Topic: ai
10,359 skills in this topic.
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builder
Hands-on implementation partner for creating tools, scripts, dashboards, and prototypes. Use when the user wants to build something tangible — apps, scripts, automations, or internal tools. Triggers include "build", "create tool", "make app", "implement", "prototype", "automate", or when the goal is working software.
jeremylongshore/claude-code-plugins-plus-skills 1,803
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competitor-analyst
Competitive analysis and market positioning partner for Product Managers. Use when the user needs to analyze competitors, map market positioning, identify feature gaps, or prepare for competitive conversations. Triggers include "competitor", "competitive analysis", "market map", "feature comparison", "how does X compare", "positioning", or when evaluating the competitive landscape.
jeremylongshore/claude-code-plugins-plus-skills 1,803
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data-analyst
Data exploration and analysis partner for Product Managers. Use when the user needs to query databases, analyze metrics, create dashboards, or extract insights from data. Triggers include "query", "analyze data", "metrics", "BigQuery", "SQL", "dashboard", "what does the data say", or when working with quantitative information.
jeremylongshore/claude-code-plugins-plus-skills 1,803
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devil-advocate
Constructive critic and stress-tester for ideas and proposals. Use when the user needs someone to challenge their thinking, find weaknesses, anticipate objections, or strengthen an argument. Triggers include "challenge", "critique", "push back", "poke holes", "stress test", "what am I missing", or "play devil's advocate".
jeremylongshore/claude-code-plugins-plus-skills 1,803
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hypothesis-tester
Structured hypothesis formulation, experiment design, and results interpretation for Product Managers. Use when the user needs to validate an assumption, design an A/B test, evaluate experiment results, or decide whether to ship based on data. Triggers include "hypothesis", "A/B test", "experiment", "validate assumption", "test this", "should we ship", or when making a decision that should be data-informed.
jeremylongshore/claude-code-plugins-plus-skills 1,803
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meeting-prep
Meeting preparation assistant for Product Managers. Use when the user needs to prepare for a meeting, create talking points, anticipate questions, or structure a discussion. Triggers include "prepare for meeting", "meeting prep", "talking points", "get ready for", "1:1 prep", or when preparing for any scheduled conversation.
jeremylongshore/claude-code-plugins-plus-skills 1,803
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product-brief
Structured product brief and PRD creation assistant. Use when the user needs to write a product brief, PRD, feature spec, or any document that defines what to build and why. Triggers include "product brief", "PRD", "spec", "feature doc", "write a brief", "define this feature", or when scoping work for engineering.
jeremylongshore/claude-code-plugins-plus-skills 1,803
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stakeholder-update
Stakeholder communication assistant for status updates, progress reports, and executive summaries. Use when the user needs to write a stakeholder update, status report, progress summary, or any upward communication. Triggers include "stakeholder update", "status update", "progress report", "update leadership", "weekly update", or "executive summary".
jeremylongshore/claude-code-plugins-plus-skills 1,803
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strategic-clarity
Guided workflow for establishing team identity, boundaries, and strategic clarity. Use when starting a new role, inheriting ambiguity, when a team lacks clear identity, or when you need to define "what we own" vs "what we don't". Triggers include "strategic clarity", "team identity", "new role", "inherited ambiguity", "what does my team own", or "define our boundaries".
jeremylongshore/claude-code-plugins-plus-skills 1,803
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technical-analyst
Technical analysis translator for Product Managers. Use when the user needs to understand a system, codebase, API, or technical concept in PM-friendly terms. Triggers include "understand system", "explain code", "technical analysis", "how does X work", "what does this service do", or when exploring unfamiliar technical territory.
jeremylongshore/claude-code-plugins-plus-skills 1,803
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thought-partner
Collaborative thinking partner for exploring ideas, challenges, and decisions. Use when the user says "think through", "explore", "brainstorm", "help me figure out", asks open-ended questions about strategy or priorities, or needs to work through a problem without a clear solution yet.
jeremylongshore/claude-code-plugins-plus-skills 1,803
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writer
Professional writing assistant for PM documents. Use when the user needs to write, draft, or polish documents like briefs, updates, emails, or presentations. Triggers include "write", "draft", "document", "help me write", "create a brief", "polish this", or when producing any written deliverable.
jeremylongshore/claude-code-plugins-plus-skills 1,803
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design-sprint
Run a structured 5-day process to prototype, test, and validate product ideas with real users. Use when the user mentions "design sprint", "validate in a week", "rapid prototype", "test with users", or "de-risk before building". Covers mapping, sketching, deciding, prototyping, and testing. For ongoing experimentation, see lean-startup. For customer job analysis, see jobs-to-be-done. Trigger with 'design', 'sprint'.
jeremylongshore/claude-code-plugins-plus-skills 1,803
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lean-startup
Design MVPs, validated learning experiments, and pivot-or-persevere decisions using Build-Measure-Learn. Use when the user mentions "MVP scope", "validated learning", "pivot or persevere", "vanity metrics", or "test assumptions". Covers innovation accounting and actionable metrics. For 5-day prototype testing, see design-sprint. For customer motivation analysis, see jobs-to-be-done. Trigger with 'lean', 'startup'.
jeremylongshore/claude-code-plugins-plus-skills 1,803
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yt-brief
Refine a YouTube video idea into a structured production brief with angle, key points, value proposition,
CTA asset, and audience segment. Use this skill whenever the user says "create a brief", "brief this idea",
"develop this idea", "write a video brief", "production brief", or has selected a video idea from ideation
and wants to define the angle and structure before packaging and outlining. Use when working with yt brief. Trigger with 'yt', 'brief'.
jeremylongshore/claude-code-plugins-plus-skills 1,803
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yt-ideation
Generate and validate YouTube video ideas aligned with content pillars, audience strategy,
and priority tiers. Use this skill whenever the user says "generate ideas", "brainstorm videos",
"what should I make next", "video ideas", "content ideas", "ideation", "what topics should I cover",
or wants to come up with new video concepts. Use when working with yt ideation. Trigger with 'yt', 'ideation'.
jeremylongshore/claude-code-plugins-plus-skills 1,803
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yt-outline
Build detailed step-by-step YouTube video outlines with demo prep, screen-share sequences, and visual
planning. Use this skill whenever the user says "create an outline", "outline this video", "video outline",
"build the outline", "production outline", or has an approved brief and packaging and needs the final
pre-production document before demo prep and filming. Use when working with yt outline. Trigger with 'yt', 'outline'.
jeremylongshore/claude-code-plugins-plus-skills 1,803
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yt-packaging
Create optimized YouTube titles and thumbnail concepts for maximum CTR. Use this skill whenever the user
says "title ideas", "thumbnail concepts", "package this video", "CTR optimization", "title options", "packaging",
or has an approved brief and needs to finalize the title and thumbnail direction before outlining. Packaging
determines whether viewers click. Use when working with yt packaging. Trigger with 'yt', 'packaging'.
jeremylongshore/claude-code-plugins-plus-skills 1,803
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yt-research
Research competitor YouTube channels, niches, and trending topics for your content strategy.
Use this skill whenever the user says "research channels", "analyze competitors", "find trending topics",
"niche analysis", "competitive research", "what are other creators doing", "scrape YouTube channels",
or wants to understand the competitive landscape for a specific tool or topic area. Use when working with yt research. Trigger with 'yt', 'research'.
jeremylongshore/claude-code-plugins-plus-skills 1,803
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validating-ai-ethics-and-fairness
Validate AI/ML models and datasets for bias, fairness, and ethical concerns.
Use when auditing AI systems for ethical compliance, fairness assessment, or bias detection.
Trigger with phrases like "evaluate model fairness", "check for bias", or "validate AI ethics".
jeremylongshore/claude-code-plugins-plus-skills 1,803
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orchestrating-multi-agent-systems
Execute orchestrate multi-agent systems with handoffs, routing, and workflows across AI providers.
Use when building complex AI systems requiring agent collaboration, task delegation, or workflow coordination.
Trigger with phrases like "create multi-agent system", "orchestrate agents", or "coordinate agent workflows".
jeremylongshore/claude-code-plugins-plus-skills 1,803
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detecting-data-anomalies
Process identify anomalies and outliers in datasets using machine learning algorithms.
Use when analyzing data for unusual patterns, outliers, or unexpected deviations from normal behavior.
Trigger with phrases like "detect anomalies", "find outliers", or "identify unusual patterns".
jeremylongshore/claude-code-plugins-plus-skills 1,803
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building-automl-pipelines
Build automated machine learning pipelines with feature engineering, model selection, and hyperparameter tuning.
Use when automating ML workflows from data preparation through model deployment.
Trigger with phrases like "build automl pipeline", "automate ml workflow", or "create automated training pipeline".
jeremylongshore/claude-code-plugins-plus-skills 1,803
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building-classification-models
Build and evaluate classification models for supervised learning tasks with labeled data. Use when requesting "build a classifier", "create classification model", or "train classifier". Trigger with relevant phrases based on skill purpose.
jeremylongshore/claude-code-plugins-plus-skills 1,803