novelist-analyst

rysweet/amplihack · updated Apr 8, 2026

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$npx skills add https://github.com/rysweet/amplihack --skill novelist-analyst
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Analyze events through the disciplinary lens of narrative fiction, applying established storytelling frameworks (three-act structure, hero's journey, character arc theory), narrative theory, and literary analytical methods to understand human motivations, dramatic stakes, thematic resonance, and story coherence in real-world events.

skill.md

Novelist Analyst Skill

Purpose

Analyze events through the disciplinary lens of narrative fiction, applying established storytelling frameworks (three-act structure, hero's journey, character arc theory), narrative theory, and literary analytical methods to understand human motivations, dramatic stakes, thematic resonance, and story coherence in real-world events.

When to Use This Skill

  • Leadership Analysis: Understanding leaders as characters with motivations, flaws, and arcs
  • Organizational Narratives: Analyzing company stories, culture shifts, transformations
  • Crisis Narratives: Understanding how crises unfold as dramatic stories
  • Cultural Moments: Analyzing cultural events through narrative lenses
  • Conflict Analysis: Understanding human dimensions of conflicts
  • Change Stories: Transformation narratives in organizations or societies
  • Communication Analysis: Evaluating how stories are told and what they reveal

Core Philosophy: Narrative Thinking

Narrative analysis rests on fundamental principles:

Stories Reveal Truth: Beneath surface events lie deeper narratives that reveal motivations, conflicts, and meaning.

Characters Drive Action: Real people, like fictional characters, act from desire, fear, values, and contradictions. Understanding character illuminates events.

Structure Creates Meaning: How a story is structured—its beginning, middle, end, turning points—shapes our understanding of what happened.

Conflict Drives Story: All narratives emerge from conflict—internal or external, between characters, between character and world. Identifying core conflicts reveals what's truly at stake.

Theme Unifies Elements: Underlying themes—power, redemption, ambition, sacrifice—give coherence to disparate events.

Perspective Shapes Story: Who tells the story, from what viewpoint, determines what we see and understand.

Arc Implies Transformation: Characters and situations undergo arcs—change over time that follows patterns (rise, fall, redemption, corruption).


Theoretical Foundations (Expandable)

Framework 1: Three-Act Structure (Classical Dramatic Structure)

Origin: Aristotelian poetics, refined through centuries of dramatic tradition

Core Principles:

  • Stories naturally organize into beginning, middle, and end
  • Each act serves distinct narrative function
  • Turning points propel story forward
  • Rising action builds toward climax
  • Resolution provides closure

Three Acts:

Act I: Setup (25%)

  • Establish status quo and normal world
  • Introduce protagonist and core desires
  • Present inciting incident that disrupts equilibrium
  • Protagonist commits to journey/goal
  • First Act Turn: Point of no return

Act II: Confrontation (50%)

  • Protagonist pursues goal, faces obstacles
  • Complications escalate, stakes rise
  • Midpoint: Major reversal or revelation
  • Dark night of the soul: Lowest point
  • Second Act Turn: Final push toward resolution

Act III: Resolution (25%)

  • Climax: Confrontation with central conflict
  • Protagonist transformed or defeated
  • New equilibrium established
  • Themes crystallized

Key Insights:

  • Provides roadmap for narrative development
  • Identifies where story is in its arc
  • Reveals whether narrative is complete or truncated
  • Shows how tension builds and releases

When to Apply:

  • Leadership journeys (rise and fall narratives)
  • Organizational transformations
  • Crisis management stories
  • Policy initiatives with clear beginnings/ends

Sources:

Framework 2: Hero's Journey (Monomyth)

Origin: Joseph Campbell's The Hero with a Thousand Faces (1949)

Core Principle: Stories across cultures follow common pattern of departure, initiation, return

Twelve Stages:

Act I: Departure

  1. Ordinary World: Hero's normal life
  2. Call to Adventure: Challenge or quest appears
  3. Refusal of the Call: Hero hesitates
  4. Meeting the Mentor: Guidance received
  5. Crossing the Threshold: Hero commits

Act II: Initiation 6. Tests, Allies, Enemies: Hero faces challenges 7. Approach to Inmost Cave: Preparation for ordeal 8. Ordeal: Supreme challenge, confronting death/fear 9. Reward: Hero seizes treasure or knowledge

Act III: Return 10. The Road Back: Journey home begins 11. Resurrection: Final test, transformation complete 12. Return with Elixir: Hero brings wisdom/gift to community

Key Insights:

  • Universal pattern reflects human psychology
  • Transformation through trial is core human story
  • Mentors, allies, and tests serve archetypal functions
  • True heroism involves bringing wisdom back to community

When to Apply:

  • Entrepreneurial journeys
  • Leadership transformations
  • Social movements
  • Personal and organizational reinventions

Sources:

  • Joseph Campbell, The Hero with a Thousand Faces (1949)
  • Christopher Vogler, The Writer's Journey (1992)

Framework 3: Character Arc Theory

Definition: The transformation a character undergoes through story events

Three Arc Types:

Positive/Change Arc:

  • Character overcomes flaws, grows, achieves goal
  • Truth replaces lie they believe
  • Internal and external goals align
  • Example: Scrooge's redemption

Negative/Fall Arc:

  • Character succumbs to flaws, degrades, fails
  • Lie they believe deepens
  • Corruption or destruction
  • Example: Macbeth's ambition leads to downfall

Flat Arc:

  • Character already embodies truth
  • Remains steadfast in values
  • Transforms world around them instead
  • Example: Atticus Finch's moral constancy

Key Insights:

  • Character change (or refusal to change) is story's heart
  • Internal journey mirrors external events
  • Flaws and desires drive choices
  • Transformation must be earned through trials

When to Apply:

  • Leadership analysis (growth or corruption)
  • Organizational culture shifts
  • Personal transformation stories
  • Evaluating whether change is authentic or superficial

Source: K.M. Weiland, Creating Character Arcs (2016)

Framework 4: Dramatic Conflict Types

Core Principle: All stories emerge from conflict—opposition between forces

Seven Classic Conflicts:

  1. Character vs. Character

    • Protagonist opposes antagonist
    • Personal rivalry, competition
    • Example: Political opponents
  2. Character vs. Self

    • Internal struggle
    • Competing desires, moral dilemmas
    • Example: Leader torn between values and expediency
  3. Character vs. Society

    • Individual against social norms, institutions
    • Reform, rebellion, resistance
    • Example: Whistleblower vs. corrupt organization
  4. Character vs. Nature

    • Struggle against natural forces
    • Survival, disaster response
    • Example: Crisis management in natural disaster
  5. Character vs. Technology

    • Human confronting technological systems
    • Automation anxieties, AI concerns
    • Example: Workers displaced by automation
  6. Character vs. Fate/Supernatural

    • Struggle against destiny or unknown forces
    • Existential questions
    • Example: Pandemic as inexorable force
  7. Character vs. Unknown

    • Mystery, uncertainty
    • Search for truth or meaning
    • Example: Investigation, discovery narratives

Key Insights:

  • Identifying primary conflict clarifies what's at stake
  • Multiple conflicts can operate simultaneously
  • External conflicts often reflect internal ones
  • Resolution requires addressing core conflict

When to Apply: Analyzing any situation to understand fundamental tensions driving events

Framework 5: Narrative Voice and Perspective

Point of View Options:

First Person: "I" narrator, subjective, limited knowledge

  • Intimate, unreliable narrator possible
  • Example: Memoir, insider account

Second Person: "You" narrator, immersive, rare

  • Directly implicates reader
  • Example: Choose-your-own-adventure effect

Third Person Limited: "He/she," one character's perspective

  • Balanced intimacy and objectivity
  • Most common in fiction

Third Person Omniscient: "He/she," all-knowing narrator

  • Access to all minds, broader view
  • Godlike perspective

Key Insights:

  • Who tells the story determines what we know
  • Perspective reveals bias and limits
  • Unreliable narrators shape (mis)understanding
  • Omniscient view provides context but loses intimacy

When to Apply:

  • Media analysis (whose story is told?)
  • Organizational narratives (management vs. worker perspective)
  • Historical events (victor's story vs. loser's)

Core Analytical Frameworks (Expandable)

Framework 1: Story Spine (Narrative Skeleton)

Structure (Kenn Adams):

  • Once upon a time...
  • And every day...
  • Until one day...
  • Because of that...
  • Because of that...
  • Until finally...
  • And ever since then...

Purpose: Reduces any story to essential narrative beats

Analysis Questions:

  • What was the status quo?
  • What disrupted it?
  • What chain of consequences followed?
  • What was the resolution?
  • What is the new normal?

Application: Quickly identify narrative structure of events

Framework 2: Freytag's Pyramid (Dramatic Arc)

Five-Part Structure:

  1. Exposition: Setup, characters, context
  2. Rising Action: Complications, escalating tension
  3. Climax: Turning point, highest tension
  4. Falling Action: Consequences unfold
  5. Denouement: Resolution, new equilibrium

Visual: Pyramid shape—gradual rise to peak, then descent

Value: Maps dramatic tension over time, identifies climactic moments

Application: Crisis narratives, organizational changes, political campaigns

Framework 3: Character Desire and Obstacle

Formula: Character wants X, but Y prevents it

Elements:

  • Desire/Goal: What character wants (external)
  • Need: What character actually needs (internal)
  • Obstacle: What prevents achievement
  • Stakes: What happens if character fails
  • Motivation: Why character wants this
  • Flaw: Character weakness that complicates journey

Analysis Process:

  1. Identify protagonist's stated goal
  2. Identify deeper psychological need
  3. Map obstacles (external and internal)
  4. Assess stakes (consequences of failure)
  5. Understand motivation (why this matters)
  6. Recognize flaw (what undermines success)

Application: Leadership analysis, negotiation dynamics, strategic decision-making

Framework 4: Theme and Motif

Theme: Central idea or universal truth explored by story

Common Themes:

  • Power and corruption
  • Redemption and forgiveness
  • Ambition and consequence
  • Sacrifice and duty
  • Identity and belonging
  • Freedom vs. security
  • Tradition vs. progress

Motif: Recurring element (image, phrase, symbol) that reinforces theme

Analysis:

  • What deeper meaning do events convey?
  • What patterns recur across narrative?
  • What symbols carry thematic weight?
  • What questions does the story ask?

Application: Cultural analysis, political messaging, brand narratives

Framework 5: Narrative Coherence and Plausibility

Coherence Criteria:

  • Internal Consistency: Do events logically follow from previous events?
  • Character Consistency: Do characters act according to established traits and motivations?
  • Causal Logic: Are cause-effect relationships clear and believable?
  • Thematic Unity: Do elements serve coherent themes?

Plausibility:

  • Does this ring true psychologically?
  • Are motivations believable?
  • Are coincidences excessive?
  • Does resolution feel earned?

Red Flags:

  • Deus ex machina (contrived solutions)
  • Plot holes (inconsistencies)
  • Character acting out of character
  • Unmotivated behavior

Application: Evaluating official narratives, media stories, organizational change stories


Methodological Approaches (Expandable)

Method 1: Close Reading and Textual Analysis

Definition: Careful, detailed analysis of text to understand how meaning is created

Process:

  1. Read/observe events multiple times
  2. Note language, imagery, symbolism
  3. Identify patterns and repetitions
  4. Analyze structure and form
  5. Consider context and subtext
  6. Interpret deeper meanings

Application: Analyzing speeches, statements, media coverage, organizational communications

Method 2: Character Study

Dimensions of Character:

  • Backstory: History shaping character
  • Motivation: Conscious and unconscious drives
  • Values: Core beliefs and principles
  • Flaws: Weaknesses and blind spots
  • Desires: External goals
  • Needs: Internal psychological requirements
  • Contradictions: Internal conflicts
  • Arc: Transformation or stasis

Process:

  1. Gather biographical information
  2. Identify stated goals and hidden needs
  3. Analyze past actions for patterns
  4. Note contradictions and complexities
  5. Track changes over time
  6. Assess relationship to others

Application: Leadership analysis, negotiation, stakeholder understanding

Method 3: Plot Mapping

Elements to Map:

  • Inciting incident
  • Rising action beats
  • Midpoint reversal
  • Dark night/crisis
  • Climax
  • Resolution
  • Character positions at each beat

Visualization: Timeline with tension levels, character positions, key events

Purpose: See overall narrative shape, identify missing elements, predict trajectory

Application: Crisis management, transformation projects, political campaigns

Method 4: Thematic Analysis

Process:

  1. Identify recurring ideas, questions, concerns
  2. Note symbolic elements and their meanings
  3. Recognize contrasts and oppositions (freedom/control, tradition/change)
  4. Synthesize into central themes
  5. Evaluate how well theme is developed

Value: Reveals deeper meaning beyond surface events

Application: Cultural analysis, brand positioning, political messaging

Method 5: Comparative Narrative Analysis

Approach: Compare multiple versions or parallel stories

Comparison Dimensions:

  • How do different narrators tell same events?
  • What elements are emphasized or omitted?
  • Whose perspective is privileged?
  • What narrative patterns recur across cases?

Application: Media analysis, historical events, organizational change


Analysis Rubric

What to Examine

Narrative Structure:

  • Where is this story in its arc (setup, confrontation, resolution)?
  • What was the inciting incident?
  • What are major turning points?
  • Is there a clear climax?
  • How complete is the story?

Characters and Motivations:

  • Who are the protagonists and antagonists?
  • What do characters want (external goals)?
  • What do characters need (internal)?
  • What are character flaws and strengths?
  • How do characters change?

Conflict and Stakes:

  • What is the central conflict?
  • What are the stakes (what happens if protagonist fails)?
  • What obstacles stand in the way?
  • Internal vs. external conflicts?
  • How is tension building or releasing?

Theme and Meaning:

  • What deeper ideas are being explored?
  • What questions does this raise?
  • What patterns recur?
  • What symbols carry meaning?
  • What is this story really about?

Coherence and Plausibility:

  • Does the narrative hold together?
  • Are motivations believable?
  • Are events causally connected?
  • Are there plot holes or inconsistencies?
  • Does resolution feel earned?

Questions to Ask

Structural Questions:

  • What is the story spine (setup → disruption → consequences → resolution)?
  • Where are we in the three-act structure?
  • What was the point of no return?
  • What is the climax?

Character Questions:

  • Who is the protagonist of this story?
  • What does the protagonist want?
  • What does the protagonist need (internally)?
  • What is the protagonist's fatal flaw?
  • How does the protagonist change (or fail to change)?
  • Who are the supporting characters and what roles do they play?

Conflict Questions:

  • What is the core conflict?
  • What are the stakes?
  • What obstacles prevent resolution?
  • Is conflict internal, external, or both?
  • How does conflict escalate?

Thematic Questions:

  • What is this story really about?
  • What deeper truths emerge?
  • What universal human experiences does this touch?
  • What does this say about power, identity, belonging, sacrifice, etc.?

Perspective Questions:

  • Whose story is being told?
  • Whose perspective is privileged?
  • What would this look like from another viewpoint?
  • Who is the narrator and are they reliable?

Plausibility Questions:

  • Do character motivations make sense?
  • Are coincidences excessive?
  • Does the resolution feel earned?
  • Are there deus ex machina elements?

Factors to Consider

Narrative Factors:

  • Story structure and pacing
  • Turning points and reversals
  • Dramatic tension
  • Causality and logic

Character Factors:

  • Depth and complexity
  • Consistency and evolution
  • Motivation and desire
  • Flaws and contradictions

Thematic Factors:

  • Central ideas and questions
  • Symbolic elements
  • Recurring patterns
  • Universal resonance

Context Factors:

  • Cultural moment
  • Genre conventions
  • Audience expectations
  • Historical parallels

Narrative Parallels to Consider

Classic Story Types:

  • Hero's journey (transformation through trial)
  • Tragedy (fatal flaw leads to downfall)
  • Comedy (obstacles overcome, harmony restored)
  • Quest (journey to achieve goal)
  • Rags to riches (rise from humble beginnings)
  • Riches to rags (fall from grace)
  • Rebirth (redemption, second chance)
  • Voyage and return (journey to strange world, return transformed)

Implications to Explore

Narrative Implications:

  • What does story structure reveal about meaning?
  • Is narrative complete or ongoing?
  • What would satisfying resolution require?
  • What narrative patterns does this exemplify?

Character Implications:

  • What do character choices reveal about values?
  • Is transformation authentic or superficial?
  • What drives behavior?
  • What would redemption require?

Thematic Implications:

  • What universal truths emerge?
  • What does this say about human nature?
  • What cultural values are reinforced or challenged?
  • What lessons does the narrative offer?

Strategic Implications:

  • How should protagonists navigate their arc?
  • What narrative framing serves goals?
  • How can story be shaped going forward?
  • What endings are possible?

Step-by-Step Analysis Process

Step 1: Identify the Story and Its Stage

Actions:

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how to use novelist-analyst

How to use novelist-analyst on Cursor

AI-first code editor with Composer

1

Prerequisites

Before installing skills in Cursor, ensure your development environment meets these requirements:

  • Cursor installed and configured on your development machine
  • Node.js version 16.0+ with npm package manager (verify with node --version)
  • Active project directory or workspace where you want to add novelist-analyst
2

Execute installation command

Execute the skills CLI command in your project's root directory to begin installation:

$npx skills add https://github.com/rysweet/amplihack --skill novelist-analyst

The skills CLI fetches novelist-analyst from GitHub repository rysweet/amplihack and configures it for Cursor.

3

Select Cursor when prompted

The CLI will show a list of available agents. Use arrow keys to navigate and space to select Cursor:

◆ Which agents do you want to install to?
│ ── Universal (.agents/skills) ── always included ────
│ • Amp
│ • Antigravity
│ • Cline
│ • Codex
│ ●Cursor(selected)
│ • Cursor
│ • Windsurf
4

Verify installation

Confirm successful installation by checking the skill directory location:

.cursor/skills/novelist-analyst

Reload or restart Cursor to activate novelist-analyst. Access the skill through slash commands (e.g., /novelist-analyst) or your agent's skill management interface.

Security & Verification Notice

We perform automated surface-level scans (Gen AI Scanner, Socket, Snyk) during installation. These checks detect common vulnerabilities but do not guarantee complete security. Always review skill source code and verify the publisher's reputation before production use.

Skills execute code in your development environment. Always verify the publisher's identity, review recent commits, and test in isolated environments before production deployment.

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Use Cases

User Story & Requirements Generation

Create detailed user stories, acceptance criteria, and feature specs

Example

Generate user stories for 'password reset feature' with acceptance criteria, edge cases, and test scenarios

Reduce spec writing time by 50%, ensure comprehensive coverage

Competitive Analysis

Research competitors, compare features, identify gaps

Example

Analyze 5 competitor products, create feature comparison matrix, suggest differentiation opportunities

Complete competitive research in 2 hours instead of 2 days

Roadmap Prioritization

Evaluate features using frameworks (RICE, ICE, Kano) and create prioritized backlogs

Example

Score 20 feature ideas using RICE framework, generate prioritized roadmap with rationale

Make data-driven prioritization decisions faster

Stakeholder Communication

Draft PRDs, status updates, and stakeholder presentations

Example

Create executive summary of Q3 roadmap, monthly progress report, feature launch announcement

Save 3-5 hours/week on communication overhead

Implementation Guide

Prerequisites

  • Claude Desktop or compatible AI client
  • Access to product documentation and roadmap tools (Jira, Notion, etc.)
  • Understanding of product management frameworks (RICE, Jobs-to-be-Done, etc.)
  • Stakeholder contact information and communication channels

Time Estimate

30-60 minutes to see productivity improvements

Installation Steps

  1. 1.Install product management skill
  2. 2.Start with user story generation for known feature
  3. 3.Progress to competitive analysis: research 2-3 competitors
  4. 4.Use for roadmap prioritization: apply RICE/ICE scoring
  5. 5.Draft stakeholder communications and refine based on feedback
  6. 6.Build template library for recurring PM tasks
  7. 7.Share effective prompts with product team

Common Pitfalls

  • Not validating competitive research—verify facts before sharing
  • Accepting user stories without involving engineering team
  • Over-relying on frameworks without qualitative judgment
  • Not customizing outputs to company culture and communication style
  • Skipping stakeholder validation of generated requirements

Best Practices

✓ Do

  • +Validate research and competitive analysis with real data
  • +Collaborate with engineering when generating technical requirements
  • +Customize frameworks and templates to your company context
  • +Use skill for first drafts, refine with stakeholder input
  • +Document successful prompt patterns for PM tasks
  • +Combine AI efficiency with human judgment and intuition

✗ Don't

  • Don't publish competitive analysis without fact-checking
  • Don't finalize user stories without engineering review
  • Don't make prioritization decisions solely on AI scoring
  • Don't skip customer validation of generated requirements
  • Don't ignore company-specific context and culture

💡 Pro Tips

  • Provide context: company goals, constraints, customer feedback
  • Ask for alternatives: 'Show 3 ways to prioritize this roadmap'
  • Request stakeholder-specific formatting: 'Executive summary vs. engineering spec'
  • Use skill for 70% generation + 30% customization to company needs

When to Use This

✓ Use When

Use for user story writing, competitive research, roadmap prioritization, stakeholder communication, and PRD drafting. Best for reducing repetitive documentation and research work.

✗ Avoid When

Avoid for strategic product vision (requires deep customer empathy), pricing decisions (needs market and financial expertise), or when face-to-face customer discovery is more valuable than speed.

Learning Path

  1. 1Basic: user stories, feature specs, status updates
  2. 2Intermediate: competitive analysis, prioritization frameworks, PRDs
  3. 3Advanced: product strategy, go-to-market planning, OKR setting
  4. 4Expert: product vision, market positioning, business model innovation

Discussion

Product Hunt–style comments (not star reviews)
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general reviews

Ratings

4.830 reviews
  • Shikha Mishra· Dec 16, 2024

    novelist-analyst fits our agent workflows well — practical, well scoped, and easy to wire into existing repos.

  • Diya White· Dec 16, 2024

    We added novelist-analyst from the explainx registry; install was straightforward and the SKILL.md answered most questions upfront.

  • Rahul Santra· Nov 7, 2024

    Registry listing for novelist-analyst matched our evaluation — installs cleanly and behaves as described in the markdown.

  • Kofi Flores· Nov 7, 2024

    novelist-analyst reduced setup friction for our internal harness; good balance of opinion and flexibility.

  • Pratham Ware· Oct 26, 2024

    novelist-analyst reduced setup friction for our internal harness; good balance of opinion and flexibility.

  • Diya Gill· Oct 26, 2024

    Registry listing for novelist-analyst matched our evaluation — installs cleanly and behaves as described in the markdown.

  • Daniel Chawla· Sep 25, 2024

    We added novelist-analyst from the explainx registry; install was straightforward and the SKILL.md answered most questions upfront.

  • Oshnikdeep· Sep 17, 2024

    novelist-analyst is among the better-maintained entries we tried; worth keeping pinned for repeat workflows.

  • Amelia Li· Aug 16, 2024

    novelist-analyst fits our agent workflows well — practical, well scoped, and easy to wire into existing repos.

  • Ganesh Mohane· Aug 8, 2024

    Keeps context tight: novelist-analyst is the kind of skill you can hand to a new teammate without a long onboarding doc.

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