Use Cases
AI Tools for Product Managers
Write feature specs, analyze metrics, build roadmaps, and synthesize user feedback.
106 playbooks across 4 categories
Product Management(2)
View all →Product Metrics Reviewer
Product metrics review with trend analysis, anomaly detection, and scorecard generation
Product Spec Writer
Write feature specifications and PRDs from problem statements with user stories and acceptance criteria
Market Research(29)
View all →Ad Copy Variation Generator
Analyze winning ad patterns and generate hundreds of new variations optimized for different platforms.
AI Research Analysis
Run trustworthy qualitative analysis on interviews, surveys, and user research. Built-in guardrails prevent hallucinated quotes, generic insights, and unusable signals.
Company Research & Due Diligence
Conduct comprehensive company research and due diligence. Analyze business model, competitive landscape, management, and market position.
Competitive Analysis Framework
Analyze competitors systematically. Compare products, features, pricing, positioning, and market strategies. Generate comprehensive competitive intelligence reports.
Competitor Intelligence Brief
Monitor your competitors' feeds and newsletters daily — get briefed on what they shipped, messaging changes, and gaps you could fill.
Business Strategy Consultant
Replace expensive business consultants with 10 strategic analysis frameworks - SWOT, GTM, pricing, KPIs, and more in one toolkit.
Business Plan Generator
Generate investor-ready business plans with market analysis, financial projections, and go-to-market strategy.
Competitive Intelligence Brief
Build persistent competitor profiles you update over time, so when the boss asks 'what's the competition doing?' the answer is already written.
Competitor Feature Comparison Matrix
Build detailed feature comparison matrices by analyzing competitor websites, documentation, and marketing materials.
CRM Pipeline Cleaner
Export your CRM data, let Claude Code find duplicates, flag dead deals, and reveal what your pipeline actually looks like. One prompt during a meeting you're already going to.
Deep Competitor Analysis
Reverse-engineer competitor strategies in minutes - pricing, positioning, weaknesses, roadmap clues, and strategic vulnerabilities.
Customer Call Synthesis
Compile customer call transcripts to validate product assumptions, identify patterns, and generate actionable insights.
Domain Name Generator
Brainstorm creative domain names across multiple TLDs with availability verification and scoring.
GitHub Lead Research
Identify companies using specific technologies by analyzing GitHub repositories and contributor patterns.
Non-Technical Founder MVP Builder
Build MVPs and pitch materials without technical cofounders through market analysis, competitor research, and strategic planning.
Solopreneur Business Architect — $100K One-Person Business Blueprint
Get a complete AI-generated blueprint for a $100K/year solo business. Includes business model selection, offer design, pricing strategy, client acquisition system, and a 90-day launch plan tailored to your skills.
Startup Validator
Systematically evaluate startup ideas through market research, competitive analysis, risk assessment, and positioning strategy development.
Voice of Customer Tracker
Build a living document of your customers' exact language from testimonials, reviews, and social mentions — organized for sales copy and positioning.
Market Research Analysis Summary
Transform raw market research data into executive-ready summaries with market sizing, segments, and opportunity assessments.
Scientific Market Research Reports
Generate comprehensive market research reports (50+ pages) in the style of top consulting firms (McKinsey, BCG, Gartner). Features professional LaTeX formatting, extensive visual generation with scientific-schematics and generate-image, deep integ...
Product Requirements Generator
Create comprehensive PRDs from rough ideas, map user stories, define acceptance criteria, specify technical requirements, and set measurable success metrics.
Partnership Deck Generator
Build compelling partnership proposals in minutes by feeding Claude meeting transcripts, previous proposals, and your partnership vision.
Pitch Deck Generator
Create professional investor pitch decks, sales presentations, and product launch slides following industry best practices with guided data collection.
Lead Research & LinkedIn Outreach
Identify ICP-matched prospects, research decision-makers, and draft personalized LinkedIn outreach messages.
Local Business Lead Finder
Analyze local business directories to find pilot customers matching your ideal customer profile.
MVP Planning Accelerator
Compress 3-6 week planning cycles into 48-72 hours with competitive research, feature prioritization, and launch planning.
Benchmarking Analysis
Compare your organization's performance against industry benchmarks and best practices with gap analysis and improvement plans.
Competitive Intelligence Synthesis
Synthesize competitor data into strategic profiles, battlecards, and head-to-head comparisons that inform decisions.
Proposal Factory
Store reusable proposal components — case studies, bios, pricing templates — and assemble tailored proposals without starting from scratch.
Project Management(20)
View all →Asana Project Automation
Automate Asana project management workflows, task tracking, team collaboration, and reporting
Agile Product Owner
Generate user stories with acceptance criteria, plan sprints, groom backlogs, track velocity, and prepare stakeholder demos using agile best practices.
ClickUp Automation
Automate ClickUp workspace management, task workflows, time tracking, and team productivity
Jira Automation Workflows
Automate Jira project management workflows, sprint planning, issue tracking, and reporting
Scrum Master Coach
Facilitate sprint ceremonies, coach agile practices, run effective retrospectives, remove impediments, track team health metrics, and generate ceremony templates.
Trello Board Automation
Automate Trello board management, card workflows, power-ups, and team collaboration
Weekly Project Review
Automate comprehensive weekly project summaries by synthesizing WhatsApp, email, and meeting transcript data into a living dashboard and detailed activity log.
Token Launch Checklist
Complete token launch operations plan - 21-day timeline, 7 checklists, top 10 failure modes, and emergency actions.
Product Feature Prioritization
Prioritize product features using RICE, weighted scoring, and value-vs-effort frameworks with stakeholder alignment.
Lessons Learned Documentation
Facilitate and document project retrospectives with structured lessons learned, root causes, and actionable improvements.
Product Roadmap Communication
Transform product roadmaps into audience-specific communications for executives, customers, sales teams, and engineering.
Project Charter & Kickoff Documentation
Create project charters with scope definition, stakeholder analysis, risk assessment, and kickoff materials for new initiatives.
Project Status & Health Reporting
Generate project health dashboards with RAG status, milestone tracking, risk updates, and stakeholder-ready summaries.
Requirements Documentation
Transform stakeholder needs into structured requirements documents with user stories, acceptance criteria, and traceability matrices.
Sprint Planning & Backlog Refinement
Structure sprint planning sessions with story estimation, capacity planning, sprint goals, and backlog grooming frameworks.
Stakeholder Analysis & Communication Planning
Map project stakeholders by influence and interest, design tailored communication strategies, and build engagement plans.
Project Management Bootstrapper
Initialize a comprehensive project management system with folder structures, TODO tracking, resource catalogs, and Claude-specific project configuration.
Linear Project Automation
Automate Linear issue tracking, cycle planning, roadmap management, and engineering workflows
Monday.com Automation
Automate Monday.com workflows, board management, team collaboration, and cross-board integrations
Team Capacity & Resource Planner
Analyze team workload, identify capacity gaps, and model resource allocation scenarios for staffing decisions.
Data & Reporting(55)
View all →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 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
Data Question Analyzer
Answer data questions ranging from quick lookups to formal analytical 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
Spreadsheet Data Analyst
Analyze spreadsheet data, generate insights, create visualizations, and build reports from Excel/CSV data.
Data Extraction Assistant
Extract structured data from PDFs, Word docs, emails, and HTML using the unstructured library.
Data Pipeline Builder
Data pipeline and ETL automation - extract, transform, load workflows for data integration and analytics
Excel Automation Workflows
Automate Excel workflows including real-time control, VBA execution, and dashboard updates using xlwings.
Engagement Pattern Analyzer
Analyze which posts get saved vs liked vs replied to, find the patterns, and separate what your audience actually values from vanity engagement.
Funnel Metrics Analyst
Get a daily one-paragraph analysis of your funnel metrics — what moved, what's stalling, and what to do about it. An actual opinion, not a dashboard.
Interactive Dashboard Builder
Build self-contained HTML dashboards with Chart.js for data visualization
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
Google Sheets Automation
Google Sheets automation workflows - data sync, task management, reporting dashboards, and multi-platform integrations
Table Extraction from Documents
Extract tables from PDF documents with support for merged cells and multi-page layouts using camelot.
Weekly Report Generator
Create consistent, well-structured weekly status reports that communicate progress and plans effectively.
Excel File Manipulation
Create, edit, and manipulate Excel spreadsheets programmatically using openpyxl
KPI Variance Analysis & Commentary
Generate variance analysis commentary explaining why KPIs deviated from targets with root causes and corrective actions.
Report Automation Designer
Design automated reporting systems with data flow mapping, template creation, and delivery scheduling.
Survey Results Analyzer
Analyze survey responses to identify themes, segment insights, and generate executive-ready reports with visualizations.
Trend Identification & Forecasting Narrative
Identify trends in business data and generate forward-looking forecasting narratives with confidence levels and scenarios.
Scientific Dask
Distributed computing for larger-than-RAM pandas/NumPy workflows. Use when you need to scale existing pandas/NumPy code beyond memory or across clusters. Best for parallel file processing, distributed ML, integration with existing pandas code. For...
Scientific Datacommons Client
Work with Data Commons, a platform providing programmatic access to public statistical data from global sources. Use this skill when working with demographic data, economic indicators, health statistics, environmental data, or any public datasets ...
Scientific Exploratory Data Analysis
Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats. This skill should be used when analyzing any scientific data file to understand its structure, content, quality, and characteristics. Automatically ...
Scientific Geomaster
Comprehensive geospatial science skill covering remote sensing, GIS, spatial analysis, machine learning for earth observation, and 30+ scientific domains. Supports satellite imagery processing (Sentinel, Landsat, MODIS, SAR, hyperspectral), vector...
Scientific Geopandas
Python library for working with geospatial vector data including shapefiles, GeoJSON, and GeoPackage files. Use when working with geographic data for spatial analysis, geometric operations, coordinate transformations, spatial joins, overlay operat...
Scientific Hypogenic
Automated LLM-driven hypothesis generation and testing on tabular datasets. Use when you want to systematically explore hypotheses about patterns in empirical data (e.g., deception detection, content analysis). Combines literature insights with da...
Scientific Infographics
'Create professional infographics using Nano Banana Pro AI with smart iterative refinement. Uses Gemini 3 Pro for quality review. Integrates research-lookup and web search for accurate data. Supports 10 infographic types, 8 industry styles, and co...
Scientific Matplotlib
Low-level plotting library for full customization. Use when you need fine-grained control over every plot element, creating novel plot types, or integrating with specific scientific workflows. Export to PNG/PDF/SVG for publication. For quick stati...
Scientific Networkx
Comprehensive toolkit for creating, analyzing, and visualizing complex networks and graphs in Python. Use when working with network/graph data structures, analyzing relationships between entities, computing graph algorithms (shortest paths, centra...
Scientific Plotly
Interactive visualization library. Use when you need hover info, zoom, pan, or web-embeddable charts. Best for dashboards, exploratory analysis, and presentations. For static publication figures use matplotlib or scientific-visualization.
Scientific Polars
Fast in-memory DataFrame library for datasets that fit in RAM. Use when pandas is too slow but data still fits in memory. Lazy evaluation, parallel execution, Apache Arrow backend. Best for 1-100GB datasets, ETL pipelines, faster pandas replacemen...
Scientific Pymc
Bayesian modeling with PyMC. Build hierarchical models, MCMC (NUTS), variational inference, LOO/WAIC comparison, posterior checks, for probabilistic programming and inference.
Scientific Pymoo
Multi-objective optimization framework. NSGA-II, NSGA-III, MOEA/D, Pareto fronts, constraint handling, benchmarks (ZDT, DTLZ), for engineering design and optimization problems.
Scientific Scientific Schematics
Create publication-quality scientific diagrams using Nano Banana 2 AI with smart iterative refinement. Uses Gemini 3.1 Pro Preview for quality review. Only regenerates if quality is below threshold for your document type. Specialized in neural net...
Scientific Scientific Visualization
Meta-skill for publication-ready figures. Use when creating journal submission figures requiring multi-panel layouts, significance annotations, error bars, colorblind-safe palettes, and specific journal formatting (Nature, Science, Cell). Orchestr...
Scientific Scikit Learn
Machine learning in Python with scikit-learn. Use when working with supervised learning (classification, regression), unsupervised learning (clustering, dimensionality reduction), model evaluation, hyperparameter tuning, preprocessing, or building...
Scientific Seaborn
Statistical visualization with pandas integration. Use for quick exploration of distributions, relationships, and categorical comparisons with attractive defaults. Best for box plots, violin plots, pair plots, heatmaps. Built on matplotlib. For in...
Scientific Shap
Model interpretability and explainability using SHAP (SHapley Additive exPlanations). Use this skill when explaining machine learning model predictions, computing feature importance, generating SHAP plots (waterfall, beeswarm, bar, scatter, force,...
Scientific Simpy
Process-based discrete-event simulation framework in Python. Use this skill when building simulations of systems with processes, queues, resources, and time-based events such as manufacturing systems, service operations, network traffic, logistics...
Scientific Statistical Analysis
Guided statistical analysis with test selection and reporting. Use when you need help choosing appropriate tests for your data, assumption checking, power analysis, and APA-formatted results. Best for academic research reporting, test selection gu...
Scientific Statsmodels
Statistical models library for Python. Use when you need specific model classes (OLS, GLM, mixed models, ARIMA) with detailed diagnostics, residuals, and inference. Best for econometrics, time series, rigorous inference with coefficient tables. Fo...
Scientific Timesfm Forecasting
Zero-shot time series forecasting with Google's TimesFM foundation model. Use for any univariate time series (sales, sensors, energy, vitals, weather) without training a custom model. Supports CSV/DataFrame/array inputs with point forecasts and pr...
Scientific Torch Geometric
Graph Neural Networks (PyG). Node/graph classification, link prediction, GCN, GAT, GraphSAGE, heterogeneous graphs, molecular property prediction, for geometric deep learning.
Scientific Umap Learn
UMAP dimensionality reduction. Fast nonlinear manifold learning for 2D/3D visualization, clustering preprocessing (HDBSCAN), supervised/parametric UMAP, for high-dimensional data.
Scientific Vaex
Use this skill for processing and analyzing large tabular datasets (billions of rows) that exceed available RAM. Vaex excels at out-of-core DataFrame operations, lazy evaluation, fast aggregations, efficient visualization of big data, and machine ...
Natural Language SQL Writer
Write optimized SQL queries from plain English across multiple database dialects
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.
Executive Summary Generator
Distill detailed reports into concise executive summaries with key findings, implications, and decision recommendations.
Explore Other Roles
AI Tools for Researchers & Scientists
Accelerate literature review, data analysis, manuscript writing, and lab workflows.
AI Tools for Engineers & Developers
Automate changelogs, documentation, code review, CI/CD, and development workflows.
AI Tools 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.
AI Tools for 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.