Analyze Linear A inscriptions computationally via Gordon's Semitic hypothesis — sign frequency, co-occurrence stats, consonantal skeleton extraction, Proto-Semitic root…
Automate Linear task processing with Discord notifications and git sync. Use when setting up a kanban-to-agent workflow where Linear tasks trigger Clawdbot actions via Discord.
Use when you have a normalized gene expression matrix (genes × samples) and an experimental design with known treatment groups or conditions, and you need to estimate the effect…
Use when your metabolomics experiment includes calibration line samples with known concentrations for spiked compounds, and you have computed batch-corrected…
Research the gear and tone behind a song or artist. Produces a SongProfile.md with sourced gear breakdown, inventory-matched Applied section, and conversational follow-up — from…
Calculate linkage disequilibrium statistics (r², D'), perform LD pruning for population structure analysis, identify haplotype blocks, and visualize LD patterns using PLI — from…
Search your LinkedIn posts/shares by topic, find connections by title or company, and get LinkedIn statistics.
基于 Google 搜索的 AI 概览（AI Overview / AI Mode）抓取，针对一个关键词返回主搜索的 AI 概览要点，适合用最新网页信息做深度调研、技术问答、长尾选品分析、海外消费者偏好分析。仅支持单轮对话，如需追问须由 agent 总结上下文后发起新请求。当用户提到 Google AI、AI Overview、AI…
使用卖家精灵数据在亚马逊上查找和分析竞品，覆盖12个站点，包含销量、BSR、定价、评分和增长趋势等商品指标。当用户提到竞品查询、竞品分析、ASIN反查、竞争商品研究、查找相似商品、市场竞品发现、商品对标、竞品销量估算、分析竞争Listing、competitor analysis, ASIN reverse lookup, competitor…
西柚找词（西柚洞察）亚马逊 ASIN 与关键词分析，经 LinkFox 网关转发西柚 OpenAPI。覆盖 ASIN 流量得分、反查关键词、词排名/流量趋势、BSR、ABA 周趋势、关键词竞争度与建议竞价等 17 个接口，支持 US/UK/DE 等 13 个站点。当用户提到西柚找词、西柚洞察、Xiyou、ASIN 反查关键词、关键词分析、ABA…
Linkwarden is an open source bookmark and web archiving platform for saving, organizing, and preserving research material.
Use when you have N-methyl-derivatized unsaturated sterol lipid structures (as SMILES or molecular formula) and need to predict their MS/MS fragmentation behavior before…
Use when you have an enumerated list of lipid species (identified by class, fatty acid composition, and chain length) and need to generate theoretical precursor m/z values,…
Use when after peak picking has generated a peaklist of experimental fragment m/z values (from Q-Exactive orbitrap, Agilent/Bruker/SCIEX Q-TOF UHPLC-HRMS/MS, or direct…
Use when you have experimental peaklist data (CSV or mzML-derived tables) from UHPLC-HRMS/MS instruments (Q-Exactive, Agilent/Bruker/SCIEX Q-TOF) with fragment m/z values and want…
Use when when you have curated or synthesized a set of custom lipid species (e.g., rare or organism-specific lipids, modified lipids, or synthetic standards) and need to integrate…
Use when you have spatial metabolomics data with semicolon-delimited isomer name annotations (such as the 'all_IsomerNames' column in SpaMTP Seurat objects) and you need to reduce…
Use when when you have lipidomics quantitation data (lipid abundances across samples) that you need to load into a unified, annotated R object for analysis—either from public…
Build comprehensive randomization lists for creative entropy. Use when you need to create or expand lists of story elements (professions, locations, objects, names, etc.) for use…
Build systematic literature databases for sociology research using OpenAlex API. Guides you through search, screening, snowballing, annotation, and synthesis with structu — from…
Build systematic literature databases for sociology research using OpenAlex API. Guides you through search, screening, snowballing, annotation, and synthesis with structu — from…
Sync research references from .bib files to Zotero library + Obsidian literature notes. Extract cross-cutting concept notes when enough literature accumulates.
Academic paper reading and research development system for biomedical researchers. Finds papers via Semantic Scholar, reads with structured notes, tracks discussion insights, and…
Expert assistant for using litdb - a literature and document database for scientific research
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.
Produce a structured close-reading report from a paper's full PDF-to-Markdown text (with `## Page XX` pagination and image references) when you need to systematically extract…
Extract experimental models, experimental methods, and biomarker information from paper Markdown (typically produced by PDF-to-Markdown tools) when a user provides paper Markdown…
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…
Identify research gaps from systematic literature reviews. Use when: (1) Completing literature reviews, (2) Justifying new studies, (3) Grant proposal development, (4)…
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。
Create or update literature reviews/reports. Use whenever you need to research, summarize, or synthesize the literature.
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…
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…
Search for scientific papers, preprints, and publications on arXiv. Extract metadata, abstracts, and download full-text PDFs or HTML versions of papers.
Generate statistics for publication-year and journal distributions from local references or PDFs; use when you need standardized Year/Journal tables and a summary without any…
Tracks every paper, study, dataset, and source that has been shared, recommended, or discussed across research email threads — building a structured reading list with context on…
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…
Surface every conflict in a research corpus — every point where 2+ author groups reach opposite conclusions, with positions, papers, and the methodological reasons for the…
Identify 5 research questions the corpus does NOT fully answer — and for each: why the gap persists, which paper comes closest, what methodology would fill it.
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…
Build a structured knowledge map of a research field — central thesis, 3–5 supporting findings, 2–3 active debates, 1–2 frontier questions, 3 starter papers with reasons.
Compress everything known about a research field into a 5-minute briefing for an educated non-expert — three sentences: what's proven, what's unknown, what's the real-world…
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).
Use when targeting Living Reviews in Relativity (LRR) or deciding whether an invited, continuously updated authoritative review in relativity and gravitation fits this…
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,…
Deep travel research workflow for museums and ancient architecture. Input a city name, auto-generates structured knowledge document (org-mode) + portable reference cards (PNG).
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.