Sandbox
@smixs/creative-director-skill

Creative director skill for Claude Code and other agents

This skill turns a brief into ad concepts by moving through intake, insight, ideation, scoring, and refinement. It pulls from methodology cards, a 571-campaign reference library, and scoring rules calibrated to award-winning work, then outputs presentation-ready ideas.

194 stars52 forksPythonUpdated 1mo ago
Who it's for

Builders who want their agent to help generate, test, and refine advertising concepts instead of free-associating ideas.

What it delivers

You can produce sharper campaign ideas with built-in structure, originality checks, and honest scoring.

What it does

Brief intake and routing

Classifies the brief, extracts the problem, and routes it to the right idea level, from tagline to campaign to one-off execution.

Insight mining

Uses structured methods like JTBD, tension spotting, HMW, and abstraction laddering to find the human tension before ideation.

Method-led ideation

Generates concepts with 20+ techniques such as SIT, TRIZ, bisociation, SCAMPER, and lateral thinking.

Case-library calibration

Checks ideas against 571 award-winning campaigns to spot saturation and avoid recycled mechanics.

Recursive evaluation

Scores ideas with weighted criteria plus HumanKind and Grey Scale rubrics, then refines weak concepts through another pass.

Presentation outputs

Formats results as a one-pager, top-3 set, campaign platform, or quick response.

Maintenance scripts

Includes scripts to validate card schema, regenerate maps of content, and rebuild related links.

How to get it

  1. 1Via skills.sh — installs into any of 70+ supported agents
    npx skills add smixs/creative-director-skill        # asks where to install
    npx skills add smixs/creative-director-skill -g     # globally, for all projects
    npx skills update creative-director                 # update to latest
  2. 2The full Creative Agency pack — creative-director, image and video in one command
    npx skills add https://skills.sh/p/nuK9jo3sTCZGB2Ul
  3. 3Or manually (Claude Code)
    git clone https://github.com/smixs/creative-director-skill.git
    cp -r creative-director-skill/creative-director ~/.claude/skills/

README

Creative Director Skill

There is no creativity in AI.
There are the methodologies of winners.

Креатива в AI нет. Есть методологии победителей.

🎬 Creative Director Skill

Claude Skill License: CC BY 4.0 Methods 20+ Case Library Version Website

🇷🇺 Читать на русском

cd-skill.com — full method breakdown, all 20 techniques and the pipeline

🌐 Full method breakdown, all 20 techniques and the pipeline → cd-skill.com

Created in collaboration with Paul Deadcough.

An AI creative director that generates advertising concepts using world-class methodologies, scores them against Cannes/D&AD-calibrated criteria, recursively refines until the quality threshold is reached, and calibrates every idea against a library of 571 legendary campaigns to detect saturation and ensure originality.

Not a brainstorming toy. A structured creative process that mirrors how top agencies (Droga5, Wieden+Kennedy, Mother) actually work — insight before ideas, methodology over free association, honest evaluation over flattery, calibration against the canon over invention from zero.


What's New in v2.0

  • 571-case library with full Insight / Mechanic / Why-it-worked / Steal structure on every card
  • 17-axis frontmatter schema — every card tagged across pattern (P01-P18), industry, format, emotion (Tier 1/2/3), budget, idea_type (Pollard 7-level), awards, and more
  • 6 MOCs (Maps of Content) for fast lookup by pattern, emotion, format, industry, budget, and chronological index
  • 4-point case library integration in workflow — priming before generation, originality empirical cap, RESTART case-soaking, pattern calibration before exit
  • 3 maintenance scripts (Python via uv) — schema validation, MOC generation, graph wikilinks
  • Pollard 7-level idea taxonomy replacing the previous 3-level system
  • 3-tier emotion hierarchy with 30+ specific emotion values
  • Activation toolkit with 9 formats and the Non-advertising vs Execution test
  • Pre-Mortem template before final delivery

Quality reviewed via skill-conductor: 41/50 production-grade (Discovery 7/10, Clarity 9/10, Efficiency 7/10, Robustness 8/10, Completeness 10/10).


What It Does

Feed it a brief in any format — text, voice transcript, PDF, raw notes — and it runs a full creative cycle:

Pipeline: 5 phases from brief to idea — intake, insight, ideas, evaluate, articulate; phase 04 loops until the idea is strong
  1. INTAKE — extracts the brief's DNA: product, audience, objectives, constraints + classifies the required idea level using Pollard 7-level taxonomy (business / brand / tagline / advertising / campaign / non_advertising / execution)
  2. INSIGHT — mines consumer insights using 7 proven techniques (Mark Pollard, JTBD, Tension Spotting, HMW, Abstraction Laddering)
  3. IDEATION — primes against the canon (scans 5-7 cases from the relevant MOC), then generates 8-12 ideas using 3 methods from different categories (structural × associative × disruptive), rotating between 20+ methodologies, with a Tension test on each
  4. EVALUATE + REFINE — scores against 6 weighted criteria + HumanKind + Grey Scale, then recursively improves; Originality is capped empirically by case-library saturation (3+ canonical cases of the same mechanic → cap at 7); when stuck, RESTARTs through case-soaking (read 8-12 canonical cards, remix allowed); Pattern Calibration + Pre-Mortem before exit
  5. ARTICULATE — outputs in a presentation-ready format (one-pager, top-3, campaign platform, or quick response)

You can also enter at any phase: jump to insight mining, evaluate an existing idea, or generate concepts from a known insight.

Why This Exists

Most AI "creative" tools generate ideas by free association — producing volume without structure. The result: hundreds of mediocre concepts that nobody can evaluate, often unknowingly recycling work that already exists.

The model returns averaged and overplayed — without insight and structure, AI runs like a production line stamping the same thing

This skill enforces the discipline that separates award-winning work from filler:

  • Insight-first — no ideation without a validated consumer tension
  • Structural methods — SIT, TRIZ, SCAMPER, Bisociation, Synectics, not "give me 10 ideas"
  • Empirical originality — every idea is checked against 571 real campaigns; if 3+ canonical cases use the same mechanic, originality is capped, not subjectively claimed
  • Honest scoring — calibrated against real Cannes winners, with anti-inflation rules
  • Recursive refinement — weak criteria get targeted improvement using different methods each pass
  • Case-soaking on plateau — when ideas plateau, the skill reads 8-12 canonical cards to re-train its sense for what a strong insight feels like; combining/remixing existing patterns is explicitly allowed (this is how Cannes-grade work is built)
  • Kill Your Darlings — the skill argues against its own favorite ideas to test their strength
  • Pre-Mortem — before delivery, simulates failure and surfaces the most likely failure modes

What's Inside

creative-director/
├── SKILL.md                                  # Core skill — phase router + 5-phase workflow
├── assets/
│   └── output-templates.md                   # 4 presentation formats
├── scripts/                                  # Python via uv (PEP 723 inline deps)
│   ├── validate_schema.py                    # Frontmatter validation against tag-schema
│   ├── generate_mocs.py                      # Builds 6 MOCs from cards
│   └── generate_links.py                     # Adds Related sections (idempotent)
└── references/
    ├── tag-schema.md                         # Single source of truth — 17-axis frontmatter contract
    ├── idea-taxonomy.md                      # Pollard 7-level taxonomy
    ├── emotion-hierarchy.md                  # Tier 1/2/3 + 30+ specific emotion values
    ├── activation-toolkit.md                 # 9 activation formats + Non-ad vs Execution test
    ├── legendary-patterns.md                 # P01-P18 mechanics + Pre-Mortem template
    ├── methods-catalog.md                    # 20 creative methodologies as executable cards
    ├── method-selection-matrix.md            # Task → method routing + rotation rules
    ├── insight-mining.md                     # 7 insight discovery techniques
    ├── scoring-calibration.md                # Detailed rubrics + calibration anchors
    ├── creative-constitution.md              # 3-layer evaluation system + feedback rules
    ├── storytelling-frameworks.md            # 6 narrative frameworks for advertising
    └── legendary-campaigns/                  # 571-case library
        ├── README.md                         # Library guide
        ├── MOC-index.md                      # All 571 cards by year DESC
        ├── MOC-pattern.md                    # Grouped by P01–P18 (18 mechanics)
        ├── MOC-emotion.md                    # Grouped by emotion_tier (3 → 2 → 1)
        ├── MOC-format.md                     # Grouped by category (film/integrated/stunt_pr/...)
        ├── MOC-industry.md                   # Grouped by industry vertical
        ├── MOC-budget.md                     # Grouped by budget (low/medium/high)
        └── cards/                            # 571 individual cards (flat namespace)
            └── {id}.md

Case Library

571 advertising campaigns from 1950–2025, tagged across 17 axes, with full structural analysis on every card.

571 award-winning cases inside — each card breaks down the insight, the execution, why it worked, and what to steal as method

Card structure

Each card has YAML frontmatter (17 axes — see references/tag-schema.md) + 4 sections:

  • Insight — the human truth the campaign exploits (one sentence)
  • Mechanic — what was actually executed
  • Why it worked — psychological / cultural / structural reason
  • Steal — pattern-level borrow strategy
  • Related — auto-generated wikilinks (pattern hub + 2 sibling cards + emotion match)

Tag schema (17 axes)

id, title, brand, agency, year, country, region, industry, pattern[] (P01–P18), category, idea_type (Pollard 7-level), involvement, channel, duration, goal[], budget, emotion[], emotion_tier (1/2/3), insight_domain, media_epoch, awards[], quality_score (HumanKind 1–10), scalability, risk.

18 patterns (P01–P18)

Format as Idea · Enemy or Conflict · Behavior Inversion · Brand as Activist · Cultural Hijack · Limitation as Power · Invisible Brand · Craft as Message · User as Co-Author · Serialization & Ritual · Absurd as Carrier · Social Experiment · Truth Telling · Product as Proof · Benefit Hyperbole · Long-form Drama · Design as Idea · Tech as Canvas

Lookup strategies

# Browse by axis — open the matching MOC
# Each line has inline-context (brand · year · format · emotion · budget · top_award)

# Filter by combination — ripgrep on frontmatter
rg -l "^budget: low$" cards/ | xargs rg -l "^emotion_tier: 3$"

# All P11 cases since 2020
rg -l "P11" cards/ | xargs rg -l "^year: 202"

# All canonical cases for QSR
rg -l "^industry: qsr$" cards/ | xargs rg -l "^quality: canonical$"

Saturation map (originality pressure)

PatternSaturationOriginality cap
P11 (Absurd as Carrier), P16 (Long-form Drama), P09 (User as Co-Author)high (>50 cases)≤6 unless structurally new variant
P02, P10, P12, P14, P18medium≤7 if 3+ canonical use same mechanic
P01, P15lowroom for novelty

This is empirical saturation, not subjective novelty.

Methodologies (20+)

20 methods to ideate in 6 groups — structural, association, inversion, perturbation, volume, bonus; every brief pulls one technique from different groups
CategoryMethods
StructuralSIT/Goldenberg Templates, SCAMPER, TRIZ (10 principles), Morphological Analysis
AssociationBisociation, Random Entry, Forced Connections, Synectics
InversionReverse Brainstorming, Worst Possible Idea, Provocation PO
PerturbationOblique Strategies, Six Thinking Hats, Disney Creative Strategy
VolumeCrazy 8s, Brainwriting 6-3-5, Starbursting
BonusFirst Principles Thinking, Lateral Thinking Toolkit, Design Sprint Sketch

Evaluation System

6 weighted criteria — originality 0.25, strategic fit 0.20, emotion 0.20, craftability 0.15, scalability 0.10, simplicity 0.10; score 9 of 10 and human impact 7+ to advance

Three parallel scoring systems calibrated against real campaigns:

  • 6 Weighted Criteria — Originality (0.25, empirically capped by case library), Strategic Fit (0.20), Emotional Response (0.20, Tier 1/2/3 hierarchy), Feasibility (0.15), Scalability (0.10), Simplicity (0.10)
  • HumanKind Scale (Leo Burnett) — 1-10, from "Destructive" to "Changes the World"
  • Grey Scale (Grey Group) — 1-10, from "Toxic" to "Best in the World"

Anti-inflation rules: batch control, normal distribution enforcement, real analogues test, specificity test, time test, empirical saturation cap from case library.

Idea Taxonomy (Pollard 7-level)

LevelWhen requiredLifespan
businessnew venture, repositioning the entire companyyears
brandrebranding, brand platform — "what does the brand stand for?"5–10+ years
taglineshort phrase that crystallizes brand idea5–10+ years
advertisingcentral thought across all comms — recognizable without logo3–5 years
campaignseasonal campaign, product launch, promo3–12 months
non_advertisingactivation/utility/cultural object that lives without adsvaries
executionone-off channel/format/mechanicdays–weeks

Activation diagnostic: if brief mentions activation/stunt/utility — apply the test "remove the campaign, does it still have meaning?" → Yes = non_advertising / No = execution.

Emotion Hierarchy (Tier 1/2/3)

  • Tier 1 (forgettable): happy, sad, angry, afraid → score ≤ 6
  • Tier 2 (memorable): nostalgic, defiant, proud, ironic, etc. → score 6–8
  • Tier 3 (greatness): bittersweet pride, ironic sincerity, vulnerable defiance, etc. → score 8–10
  • Score 9+ requires Tier 3.

How Recursion Works

Generate ideas (3 methods, 8-12 ideas, primed against canon)
        ↓
Tension test on each idea
        ↓
Score top 3 (6 criteria + HumanKind + Grey, originality capped by saturation)
        ↓
    Score ≥ 9? ──→ YES → Pattern Calibration + Pre-Mortem → Output
        ↓ NO
Identify weak criteria → Apply different method → Rescore
        ↓
    Plateau? ──→ YES → RESTART via case-soaking
        ↓             (read 8-12 canonical cards, remix allowed)
        ↓ NO
    Continue refinement
        ↓
    5 passes? ──→ YES → Output best + honest assessment

Storytelling Frameworks

Story Spine (Pixar) · Sparkline (Nancy Duarte) · Freytag's Pyramid · Monroe's Motivated Sequence · Pixar Rules · Hero's Journey (StoryBrand)

Installation

Via skills.sh — installs into any of 70+ supported agents:

npx skills add smixs/creative-director-skill        # asks where to install
npx skills add smixs/creative-director-skill -g     # globally, for all projects
npx skills update creative-director                 # update to latest

The full Creative Agency packcreative-director, image and video in one command:

npx skills add https://skills.sh/p/nuK9jo3sTCZGB2Ul

Or manually (Claude Code):

git clone https://github.com/smixs/creative-director-skill.git
cp -r creative-director-skill/creative-director ~/.claude/skills/

After installation, restart Claude Code session (/clear or new session) to pick up the skill.

Claude Projects

Add the files to your Claude Project's knowledge base. Upload all files from creative-director/SKILL.md is the entry point, it references other files via [[wikilinks]].

Other AI Agents (Cursor, Windsurf, GPT, Gemini)

The skill works with any AI agent that supports structured instructions — the core logic is in markdown files, no platform lock-in. Copy the creative-director/ folder to your project or skills directory.

Maintenance Scripts

Three Python scripts (run via uv run, PEP 723 inline deps — no manual setup):

cd creative-director
uv run scripts/validate_schema.py        # Validate all card frontmatter
uv run scripts/generate_mocs.py          # Rebuild 6 MOCs from cards
uv run scripts/generate_links.py         # Rebuild Related sections (idempotent)

Run pipeline: edit/add cards → validate → regenerate MOCs → regenerate links.

Usage Examples

Full creative cycle:

"Come up with a campaign for [brand]. Target audience: [who]. Budget: [range]. Channels: [where]."

Insight mining:

"Find a consumer insight for [category]. The brief says [context]."

Evaluate an existing idea:

"Evaluate this concept: [description]. The brief objective was [goal]."

Activation / non-advertising:

"Need a PR-stunt for [brand]. Low budget, must drive earned media in a week. Not a campaign — a one-shot activation."

Quick ideation:

"Need 5 concepts for [brand] social media posts about [topic]."

Next in the Pipeline

This skill delivers the idea and the script. To turn them into frames and footage, use the sibling repo visual-skills — two skills that pick up where this one stops: image writes art-director-grade prompts for keyframes, character sheets and storyboards (Nano Banana, GPT Image 2), video turns them into director-grade prompts for Seedance, Kling and Veo. Full chain: idea & script (this skill) → keyframes (image) → motion (video).

What It's Not For

  • Media planning or budget allocation
  • Production management
  • Brand identity / logo design
  • Final copywriting (it generates concepts, not polished copy)
  • Market research data collection
  • Brand positioning warmaps (use a dedicated positioning skill)

Limitations & Honest Notes

  • Auto-trigger in claude -p mode is unreliable. This is an advisory skill — when invoked through one-shot CLI, the model often answers creative briefs directly without consulting it. For consistent behavior in interactive sessions, invoke explicitly or share a detailed brief (>500 chars with structure).
  • 571 source URLs are unverified. Library was built from public award-show indexes; verify links manually before citing in client work.
  • 12 cards have confidence: low with verification_required: true — these should be cross-checked against external sources. The skill prefers quality: canonical cards for calibration.
  • Library is static. New campaigns from 2026+ are not auto-added; periodic manual extension required.

Credits

Created in collaboration with Paul Deadcough.

Built on methodologies from: Jacob Goldenberg (SIT), Genrich Altshuller (TRIZ), Edward de Bono (Lateral Thinking, Six Hats, PO), Arthur Koestler (Bisociation), William Gordon (Synectics), Brian Eno (Oblique Strategies), Nancy Duarte (Sparkline), Joseph Campbell / Donald Miller (Hero's Journey / StoryBrand), Leo Burnett (HumanKind), Mark Pollard (Strategy + 7-level Taxonomy), Clayton Christensen (JTBD).

Creative Constitution based on the Voskresensky/IKRA approach.

Case library curated from D&AD, Cannes Lions, One Show, Webby, and Effie shortlists 1950–2025.

Author

Serge Shimat.me/aimastersme · sergeshima.com · aimasters.me

License

CC BY 4.0 — use it, fork it, make better ads, commercially too. One hard rule: credit the author. Any copy or derivative — including skills assembled by AI agents from these files or the 571-case library — must keep the attribution line: Serge Shima — github.com/smixs/creative-director-skill. See LICENSE and NOTICE.

Files in the repo

Repository payload7 top-level entries
  • assets
  • creative-director
  • .mailmap
  • LICENSE
  • NOTICE
  • README.md
  • README.ru.md

Discussion (0)

Ask about usage, or say what you built with it

Sign in to join the discussion.

No comments yet. Be the first to say what this is good for.

More skills

Turn any codebase, with its docs, SQL schemas, configs, and PDFs, into a queryable knowledge graph. A /graphify skill for Claude Code, Cursor, Codex, and Gemini CLI: local deterministic AST parsing, every edge explained, no vector store.

117k
1 add

Open-source AI job search: scan job portals, evaluate listings into a structured A-H report with a global 1-5 score, tailor your CV, track applications — runs locally in your AI coding CLI (Claude Code, Codex, OpenCode, Antigravity…)

71k
ayghri/
i-have-adhd

A skill to stop your coding agent from burying the answer. ADHD-friendly output.

38k
mvanhorn/
last30days-skill

AI agent skill that researches any topic across Reddit, X, YouTube, HN, Polymarket, and the web - then synthesizes a grounded summary

62k
Nanako0129/
sepia

De-AI writing skill for any Agent Skills-compatible agent (77+ via the Skills CLI), with native plugins for Claude Code, Codex, Grok Build, and Antigravity. Narrative-architecture repair for fiction, venue-matched rules for professional prose. Based on StoryScope (arXiv:2604.03136).

2.5k
Imbad0202/
academic-research-skills

Academic Research Skills for Claude Code: research → write → review → revise → finalize

48k