Use Cases
AI Tools for Researchers & Scientists
Accelerate literature review, data analysis, manuscript writing, and lab workflows.
280 playbooks across 5 categories
Academic Research(139)
View all 139 →Academic Research Skills for Claude Code: Install & Workflow
The academic-research-skills plugin (Imbad0202/academic-research-skills on GitHub): deep research, literature review, paper writing, citation checks, and peer review for Claude Code — with a project brief that keeps every /ars command on-topic.
Academic Rebuttal Writer
Classify reviewer comments, choose a deliberate response strategy per comment (Accept/Defend/Clarify/Experiment), and draft a professional rebuttal using success patterns distilled from spotlight-accepted papers.
Academic Literature Research
Search and analyze academic literature. Find papers, understand research methodologies, and synthesize academic findings for research projects.
Academic Research Assistant
Automate literature reviews with structured search strategies, abstract screening, citation management, methodology comparison, and research gap identification.
AlphaXiv Paper Lookup
Look up any arxiv paper via alphaxiv.org to get a structured AI-generated overview instead of parsing raw PDFs.
Clinical Trial Emulator
Emulate published clinical trials against real-world EHR data using a structured pipeline — from protocol parsing through cohort assembly, effect estimation, and discrepancy diagnosis.
Creative Thinking Frameworks for Research
Eight cognitive-science-grounded frameworks for AI and CS research ideation — Koestler's bisociation, Gentner's structure-mapping analogies, Boden's constraint transformation, TRIZ-style negation, Kauffman's adjacent possible, and Rothenberg's Janusian synthesis — with a combined protocol and a block-to-framework unblocking table.
Deep Research Coordinator
Orchestrate complex multi-source research projects — from question decomposition to source prioritization to final synthesis and recommendations.
Deploy Workflow Automation
Automate your deployment pipeline: build, test, lint, version bump, and deploy to any target. Includes pre-deploy checks, rollback handling, and post-deploy verification.
Devil's Advocate Review
Challenge your designs and decisions with 5-7 targeted critical questions. Catches unstated assumptions, alternative approaches, and potential issues before you commit.
Data Analysis Pipeline
End-to-end data analysis workflow from exploration to publication-ready output. Explore, regress, visualize, and produce polished results.
Domain Reviewer Framework
Build a custom reviewer for your specific domain using the 5-Lens Framework: terminology, methodology, precedent, limitations, and impact.
Data & Reporting(77)
View all 77 →Agency Dashboard
Portfolio-level client overview.
Competitor Monitor
Set up ongoing competitor monitoring.
Analytics Insights
Analyze marketing performance.
Anomaly Scan
Detect marketing anomalies.
Client Report
Generate client-facing reports.
Chart & Data Visualization Designer
Design effective data visualizations and charts. Generate chart configurations for ECharts, Chart.js, and other libraries. Create dashboards and reports.
Data Visualization Creator
Create publication-quality data visualizations with matplotlib, plotly, or Chart.js
Dataset Explorer
Profile datasets to understand shape, quality, distributions, and key patterns
Eval Config
Configure content eval settings.
Eval Suite
Batch evaluate multiple content pieces.
Data Analysis Validator
QA-review data analysis for methodology, accuracy, and presentation before sharing
Data Context Extractor
Extract company-specific data knowledge and generate tailored analysis templates
Research & Writing(44)
View all 44 →Content Research Writer
Collaborative writing assistant for outlining, research, citations, and section-by-section feedback on articles, blogs, and technical content.
AI Writing Pattern Remover
Audit and rewrite content to remove AI-isms that make text sound machine-generated
Bulk Document Synthesizer
Convert large collections of PDFs and documents into markdown, analyze them against a relevance matrix, and synthesize findings into a cohesive narrative report with citations.
Deep Research Assistant
Conduct comprehensive research on any topic. Synthesize information from multiple angles, provide structured analysis, and generate detailed research reports.
Critic Agent
Make Claude self-correct its own writing by spinning up an internal critic that reviews drafts against your voice and style rules — up to 3 rounds, no manual editing needed.
Fact Checker
Verify claims against multiple sources, assess accuracy with confidence scores, detect bias, cross-reference evidence, and produce structured verification reports.
Firecrawl Deep Research
Investigate questions that need multi-source synthesis, from deep dives and comparisons to find-all lists, with every claim tied to a source
Firecrawl Web Search & Page Retrieval
Give Claude live web search, page reading, and structured data providers through Firecrawl, with sourced answers that separate excerpts from full content
Humanizer
Remove AI writing patterns from any text to make it sound natural, specific, and human.
Literature Review Builder
Track papers with methodology and findings, group by theme, and draft a narrative literature review organized by insight rather than by source.
News Monitoring & Alerts
Set up news monitoring strategies, analyze news coverage, and synthesize current events. Create news digests and media analysis reports.
Meeting Insights Analyzer
Analyze meeting transcripts to reveal communication patterns, behavioral tendencies, and leadership effectiveness with timestamped feedback.
Bio Research(5)
View all 5 →Detecting Pharmacovigilance Signals
Mine FDA FAERS adverse-event data for drug-reaction disproportionality signals — PRR, ROR, EBGM, and IC (BCPNN) computed from a real 2x2 contingency table, working Python against the free public OpenFDA API, and the gotchas (404-means-zero, .exact required for phrase counting, small-count instability) that produce silently wrong numbers if missed.
Instrument Data Converter
Convert lab instrument files to Allotrope ASM format with automated validation
Nextflow Pipeline Runner
Run nf-core bioinformatics pipelines for RNA-seq, WGS, and ATAC-seq analysis
Single-Cell RNA-seq QC
Automated quality control for single-cell RNA-seq data with filtering and visualization
Scientific Problem Selector
Systematic framework for choosing research problems based on Fischbach and Walsh criteria
Knowledge Management(15)
View all 15 →Book-to-Skill: Turn Any Book or PDF Into a Claude Skill
The book-to-skill Claude skill (virgiliojr94/book-to-skill on GitHub): convert any technical PDF or EPUB into a structured Claude Code skill — extracting named frameworks, principles, techniques, and anti-patterns into a reusable knowledge base with on-demand chapter files.
AI Knowledge Library with Historical Personas
Build a personal knowledge library where AI personas (Turing, Curie, and more) write editorials from your notes. A Zettelkasten-powered learning system using Claude Code.
AI-Powered Second Brain
Transform your notes into a queryable knowledge base that synthesizes information and surfaces connections.
Background Research Processor
Conduct research in the background while you focus on other work, with compiled findings and summaries.
Chat History Mind Mapper — Visualize AI Conversations
Export Claude or ChatGPT chat history, chunk it into summaries, and generate a visual mind map of topics and insights. Perfect for importing into NotebookLM or Obsidian.
Douban Collection Export
Export and sync Douban (豆瓣) book, movie, music, and game collections to local CSV via the Frodo API — full export plus RSS incremental sync.
Feishu Doc Scraper
Extract Feishu (Lark) Docs, Wiki collections, spreadsheets, and Minutes transcripts into faithful local Markdown via lark-cli — no LLM rewriting of the body.
LLM Wiki — Personal Knowledge Base
Build a persistent, LLM-maintained wiki that compiles, cross-references, and synthesizes knowledge from your raw sources.
Quick Reference Guide Creator
Turn complex processes and tribal knowledge into scannable, one-page quick reference guides and cheat sheets.
Personal Context Library
Build a persistent knowledge base of context docs that Claude can access across all conversations - your business, career, goals, and more.
Knowledge Base & FAQ Generation
Build structured knowledge bases and FAQ libraries from support tickets, documentation, and subject matter expertise.
Obsidian Knowledge System
Manage your Obsidian vault — auto-generate Maps of Content, build smart tagging taxonomies, discover hidden connections, audit vault health, and consolidate scattered notes.
Explore Other Roles
AI Tools for Engineers & Developers
Automate changelogs, documentation, code review, CI/CD, and development workflows.
Claude for Executives & Directors
Strategic analysis, competitive intelligence, board presentations, and decision support.
AI Tools for Startup Founders
Launch faster with marketing, market research, legal, hiring, and sales playbooks.
Claude for Teachers, Students & Educators
Study smarter with research assistance, note organization, and learning workflows.
AI Tools for Operations Managers
Streamline SOPs, compliance audits, vendor evaluation, and process documentation.
AI Tools for Marketers
Generate ad copy, manage campaigns, analyze competitors, and scale content production.