Use Cases
AI Tools for Researchers & Scientists
Accelerate literature review, data analysis, manuscript writing, and lab workflows.
276 playbooks across 5 categories
Academic Research(137)
View all 137 →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.
Research Paper Structure Editor
Improve the structural clarity of ML/CV/NLP research papers before submission — a reverse-outlining check that maps every paragraph's topic sentence back to the section thesis, section-by-section guidance for Abstract through Conclusion, a five-dimension adversarial self-review, and a claim-evidence map that catches unsupported claims in the Abstract and Introduction before a reviewer does.
Replication-First Coding
When working with existing code or papers, match the original exactly before extending. Verify against gold standard numbers to catch silent bugs.
Research Ideation Generator
Generate research questions, hypotheses, and empirical strategies. Brainstorm ideas systematically with structured prompts that push beyond obvious approaches.
Scholarly Writing Refiner
Polish academic English at the sentence level — a five-dimension review (grammar, word choice, voice, coherence, sentence structure) with concrete before/after tables for colloquial-to-academic substitutions, active/passive voice selection by scenario, transition-signal words by logical relationship, and section-specific tense and structure conventions for the Abstract and Introduction.
Scientific Benchling Integration
Benchling R&D platform integration. Access registry (DNA, proteins), inventory, ELN entries, workflows via API, build Benchling Apps, query Data Warehouse, for lab data management automation.
Scientific Bindingdb Database
Query BindingDB for measured drug-target binding affinities (Ki, Kd, IC50, EC50). Search by target (UniProt ID), compound (SMILES/name), or pathogen. Essential for drug discovery, lead optimization, polypharmacology analysis, and structure-activit...
Scientific Biopython
Comprehensive molecular biology toolkit. Use for sequence manipulation, file parsing (FASTA/GenBank/PDB), phylogenetics, and programmatic NCBI/PubMed access (Bio.Entrez). Best for batch processing, custom bioinformatics pipelines, BLAST automation...
Scientific Biorxiv Database
Efficient database search tool for bioRxiv preprint server. Use this skill when searching for life sciences preprints by keywords, authors, date ranges, or categories, retrieving paper metadata, downloading PDFs, or conducting literature reviews.
Scientific Cellxgene Census
Query the CELLxGENE Census (61M+ cells) programmatically. Use when you need expression data across tissues, diseases, or cell types from the largest curated single-cell atlas. Best for population-scale queries, reference atlas comparisons. For ana...
Scientific Chembl Database
Query ChEMBL bioactive molecules and drug discovery data. Search compounds by structure/properties, retrieve bioactivity data (IC50, Ki), find inhibitors, perform SAR studies, for medicinal chemistry.
Scientific Clinical Decision Support
Generate professional clinical decision support (CDS) documents for pharmaceutical and clinical research settings, including patient cohort analyses (biomarker-stratified with outcomes) and treatment recommendation reports (evidence-based guidelin...
Data & Reporting(77)
View all 77 →Performance Check
Pull live metrics for a performance snapshot.
Performance Report
Generate performance reports.
Prompt Test
A/B test content variations.
Quality Report
Generate quality trends report.
Roi Calculator
Calculate marketing ROI.
Automated Report Generator
Generate professional data reports with charts, tables, and visualizations
SaaS Metrics Dashboard
SaaS business metrics analysis - MRR, ARR, Churn, LTV, CAC, cohort analysis, and investor reporting
Cohort & Segment Analysis
Perform cohort analysis and customer segmentation to identify behavioral patterns, retention trends, and high-value groups.
Customer Feedback Synthesizer
Synthesize customer feedback from multiple channels into actionable themes, sentiment analysis, and product insights.
Dashboard Narrative Generator
Transform dashboard data and KPI snapshots into compelling written narratives that explain the story behind the numbers.
Data Cleanup & Formatting
Clean, standardize, and validate messy data files — fix formats, remove duplicates, and get analysis-ready datasets.
Data Quality Assessment
Assess data quality across completeness, accuracy, consistency, and timeliness with remediation priorities.
Research & Writing(42)
View all 42 →Personal Research Analyst
Deliver structured, sourced, six-section research briefings every time — executive summary, key findings with citations, context, conflicting views, implications, and a ranked source list.
Document Summarizer
Get role-specific summaries from any document — executive summaries, key findings, implications, and recommended actions.
Research Synthesis Engine
Synthesize multiple research sources into a structured analysis with themes, conflicts, data points, and actionable implications.
User Research Synthesis
Synthesize user interviews, surveys, and usability tests into actionable insights with themes, personas, and design recommendations.
Research Synthesizer
Synthesize findings across multiple documents, reports, or transcripts with theme identification, contradiction mapping, gap analysis, and confidence-scored insights.
Scientific Bgpt Paper Search
Search scientific papers and retrieve structured experimental data extracted from full-text studies via the BGPT MCP server. Returns 25+ fields per paper including methods, results, sample sizes, quality scores, and conclusions. Use for literature...
Scientific Consciousness Council
Run a multi-perspective Mind Council deliberation on any question, decision, or creative challenge. Use this skill whenever the user wants diverse viewpoints, needs help making a tough decision, asks for a council/panel/board discussion, wants to ...
Scientific Hypothesis Generation
Structured hypothesis formulation from observations. Use when you have experimental observations or data and need to formulate testable hypotheses with predictions, propose mechanisms, and design experiments to test them. Follows scientific method...
Real-Time Intelligence Synthesis
Analyze multiple live data streams—news, social feeds, reports, documents—and synthesize them into actionable intelligence briefs with risk assessments.
Stop Slop: AI Writing Pattern Eliminator
A rule set that strips predictable AI tells out of any draft, from throat-clearing openers to false-agency verbs and em dashes
Scientific Open Notebook
Self-hosted, open-source alternative to Google NotebookLM for AI-powered research and document analysis. Use when organizing research materials into notebooks, ingesting diverse content sources (PDFs, videos, audio, web pages, Office documents), g...
Scientific Research Lookup
Look up current research information using the Parallel Chat API (primary) or Perplexity sonar-pro-search (academic paper searches). Automatically routes queries to the best backend. Use for finding papers, gathering research data, and verifying s...
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.
Scientific Problem Selector
Systematic framework for choosing research problems based on Fischbach and Walsh criteria
Single-Cell RNA-seq QC
Automated quality control for single-cell RNA-seq data with filtering and visualization
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
Knowledge Management(15)
View all 15 →Knowledge Base & FAQ Generation
Build structured knowledge bases and FAQ libraries from support tickets, documentation, and subject matter expertise.
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.
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.
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.
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.
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.