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AI Tools for Consultants & Coaches

Deliver strategic insights, manage engagements, and create client deliverables faster.

157 playbooks across 5 categories

Executive Strategy(17)

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Executive Strategy

CEO Advisor

Your on-demand strategic advisor for board prep, capital allocation, M&A evaluation, financial scenario modeling, and stakeholder management decisions.

15 minutes
Advanced
Executive Strategy

Competitive Intelligence Analyst

Build a living competitive intelligence system with battlecards, win/loss analysis, feature parity tracking, pricing intelligence, and automated monitoring triggers.

10 minutes
Intermediate
Executive Strategy

Hegelian Dialectic — The Electric Monks

Two AI subagents fully commit to opposing positions while you orchestrate structural contradiction analysis and synthesis. Stress-test ideas, resolve tensions, and build deeper mental models across any domain.

15 minutes
Advanced
Executive Strategy

Startup Analyst

Assess early-stage startup viability with TAM/SAM/SOM market sizing, unit economics modeling, competitive moat analysis, and fundraising readiness scoring.

10 minutes
Intermediate
Executive Strategy

Trend Analyst

Detect emerging patterns, identify weak signals, run scenario planning with probability-weighted outcomes, and map technology adoption lifecycles for strategic foresight.

10 minutes
Intermediate
Executive Strategy

Investor & Board Materials Prep

Create polished investor updates, board decks, and fundraising materials from raw company data and metrics.

15 minutes
Intermediate
Executive Strategy

M&A Due Diligence Documentation

Structure M&A and partnership due diligence with evaluation frameworks, risk assessment, and integration planning documentation.

10 minutes
Intermediate
Executive Strategy

OKR & Goal Setting Assistant

Transform vague objectives into measurable OKRs with scoring guides, alignment documentation, and team communication plans.

15 minutes
Intermediate
Executive Strategy

1:1 Meeting Prep

Prepare structured agendas, follow-up tracking, and discussion topics for effective one-on-one meetings.

5 minutes
Beginner
Executive Strategy

Org Design & Structure Analyzer

Analyze organizational structure with span of control metrics, structural alternatives, and phased transition plans.

15 minutes
Intermediate
Executive Strategy

Risk Assessment & Mitigation Planner

Identify, assess, and plan mitigation for business risks with probability/impact matrices and action plans.

15 minutes
Intermediate
Executive Strategy

Strategic Planning Document Synthesis

Synthesize multiple strategic inputs into coherent planning documents with themes, priorities, and implementation roadmaps.

15 minutes
Intermediate
Executive Strategy

SWOT & Strategic Framework Analysis

Apply strategic frameworks — SWOT, Porter's Five Forces, PESTEL, and more — to any business situation with actionable outputs.

10 minutes
Beginner
Executive Strategy

Plan Stress Tester

Stress-test any plan with structured expert critique, best-practice research, and pre-mortem analysis to catch blind spots and wishful thinking.

5 minutes
Intermediate
Executive Strategy

Board & Leadership Meeting Prep

Synthesize multiple source files into comprehensive board meeting briefings with decisions, risks, and talking points.

10 minutes
Beginner
Executive Strategy

Business Case Builder

Build compelling business cases with financial projections, ROI analysis, risk assessment, and executive recommendations.

15 minutes
Intermediate
Executive Strategy

Delegation Brief Creator

Create clear delegation briefs with ownership, authority levels, success criteria, and check-in schedules for any task.

10 minutes
Beginner

Market Research(29)

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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

Research & Writing(36)

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Research & Writing

Article Writing Pipeline — From Idea to Published Draft

Turn scattered blog ideas into polished articles with a structured writing pipeline. Score angles, build SEO outlines, and generate first drafts — all saved as files you can edit and publish.

5 minutes
Beginner
Research & Writing

Content Research Writer

Collaborative writing assistant for outlining, research, citations, and section-by-section feedback on articles, blogs, and technical content.

5 minutes
Beginner
Research & Writing

Business Document Generator

Create professional business documents including project proposals, business plans, and annual budgets from templates.

5 minutes
Beginner
Research & Writing

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.

10 minutes
Intermediate
Research & Writing

Deep Research Assistant

Conduct comprehensive research on any topic. Synthesize information from multiple angles, provide structured analysis, and generate detailed research reports.

10 minutes
Advanced
Research & Writing

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.

10 minutes
Intermediate
Research & Writing

Fact Checker

Verify claims against multiple sources, assess accuracy with confidence scores, detect bias, cross-reference evidence, and produce structured verification reports.

10 minutes
Intermediate
Research & Writing

Advanced Web Search Assistant

Formulate effective web search queries, analyze search results, and synthesize findings. Optimize search strategies for different types of information needs.

10 minutes
Advanced
Research & Writing

Voice Note to Article Converter

Transform rambling voice recordings and brainstorms into coherent article outlines and polished drafts.

5 minutes
Beginner
Research & Writing

Writing Enhancement Coach

Get iterative feedback on outlines, research assistance, and section-by-section writing guidance for articles and essays.

5 minutes
Beginner
Research & Writing

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...

5 minutes
Beginner
Research & Writing

Scientific Citation Management

Comprehensive citation management for academic research. Search Google Scholar and PubMed for papers, extract accurate metadata, validate citations, and generate properly formatted BibTeX entries. This skill should be used when you need to find pa...

5 minutes
Beginner
Research & Writing

Research Synthesis Engine

Synthesize multiple research sources into a structured analysis with themes, conflicts, data points, and actionable implications.

10 minutes
Beginner
Research & Writing

User Research Synthesis

Synthesize user interviews, surveys, and usability tests into actionable insights with themes, personas, and design recommendations.

10 minutes
Intermediate
Research & Writing

Research Synthesizer

Synthesize findings across multiple documents, reports, or transcripts with theme identification, contradiction mapping, gap analysis, and confidence-scored insights.

10 minutes
Intermediate
Research & Writing

Research Paper Writer

Write formal academic papers meeting IEEE/ACM publication standards with proper structure, citations, and scholarly conventions.

10 minutes
Advanced
Research & Writing

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 ...

15 minutes
Advanced
Research & Writing

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...

10 minutes
Intermediate
Research & Writing

Scientific Literature Review

Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.). This skill should be used when conducting systematic literature reviews, meta-analyses, research synthesis, or...

10 minutes
Intermediate
Research & Writing

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...

10 minutes
Intermediate
Research & Writing

Scientific Peer Review

Structured manuscript/grant review with checklist-based evaluation. Use when writing formal peer reviews with specific criteria methodology assessment, statistical validity, reporting standards compliance (CONSORT/STROBE), and constructive feedbac...

10 minutes
Intermediate
Research & Writing

Scientific Pyzotero

Interact with Zotero reference management libraries using the pyzotero Python client. Retrieve, create, update, and delete items, collections, tags, and attachments via the Zotero Web API v3. Use this skill when working with Zotero libraries progr...

5 minutes
Beginner
Research & Writing

Scientific Research Grants

Write competitive research proposals for NSF, NIH, DOE, DARPA, and Taiwan NSTC. Agency-specific formatting, review criteria, budget preparation, broader impacts, significance statements, innovation narratives, and compliance with submission requir...

10 minutes
Intermediate
Research & Writing

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...

5 minutes
Beginner
Research & Writing

Scientific Scholar Evaluation

Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation, methodology, analysis, and writing with quantitative scoring and actionable f...

10 minutes
Intermediate
Research & Writing

Scientific Scientific Brainstorming

Creative research ideation and exploration. Use for open-ended brainstorming sessions, exploring interdisciplinary connections, challenging assumptions, or identifying research gaps. Best for early-stage research planning when you do not have spec...

10 minutes
Intermediate
Research & Writing

Scientific Scientific Critical Thinking

Evaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying biases and confounders, applying evidence grading frameworks (GRADE, Cochrane Risk of Bias), or teaching critical analysis. Best for under...

10 minutes
Intermediate
Research & Writing

Scientific Scientific Writing

Core skill for the deep research and writing tool. Write scientific manuscripts in full paragraphs (never bullet points). Use two-stage process with (1) section outlines with key points using research-lookup then (2) convert to flowing prose. IMRA...

10 minutes
Intermediate
Research & Writing

Scientific Venue Templates

Access comprehensive LaTeX templates, formatting requirements, and submission guidelines for major scientific publication venues (Nature, Science, PLOS, IEEE, ACM), academic conferences (NeurIPS, ICML, CVPR, CHI), research posters, and grant propo...

10 minutes
Intermediate
Research & Writing

Scientific What If Oracle

Run structured What-If scenario analysis with multi-branch possibility exploration. Use this skill when the user asks speculative questions like 'what if...', 'what would happen if...', 'what are the possibilities', 'explore scenarios', 'scenario ...

15 minutes
Advanced
Research & Writing

News Monitoring & Alerts

Set up news monitoring strategies, analyze news coverage, and synthesize current events. Create news digests and media analysis reports.

10 minutes
Advanced
Research & Writing

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.

10 minutes
Advanced
Research & Writing

Meeting Insights Analyzer

Analyze meeting transcripts to reveal communication patterns, behavioral tendencies, and leadership effectiveness with timestamped feedback.

10 minutes
Intermediate
Research & Writing

Multi-Source Research Synthesis

Dump research from multiple sources into one place, then have Claude find patterns, contradictions, and gaps across all of them.

5 minutes
Intermediate
Research & Writing

Document Summarizer

Get role-specific summaries from any document — executive summaries, key findings, implications, and recommended actions.

2 minutes
Beginner
Research & Writing

Real-Time Intelligence Synthesis

Analyze multiple live data streams—news, social feeds, reports, documents—and synthesize them into actionable intelligence briefs with risk assessments.

10 minutes
Advanced

Project Management(20)

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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)

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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

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