing consumer…
Expert market research analyst who performs deep competitive analysis, trend forecasting, TAM/SAM/SOM sizing, and customer persona development.
Generates professional market research reports by analyzing business intent, decision levels, and conducting multi-source data retrieval (Web, PubMed, Clinical Trials).
Generate comprehensive market research reports (50+ pages) in the style of top consulting firms (McKinsey, BCG, Gartner).
Generate comprehensive market research reports (50+ pages) in the style of top consulting firms (McKinsey, BCG, Gartner).
Market research specialist focused on comprehensive market analysis, consumer behavior insights, and market opportunity identification.
Convert Markdown to premium-themed PDFs, slide decks (PPTX/PDF), styled HTML, and shareable links via the MarkPDF MCP server.
Use when the user explicitly needs MATLAB or .m scripts for local scientific computing, simulation, signal processing, image processing, statistics, or experiment reproduction.
Optimize MATLAB code for better performance through vectorization, memory management, and profiling. Use when user requests optimization, mentions slow code, performance issues,…
MATLAB/GNU Octave numerical computing: matrices, linear algebra, ODEs, signal processing, optimization, statistics, scientific visualization. MATLAB-syntax examples run on both.
Generate correct MATLAB code using the Symbolic Math Toolbox. Use when the user asks for symbolic computations, analytical solutions, symbolic differentiation/integration,…
Build interactive web applications using HTML/JavaScript interfaces with MATLAB computational backends via the uihtml component.
Generate beautiful, distinctive HTML/CSS/JS control panels for MATLAB uihtml components. 8 built-in styles (Clean, Material, Cosmic Dark, Neumorphic, Dashboard Light, Midnight…
Session-closing skill that helps users wrap up intentionally. Use when: user says done, wrapping up, end my day, closing out, call it a day, goodnight, that's it for today,…
Combined research, decision, and codification workflow. Use when: (1) Exploring a question before committing (2) Making a decision that needs documentation (3) User says — from…
Designs an A/B test or experiment with clear hypothesis, variants, success metrics, sample size, and duration.
Use medication adherence message gen for academic writing workflows that need structured execution, explicit assumptions, and clear output boundaries.
Expert skill for JavaScript memory leak detection using Facebook MemLab. Configure MemLab scenarios, execute memory leak detection runs, analyze heap snapshots, identify detached…
Leitfaden Research- und Quellen-Tracking fuer Memos: Quellenarten, Zitierregeln dejure.org / openjur, BGH / BVerfG / EuGH, Versionierung. Pruefraster fuer Erstautor und Review.
Activate economy coding stance. Research-backed emotional mode from claude-temper.
Board Paper und Business Judgment: Erstellt Entscheidungsunterlagen für Vorstand/Geschäftsführung/Aufsichtsrat mit Informationsgrundlage, Alternativen, Risiken und KI-Ein — from…
Use when the user asks to fine-tune, train, evaluate, audit, or ship a machine-learning model on the Hugging Face ecosystem — SFT, DPO, GRPO, RLHF, LoRA/QLoRA, post-training,…
Myeloproliferative neoplasm (MPN) research expertise including JAK2/CALR/MPL mutations, myelofibrosis, polycythemia vera, essential thrombocythemia.
Conducts multi-jurisdictional legal research and risk assessment across 50+ countries using the Legal Data Hunter MCP, producing cited comparative analyses of case law,…
Run this repo’s Units+Checkpoints research pipelines end-to-end (survey/综述/review/调研/教程/系统综述/审稿), with workspaces + checkpoints.
Designs graphics for thumbnails, social media, banners, and presentations. Applies design principles (CRAP, Gestalt, visual hierarchy) with research-backed techniques.
Designs graphics for thumbnails, social media, banners, and presentations. Applies design principles (CRAP, Gestalt, visual hierarchy) with research-backed techniques.
Analyze NASH simulation results. Use when the user asks to analyze results, validate a simulation, verify a hypothesis, check convergence, visualize data, plot results, interpret…
Multi-source literature search, citation verification, MeSH search strategy, citation file management (.nbib/.ris/.bib conversion), and reference management (BibTeX, related…
Prepare, audit, or revise Nature-ready Data Availability statements, data repository plans, dataset citations, and FAIR metadata checklists for manuscripts.
Polish, restructure, or translate academic prose into Nature-leaning English using the paper-architecture and writing-strategy principles from Scientific English Writing &…
Autonomous NeMo-RL research agent workflow for directed hypothesis testing and open-ended discovery. Guides agents through the full experiment lifecycle: understanding re — from…
Create a Notion database for tracking tasks related to a specific research topic. Use when the user wants to set up a Notion research tracker, create a Notion database for a…
Research across Notion and synthesize into structured documentation; use when gathering info from multiple Notion sources to produce briefs, comparisons, or reports with — from…
Pull up to 5 "To do" tasks from a Notion research tracker database, flip them to "In progress", spawn a planning-then-executing research subagent for each, and write the findings…
Guide a person in systematic observation of systems, patterns, or phenomena. AI coaches neutral attention, field notes methodology, pattern recognition, hypothesis formation, and…
Scholarly research companion using Knows sidecar spec (.knows.yaml). Generates, validates, reviews, queries, and compares structured research-paper sidecars, and fetches them from…
OmD Lab #01 — DESIGN.md 유무·생성방식이 UI 결과물에 미치는 영향을 4가지 조건으로 비교. 토스 스타일 모바일 UI를 (V1) DESIGN.md 없이, (V2) 수동 작성, (V3) 자동 생성, (V4) 자동 생성 + 5회 피드백 루프로 만들어 동시 비교 뷰로 시각화.
OmD Lab #02 — 디자인 하네스 정교화 실험. 동일 task를 v1, v2, v3... 버전별 하네스 설정으로 돌려서 산출물 품질·토큰 비용·iteration 수·persona ABANDON 율을 비교.