Knowledge Pack Files
Performance Marketing Knowledge Pack Files
Browse the source files that power the Performance Marketing MCP server knowledge pack.
sidebutton install marketing Attribution
This skill pack was authored from scratch following the SideButton skill pack format. The following public sources were studied during research and influenced specific frameworks:
Research Sources
GitHub Repositories
| Source | License | Influence |
|---|---|---|
| hyroescom/claude-ads | MIT | Health Score audit system, Quality Gate concept, 3x Kill Rule, industry template approach |
| itallstartedwithaidea/google-ads-skills | Apache 2.0 | Confirm-Execute-Postcheck safety protocol, 7-dimension audit model |
| kostja94/marketing-skills | MIT | Validated modular skill architecture for marketing domains |
| jeevanbavandla/google-ads-copywriter | MIT | 5-angle headline distribution formula for RSAs |
| mathiaschu/google-ads-analyzer | MIT | 12-document reference architecture by analysis dimension |
| pymc-labs/pymc-marketing | Apache 2.0 | MMM methodology reference |
| facebookexperimental/Robyn | MIT | MMM methodology reference |
| google/meridian | Apache 2.0 | MMM methodology reference |
| facebookincubator/GeoLift | MIT | Geo-lift incrementality testing methodology |
| shakostats/Awesome-Marketing-Science | — | Curated list of marketing science tools |
Industry Frameworks
| Source | Influence |
|---|---|
| Pilothouse 3-3-3 Framework | Creative testing methodology for Meta Ads |
| Motion Creative Testing Guide | 3-phase testing framework (Pre-Flight, New vs BAU, Scaling) |
| CXL PXL Framework | Objective A/B test prioritization with binary scoring |
| SiteTracking Measurement Maturity Model | 5-level measurement maturity self-assessment |
| HopSkipMedia 70-15-15 Rule | Google Ads budget allocation framework |
| Improvado Budget Pacing | Pacing formulas and waterlevel pacing strategy |
| Anchour Meta 2026 Playbook | ABO vs CBO decision framework, CPMr fatigue metric |
| ANA Programmatic Transparency Study | MFA 5-signal definition, TrueImpression criteria, programmatic benchmarks |
| DeepSee.io ACT Framework | ACT classification (Arbitrage/Clutter/Template), ad density thresholds |
| Coalition for Better Ads Standards | Mobile ad density 30% threshold, 8 banned mobile ad experiences |
| IAS 20th Media Quality Report | Viewability benchmarks by device/region (2024 data), MFA conversion impact (+278%) |
| Pixalate Q4 2024 Viewability Report | Open programmatic viewability rates by environment and country |
| Trade Desk Frequency Optimization | Channel-specific optimal frequency, 7-step optimization framework |
| Brand Metrics Meta-Analysis | Diminishing returns curve: 80% of conversion value in first 3-7 impressions |
| Brixon B2B Frequency Guide | B2B industry-specific frequency caps (IT, finance, healthcare) |
| IAB Tech Lab Supply Chain Validation | ads.txt/sellers.json/SupplyChain Object three-layer validation |
| GARM Framework (ANA) | 12 content categories with Safety Floor + suitability tiers |
| Google Privacy Sandbox Retirement | Privacy Sandbox ad APIs retired Oct 2025, Chrome kept third-party cookies |
| GumGum Contextual Performance | Contextual targeting 41% lower cost per viewable impression vs behavioral |
| Improvado Anomaly Detection | Three-tier alert severity system with specific deviation thresholds |
| Pixis Root Cause Analysis | Four Levers diagnostic model (Audience/Creative/Bids/Budget) |
| GeoLift Walkthrough (Meta) | Simulation-based power calculation, minimum geo/duration requirements |
| Google Conversion Lift | $5K minimum, Bayesian methodology, 14+ day duration requirement |
| Meta Conversion Lift | 100+ conv/week, 2-4 week duration, holdout design requirements |
| Gupta Media Day-of-Week CPM | Day-of-week CPM multipliers for Meta, TikTok, Snapchat (billions of impressions) |
| Guhl et al. Pacing Heuristics (ScienceDirect) | Waterlevel pacing outperforms even pacing empirically |
| Zalando Pacing Algorithm | A/B tested bid adjustment formula: 10% more views, 10% lower CPV |
| PureSEM Keyword Universe | Keyword universe building as business asset, 4-layer data aggregation |
| KeywordMe Search Term Optimization | Four-Bucket classification model for search terms |
| Negator.io Negative Keyword Scoring | 0-100 negative keyword scoring system with 5 dimensions |
| Optmyzr RSA Study (93K RSAs) | Pinning strategy impact data, asset count guidance (8-10 headlines) |
| GrowthSpree RSA Experiments | Minimum conversion requirements by expected lift (50%→100, 30%→250, 20%→400) |
| PPC.land RSA Optimization | Asset label thresholds (500/2000/5000 impressions), asset count guidance |
| ConversionLab DTR Study | Dynamic Text Replacement +31.4% conversion lift (77-day test, 100% significance) |
| NextAfter Ad Congruence Experiment | Ad-to-page visual congruence +47.6% conversion lift (239K sample) |
| MarketingExperiments Continuity | Messaging continuity +63.3% CVR lift, Continuity+Congruence framework |
| Portent Page Speed Study | Per-second conversion impact (100M+ page views), 4.42% CVR drop per second |
| Marketo Progressive Profiling | 42% more submissions, 61% more MQLs, 7% CVR drop per additional field |
| Return Path Subject Line Study | 9B emails analyzed, 28-39 char optimal length, urgency +22% open rate |
| Experian Personalization Study | Personalized subject lines +26% unique open rates |
| Boomerang Email Length | 40M+ emails: 50-125 words = highest response rate |
| WordStream Single CTA | Single CTA emails get 371% more clicks, 1617% more sales |
| Litmus State of Email | Preheader adds 7% open rate lift, 40-100 chars optimal |
| Infobip IP/Domain Warmup | 14-day warm-up schedule with daily volumes |
| MailerLite Cadence Study (42K accounts) | Twice-weekly = highest CTR (5.31%) + lowest unsubscribe (0.33%) |
| Attribuly Abandoned Cart Timing | Cart email timing by AOV tier, 45-90 min optimal first email |
| Closer Apps Shopify Recovery | Recovery rates by AOV: 7-35% range, 10.7% Shopify average |
| Omnisend Post-Purchase | Automated flows: 37% of sales from 2% of volume, 22.64% click-to-conversion |
| ActiveCampaign Welcome Series | Moving sales pitch earlier = 89% revenue increase |
| Store Growers YouTube Benchmarks | YouTube CPM/CPV by format, view rate benchmarks |
| Amra & Elma Video Completion Stats | Completion rates by device/length/format, vertical +33.8%, captions -23% skip |
| TikTok Creative Best Practices | Sound +12% CVR, CTA cards +30% CVR, 15s+ videos +45% performance |
| Google Brand Lift Setup | Brand lift minimum budgets by question count ($10K-$60K US) |
| Meta Brand Lift Questions | Survey question categories, study design methodology |
Methodology
All content was written fresh following the adapted 9-section pattern for generic (non-browser) SideButton skill packs. Source material was used for framework validation and concept naming (e.g., "3x Kill Rule", "CEP protocol"), not for content copying.