Use Cases
AI Tools for Product Managers
Write feature specs, analyze metrics, build roadmaps, and synthesize user feedback.
178 playbooks across 4 categories
Product Management(48)
View all →Acquisition Channel Advisor
Evaluate acquisition channels using unit economics, customer quality, and scalability. Decide whether to scale, test, or kill each channel with finance-backed reasoning.
AI-Shaped Readiness Advisor
Diagnose whether your product work is 'AI-first' (efficiency) or 'AI-shaped' (strategic transformation). Score 5 competencies, identify gaps, and get a priority action plan.
Altitude & Horizon Framework (PM → Director)
Understand the PM-to-Director transition through altitude (scope) and horizon (time). Diagnose which of four transition zones is creating friction and apply the Cascading Context Map when direction from above is vague.
SaaS Business Health Diagnostic
Diagnose SaaS business health across growth, retention, unit economics, and capital efficiency. Identify red flags by urgency and get a prioritized action plan with stage-specific benchmarks.
Context Engineering Advisor
Diagnose whether you're doing context stuffing (volume without intent) or context engineering (structure for attention). Build memory architecture, define context boundaries, and implement the Research → Plan → Reset → Implement cycle.
Customer Journey Map
Build a strategic customer journey map across Awareness → Consideration → Decision → Service → Loyalty — with actions, touchpoints, emotions, KPIs, business goals, and owning teams per stage.
Customer Journey Mapping Workshop
Run a 5-question adaptive workshop to build a customer journey map — actor, scenario, phases, actions/emotions, and prioritized opportunities — that aligns cross-functional teams around real pain points.
Director Readiness Advisor
Coach the PM-to-Director transition with 4 situational branches — preparing, interviewing, newly landed, or recalibrating — and deliver war-story-backed guidance calibrated to your specific stage.
Discovery Interview Prep
Design a customer discovery interview plan with the right methodology, questions, and bias guardrails — calibrated to your research goal, segment, and constraints via 4 adaptive questions.
Discovery Process (End-to-End)
Run a complete 6-phase discovery cycle — frame, research, synthesize, generate, validate, decide — in 3-4 weeks. Orchestrates 10+ component skills for problem-to-validated-solution workflow.
End-of-Life (EOL) Message
Write a clear, empathetic EOL announcement with customer-benefit rationale, explicit impact acknowledgment, transition support, and specific timeline — maintaining trust through product retirements.
Epic Breakdown Advisor (Humanizing Work)
Break epics into user stories using the Humanizing Work methodology — INVEST validation, 9 splitting patterns applied sequentially, and evaluation criteria that expose low-value work.
Epic Hypothesis (Lean UX)
Frame epics as falsifiable if/then hypotheses with tiny discovery experiments and 2-4 week validation measures — so you can kill bad ideas before committing engineering.
VP/CPO Executive Onboarding Playbook (30-60-90)
Run the first 90 days as diagnosis, not execution — Month 1 Diagnose, Month 2 Validate, Month 3 Act with Evidence. Plus Phase 0 CEO interview questions for evaluating the offer.
Feature Investment Advisor
Evaluate whether to build a feature using revenue connection, cost structure, ROI, and strategic value. Delivers build / build-strategic / don't-build / build-later recommendations with supporting math.
Finance-Based Pricing Advisor
Evaluate pricing changes (increases, tiers, add-ons, discounts) using ARPU, conversion, churn risk, NRR, and CAC payback math — before you ship the change.
SaaS Finance Metrics Quick Reference
Cheat sheet for 25+ SaaS metrics: formulas, benchmarks, red flags, and decision frameworks for feature investment, channel scaling, pricing changes, and business health.
Jobs-to-be-Done (JTBD)
Map customer jobs (functional, social, emotional), pains, and gains — a structured lens for discovery, positioning, and roadmap prioritization that looks beyond feature requests to real motivations.
Lean UX Canvas (v2)
Jeff Gothelf's 8-box one-page tool for framing work around the business problem, not the solution — surface assumptions, write testable hypotheses, and plan the smallest experiment before committing to build.
Opportunity Solution Tree (OST)
Teresa Torres' discovery framework: desired outcome → 3 opportunities → 3 solutions each → POC selection with feasibility/impact/market fit scoring and experiment design.
PESTEL Analysis
Systematic macro-environmental analysis across Political, Economic, Social, Technological, Environmental, and Legal factors — for market entry, strategic planning, and risk assessment.
Proof of Life Probe Advisor
Pick the right PoL probe (Feasibility, Task-Focused, Narrative, Synthetic Data, Vibe-Coded) based on hypothesis, risk, and timeline — match the cheapest prototype to the harshest truth.
Proof of Life (PoL) Probe
Define and document a lightweight, disposable validation artifact designed to surface harsh truths before expensive development — the artifact template that pairs with pol-probe-advisor.
Positioning Statement (Geoffrey Moore)
Fill in the For/that need/is a/that + Unlike/provides template from Crossing the Chasm — forces hard choices about target, category, need, and defensible differentiation.
Positioning Workshop
Run a structured 5-question discovery (target → need → category → benefit → differentiation) that outputs a Geoffrey Moore positioning statement — not a brainstorm, a forcing function for hard choices.
PRD Development
Build a structured PRD that connects problem, users, solution, and success criteria across 8 phases — from scattered Slack threads to engineering-ready document for major initiatives.
Press Release (Amazon Working Backwards)
Write a customer-perspective press release before building — Amazon's Working Backwards forcing function for clarity. If you can't write a compelling PR, the idea may be weak.
Prioritization Framework Advisor
Pick the right prioritization framework (RICE, ICE, Value/Effort, Kano, Buy-a-Feature) based on product stage, team context, decision needs, and data availability — avoid framework whiplash.
Problem Framing Canvas (MITRE)
Run MITRE's three-phase canvas — Look Inward (your biases), Look Outward (who's affected and who's left out), Reframe (problem + How Might We) — to solve the right problem before solutions.
Problem Statement (User-Centered)
Write an empathy-driven problem statement (I am / Trying to / But / Because / Which makes me feel) that frames product work around user outcomes — not feature requests or business symptoms.
Product Sense Interview Answer
Six-part spine (clarify → rationale → goal → segmentation → pain → solution) for PM product-sense interviews — sound thoughtful out loud instead of over-scripted on paper.
Product Strategy Session
End-to-end product strategy workflow orchestrating positioning, problem framing, discovery, prioritization, and roadmap across 6 phases over 2-4 weeks — with explicit decision points.
Proto-Persona
Create a lightweight, hypothesis-driven persona in hours from existing research, market signals, and team knowledge — a working customer profile before deeper validation.
Recommendation Canvas (AI Product)
10-component canvas for evaluating AI product proposals — business + customer outcomes, hypothesis with tiny experiments, PESTEL risks, value justification, SMART metrics, and next steps.
Roadmap Planning
Build an outcome-driven roadmap across 5 phases (gather inputs → define epics → prioritize → sequence → communicate) with hypotheses, RICE scores, and stakeholder alignment.
SaaS Economics & Efficiency Metrics
PM-focused reference for unit economics (CAC, LTV, payback, contribution margin) + capital efficiency (burn, runway, OpEx) + ratios (Rule of 40, magic number) — with cash-trap pitfalls.
SaaS Revenue & Growth Metrics
PM reference for revenue + retention metrics — MRR/ARR, ARPU/ARPA, ACV, churn (logo + revenue), NRR, expansion, quick ratio — with cohort analysis and 10 most common pitfalls.
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
Skill Authoring Workflow
Turn raw PM content into a compliant, publish-ready Claude skill via 6 phases (preflight → generate → tighten → validate → integrate → package) using repo-native scripts.
Storyboard (6-Frame Narrative)
Create a 6-frame visual storyboard (character → problem → "oh crap" moment → solution → "aha" moment → life after) — narrative for stakeholder alignment, concept reviews, and empathy-building.
TAM/SAM/SOM Calculator
Calculate Total Addressable Market, Serviceable Available Market, and Serviceable Obtainable Market with explicit assumptions, citations, and 1-3 year projections — defensible market sizing for investors, execs, and PMF validation.
User Story Mapping Workshop
Facilitated 5-question Jeff Patton story mapping workshop — backbone activities, prioritized tasks, walking-skeleton MVP, and 3 release slices for end-to-end incremental delivery.
User Story Mapping (Component)
Hierarchical story map template — segment → persona → narrative → activities → steps → tasks — left-to-right user journey with vertical priority for MVP planning and gap identification.
User Story Splitting (8 Patterns)
Break epics and oversized stories into independently deliverable slices using the Lawrence & Green 8-pattern framework — workflow, business rules, data, AC complexity, major effort, dependencies, DevOps, TADs.
User Story (Mike Cohn + Gherkin)
Translate user needs into testable, outcome-focused user stories combining Mike Cohn's "As a / I want / so that" with Gherkin Given/When/Then acceptance criteria.
VP/CPO Readiness Advisor
Adaptive coaching for the Director-to-VP and VP-to-CPO transition — Three Ps diagnostic, Empowerment Myth, paradigm shift, alliance building, and 4 branches (preparing, interviewing, newly landed, recalibrating).
Workshop Facilitation Protocol
Canonical multi-turn facilitation pattern for interactive PM workshops and advisors — one question per turn, progress labels, entry modes, and decision-point recommendations.
Market Research(36)
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.
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.
Competitor Alerts
Configure competitor alerts.
Competitor Pages
Create competitor comparison pages.
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.
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.
Deep Competitor Analysis
Reverse-engineer competitor strategies in minutes - pricing, positioning, weaknesses, roadmap clues, and strategic vulnerabilities.
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.
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.
Emerging Channels
Explore emerging marketing channels.
Find Your Community
Identify the community you should build a business around — starting from the groups you already belong to, not a market you want to enter. Based on The Minimalist Entrepreneur.
Non-Technical Founder MVP Builder
Build MVPs and pitch materials without technical cofounders through market analysis, competitor research, and strategic planning.
GitHub Lead Research
Identify companies using specific technologies by analyzing GitHub repositories and contributor patterns.
Last 30 Days Social Research
Research any topic across Reddit, X, YouTube, TikTok, Instagram, Hacker News, and Polymarket with multi-query social search
Lead Research & LinkedIn Outreach
Identify ICP-matched prospects, research decision-makers, and draft personalized LinkedIn outreach messages.
Market Weather
Assess current market conditions.
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.
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.
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...
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.
Market Research Analysis Summary
Transform raw market research data into executive-ready summaries with market sizing, segments, and opportunity assessments.
Product Requirements Generator
Create comprehensive PRDs from rough ideas, map user stories, define acceptance criteria, specify technical requirements, and set measurable success metrics.
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.
Validate Your Business Idea
Pressure-test a business idea before you build. Uses red flags, green flags, and the 'validation happens through selling, not building' principle from The Minimalist Entrepreneur.
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.
Proposal Factory
Store reusable proposal components — case studies, bios, pricing templates — and assemble tailored proposals without starting from scratch.
Project Management(20)
View all →Agile Product Owner
Generate user stories with acceptance criteria, plan sprints, groom backlogs, track velocity, and prepare stakeholder demos using agile best practices.
Asana Project Automation
Automate Asana project management workflows, task tracking, team collaboration, and reporting
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
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.
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.
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
Token Launch Checklist
Complete token launch operations plan - 21-day timeline, 7 checklists, top 10 failure modes, and emergency actions.
Weekly Project Review
Automate comprehensive weekly project summaries by synthesizing WhatsApp, email, and meeting transcript data into a living dashboard and detailed activity log.
Data & Reporting(74)
View all →Agency Dashboard
Portfolio-level client overview.
Analytics Insights
Analyze marketing performance.
Anomaly Scan
Detect marketing anomalies.
Chart & Data Visualization Designer
Design effective data visualizations and charts. Generate chart configurations for ECharts, Chart.js, and other libraries. Create dashboards and reports.
Client Report
Generate client-facing reports.
Competitor Monitor
Set up ongoing competitor monitoring.
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
Eval Config
Configure content eval settings.
Eval Suite
Batch evaluate multiple content pieces.
Executive Dashboard
Design executive marketing dashboards.
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.
Intelligence Report
Generate marketing intelligence briefings.
Interactive Dashboard Builder
Build self-contained HTML dashboards with Chart.js for data visualization
Live Dashboard
Create live Looker Studio dashboards.
Pdf Report
Generate branded PDF reports.
Performance Check
Pull live metrics for a performance snapshot.
Performance Report
Generate performance reports.
Natural Language SQL Writer
Write optimized SQL queries from plain English across multiple database dialects
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
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...
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.
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.
Send Report
Deliver performance reports.
Simulate
Simulate revenue impact via Monte Carlo.
Google Sheets Automation
Google Sheets automation workflows - data sync, task management, reporting dashboards, and multi-platform integrations
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 ...
Table Extraction from Documents
Extract tables from PDF documents with support for merged cells and multi-page layouts using camelot.
What If
Compare budget scenarios side-by-side.
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
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.