Home
cd ../for

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 →

Market Research(29)

View all →
Market Research

Ad Copy Variation Generator

Analyze winning ad patterns and generate hundreds of new variations optimized for different platforms.

5 minutes
Beginner
Market Research

AI Research Analysis

Run trustworthy qualitative analysis on interviews, surveys, and user research. Built-in guardrails prevent hallucinated quotes, generic insights, and unusable signals.

15 minutes
Intermediate
Market Research

Company Research & Due Diligence

Conduct comprehensive company research and due diligence. Analyze business model, competitive landscape, management, and market position.

10 minutes
Advanced
Market Research

Competitive Analysis Framework

Analyze competitors systematically. Compare products, features, pricing, positioning, and market strategies. Generate comprehensive competitive intelligence reports.

10 minutes
Beginner
Market Research

Competitor Intelligence Brief

Monitor your competitors' feeds and newsletters daily — get briefed on what they shipped, messaging changes, and gaps you could fill.

10 minutes
Intermediate
Market Research

Business Strategy Consultant

Replace expensive business consultants with 10 strategic analysis frameworks - SWOT, GTM, pricing, KPIs, and more in one toolkit.

10 minutes
Intermediate
Market Research

Business Plan Generator

Generate investor-ready business plans with market analysis, financial projections, and go-to-market strategy.

10 minutes
Intermediate
Market Research

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.

10 minutes
Intermediate
Market Research

Competitor Feature Comparison Matrix

Build detailed feature comparison matrices by analyzing competitor websites, documentation, and marketing materials.

10 minutes
Intermediate
Market Research

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.

10 minutes
Beginner
Market Research

Deep Competitor Analysis

Reverse-engineer competitor strategies in minutes - pricing, positioning, weaknesses, roadmap clues, and strategic vulnerabilities.

10 minutes
Intermediate
Market Research

Customer Call Synthesis

Compile customer call transcripts to validate product assumptions, identify patterns, and generate actionable insights.

10 minutes
Intermediate
Market Research

Domain Name Generator

Brainstorm creative domain names across multiple TLDs with availability verification and scoring.

5 minutes
Beginner
Market Research

GitHub Lead Research

Identify companies using specific technologies by analyzing GitHub repositories and contributor patterns.

10 minutes
Intermediate
Market Research

Non-Technical Founder MVP Builder

Build MVPs and pitch materials without technical cofounders through market analysis, competitor research, and strategic planning.

10 minutes
Intermediate
Market Research

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.

15 minutes
Intermediate
Market Research

Startup Validator

Systematically evaluate startup ideas through market research, competitive analysis, risk assessment, and positioning strategy development.

10 minutes
Intermediate
Market Research

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.

10 minutes
Intermediate
Market Research

Market Research Analysis Summary

Transform raw market research data into executive-ready summaries with market sizing, segments, and opportunity assessments.

10 minutes
Beginner
Market Research

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...

10 minutes
Intermediate
Market Research

Product Requirements Generator

Create comprehensive PRDs from rough ideas, map user stories, define acceptance criteria, specify technical requirements, and set measurable success metrics.

10 minutes
Intermediate
Market Research

Partnership Deck Generator

Build compelling partnership proposals in minutes by feeding Claude meeting transcripts, previous proposals, and your partnership vision.

15 minutes
Intermediate
Market Research

Pitch Deck Generator

Create professional investor pitch decks, sales presentations, and product launch slides following industry best practices with guided data collection.

15 minutes
Intermediate
Market Research

Lead Research & LinkedIn Outreach

Identify ICP-matched prospects, research decision-makers, and draft personalized LinkedIn outreach messages.

10 minutes
Intermediate
Market Research

Local Business Lead Finder

Analyze local business directories to find pilot customers matching your ideal customer profile.

10 minutes
Intermediate
Market Research

MVP Planning Accelerator

Compress 3-6 week planning cycles into 48-72 hours with competitive research, feature prioritization, and launch planning.

10 minutes
Intermediate
Market Research

Benchmarking Analysis

Compare your organization's performance against industry benchmarks and best practices with gap analysis and improvement plans.

15 minutes
Intermediate
Market Research

Competitive Intelligence Synthesis

Synthesize competitor data into strategic profiles, battlecards, and head-to-head comparisons that inform decisions.

15 minutes
Intermediate
Market Research

Proposal Factory

Store reusable proposal components — case studies, bios, pricing templates — and assemble tailored proposals without starting from scratch.

10 minutes
Intermediate

Project Management(20)

View all →
Project Management

Asana Project Automation

Automate Asana project management workflows, task tracking, team collaboration, and reporting

10 minutes
Advanced
Project Management

Agile Product Owner

Generate user stories with acceptance criteria, plan sprints, groom backlogs, track velocity, and prepare stakeholder demos using agile best practices.

10 minutes
Intermediate
Project Management

ClickUp Automation

Automate ClickUp workspace management, task workflows, time tracking, and team productivity

10 minutes
Advanced
Project Management

Jira Automation Workflows

Automate Jira project management workflows, sprint planning, issue tracking, and reporting

10 minutes
Advanced
Project Management

Scrum Master Coach

Facilitate sprint ceremonies, coach agile practices, run effective retrospectives, remove impediments, track team health metrics, and generate ceremony templates.

10 minutes
Intermediate
Project Management

Trello Board Automation

Automate Trello board management, card workflows, power-ups, and team collaboration

10 minutes
Advanced
Project Management

Weekly Project Review

Automate comprehensive weekly project summaries by synthesizing WhatsApp, email, and meeting transcript data into a living dashboard and detailed activity log.

30 minutes
Advanced
Project Management

Token Launch Checklist

Complete token launch operations plan - 21-day timeline, 7 checklists, top 10 failure modes, and emergency actions.

10 minutes
Advanced
Project Management

Product Feature Prioritization

Prioritize product features using RICE, weighted scoring, and value-vs-effort frameworks with stakeholder alignment.

10 minutes
Intermediate
Project Management

Lessons Learned Documentation

Facilitate and document project retrospectives with structured lessons learned, root causes, and actionable improvements.

5 minutes
Beginner
Project Management

Product Roadmap Communication

Transform product roadmaps into audience-specific communications for executives, customers, sales teams, and engineering.

5 minutes
Beginner
Project Management

Project Charter & Kickoff Documentation

Create project charters with scope definition, stakeholder analysis, risk assessment, and kickoff materials for new initiatives.

5 minutes
Beginner
Project Management

Project Status & Health Reporting

Generate project health dashboards with RAG status, milestone tracking, risk updates, and stakeholder-ready summaries.

5 minutes
Beginner
Project Management

Requirements Documentation

Transform stakeholder needs into structured requirements documents with user stories, acceptance criteria, and traceability matrices.

10 minutes
Intermediate
Project Management

Sprint Planning & Backlog Refinement

Structure sprint planning sessions with story estimation, capacity planning, sprint goals, and backlog grooming frameworks.

10 minutes
Intermediate
Project Management

Stakeholder Analysis & Communication Planning

Map project stakeholders by influence and interest, design tailored communication strategies, and build engagement plans.

5 minutes
Beginner
Project Management

Project Management Bootstrapper

Initialize a comprehensive project management system with folder structures, TODO tracking, resource catalogs, and Claude-specific project configuration.

15 minutes
Intermediate
Project Management

Linear Project Automation

Automate Linear issue tracking, cycle planning, roadmap management, and engineering workflows

10 minutes
Advanced
Project Management

Monday.com Automation

Automate Monday.com workflows, board management, team collaboration, and cross-board integrations

10 minutes
Advanced
Project Management

Team Capacity & Resource Planner

Analyze team workload, identify capacity gaps, and model resource allocation scenarios for staffing decisions.

15 minutes
Intermediate

Data & Reporting(55)

View all →
Data & Reporting

Chart & Data Visualization Designer

Design effective data visualizations and charts. Generate chart configurations for ECharts, Chart.js, and other libraries. Create dashboards and reports.

10 minutes
Intermediate
Data & Reporting

Data Analysis Validator

QA-review data analysis for methodology, accuracy, and presentation before sharing

10 minutes
Intermediate
Data & Reporting

Data Context Extractor

Extract company-specific data knowledge and generate tailored analysis templates

10 minutes
Advanced
Data & Reporting

Data Question Analyzer

Answer data questions ranging from quick lookups to formal analytical reports

10 minutes
Intermediate
Data & Reporting

Data Visualization Creator

Create publication-quality data visualizations with matplotlib, plotly, or Chart.js

10 minutes
Intermediate
Data & Reporting

Dataset Explorer

Profile datasets to understand shape, quality, distributions, and key patterns

10 minutes
Beginner
Data & Reporting

Spreadsheet Data Analyst

Analyze spreadsheet data, generate insights, create visualizations, and build reports from Excel/CSV data.

10 minutes
Intermediate
Data & Reporting

Data Extraction Assistant

Extract structured data from PDFs, Word docs, emails, and HTML using the unstructured library.

10 minutes
Advanced
Data & Reporting

Data Pipeline Builder

Data pipeline and ETL automation - extract, transform, load workflows for data integration and analytics

10 minutes
Advanced
Data & Reporting

Excel Automation Workflows

Automate Excel workflows including real-time control, VBA execution, and dashboard updates using xlwings.

10 minutes
Advanced
Data & Reporting

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.

10 minutes
Intermediate
Data & Reporting

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.

15 minutes
Advanced
Data & Reporting

Interactive Dashboard Builder

Build self-contained HTML dashboards with Chart.js for data visualization

10 minutes
Intermediate
Data & Reporting

Automated Report Generator

Generate professional data reports with charts, tables, and visualizations

10 minutes
Intermediate
Data & Reporting

SaaS Metrics Dashboard

SaaS business metrics analysis - MRR, ARR, Churn, LTV, CAC, cohort analysis, and investor reporting

10 minutes
Advanced
Data & Reporting

Google Sheets Automation

Google Sheets automation workflows - data sync, task management, reporting dashboards, and multi-platform integrations

10 minutes
Advanced
Data & Reporting

Table Extraction from Documents

Extract tables from PDF documents with support for merged cells and multi-page layouts using camelot.

10 minutes
Beginner
Data & Reporting

Weekly Report Generator

Create consistent, well-structured weekly status reports that communicate progress and plans effectively.

10 minutes
Advanced
Data & Reporting

Excel File Manipulation

Create, edit, and manipulate Excel spreadsheets programmatically using openpyxl

10 minutes
Intermediate
Data & Reporting

KPI Variance Analysis & Commentary

Generate variance analysis commentary explaining why KPIs deviated from targets with root causes and corrective actions.

10 minutes
Intermediate
Data & Reporting

Report Automation Designer

Design automated reporting systems with data flow mapping, template creation, and delivery scheduling.

15 minutes
Intermediate
Data & Reporting

Survey Results Analyzer

Analyze survey responses to identify themes, segment insights, and generate executive-ready reports with visualizations.

10 minutes
Beginner
Data & Reporting

Trend Identification & Forecasting Narrative

Identify trends in business data and generate forward-looking forecasting narratives with confidence levels and scenarios.

10 minutes
Intermediate
Data & Reporting

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...

10 minutes
Intermediate
Data & Reporting

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 ...

10 minutes
Intermediate
Data & Reporting

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 ...

10 minutes
Intermediate
Data & Reporting

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...

5 minutes
Beginner
Data & Reporting

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...

10 minutes
Intermediate
Data & Reporting

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...

15 minutes
Advanced
Data & Reporting

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...

10 minutes
Intermediate
Data & Reporting

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...

5 minutes
Beginner
Data & Reporting

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...

10 minutes
Intermediate
Data & Reporting

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.

5 minutes
Beginner
Data & Reporting

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...

10 minutes
Intermediate
Data & Reporting

Scientific Pymc

Bayesian modeling with PyMC. Build hierarchical models, MCMC (NUTS), variational inference, LOO/WAIC comparison, posterior checks, for probabilistic programming and inference.

15 minutes
Advanced
Data & Reporting

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.

10 minutes
Intermediate
Data & Reporting

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...

10 minutes
Intermediate
Data & Reporting

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...

10 minutes
Intermediate
Data & Reporting

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...

10 minutes
Intermediate
Data & Reporting

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...

5 minutes
Beginner
Data & Reporting

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,...

10 minutes
Intermediate
Data & Reporting

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...

10 minutes
Intermediate
Data & Reporting

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...

10 minutes
Intermediate
Data & Reporting

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...

10 minutes
Intermediate
Data & Reporting

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...

15 minutes
Advanced
Data & Reporting

Scientific Torch Geometric

Graph Neural Networks (PyG). Node/graph classification, link prediction, GCN, GAT, GraphSAGE, heterogeneous graphs, molecular property prediction, for geometric deep learning.

15 minutes
Advanced
Data & Reporting

Scientific Umap Learn

UMAP dimensionality reduction. Fast nonlinear manifold learning for 2D/3D visualization, clustering preprocessing (HDBSCAN), supervised/parametric UMAP, for high-dimensional data.

10 minutes
Intermediate
Data & Reporting

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 ...

10 minutes
Intermediate
Data & Reporting

Natural Language SQL Writer

Write optimized SQL queries from plain English across multiple database dialects

10 minutes
Intermediate
Data & Reporting

Cohort & Segment Analysis

Perform cohort analysis and customer segmentation to identify behavioral patterns, retention trends, and high-value groups.

15 minutes
Intermediate
Data & Reporting

Customer Feedback Synthesizer

Synthesize customer feedback from multiple channels into actionable themes, sentiment analysis, and product insights.

10 minutes
Beginner
Data & Reporting

Dashboard Narrative Generator

Transform dashboard data and KPI snapshots into compelling written narratives that explain the story behind the numbers.

5 minutes
Beginner
Data & Reporting

Data Cleanup & Formatting

Clean, standardize, and validate messy data files — fix formats, remove duplicates, and get analysis-ready datasets.

5 minutes
Beginner
Data & Reporting

Data Quality Assessment

Assess data quality across completeness, accuracy, consistency, and timeliness with remediation priorities.

10 minutes
Intermediate
Data & Reporting

Executive Summary Generator

Distill detailed reports into concise executive summaries with key findings, implications, and decision recommendations.

5 minutes
Beginner

Explore Other Roles