Prompt engineering, RAG, context management, and agent memory.
Everything upstream of the model call: prompt engineering patterns, retrieval and RAG pipelines, context window management, and persistent memory across sessions. These artifacts decide what your agent knows when it starts working, which usually matters more than which model you picked. Includes context compaction, knowledge-base wiring, and memory that survives a restart.
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Construisez un système de distribution complet (posting, DM delivery, retargeting, tracking) qui transforme vos hooks en pipeline prévisible, basé sur la méthodologie A4 du Marketing Swarm de Lasse Flagstad. Use when: Lancer une machine de contenu LinkedIn/X - Cadence, review flow, posting engine; Automatiser les DMs après engagement - Trigger → message → tag → booking; Installer le retargeting - Email + Meta/IG pour ne jamais perdre un lead; Créer un dashboard simple - Les 6 ...
Apply Segmentation, Targeting, and Positioning framework to identify market opportunities and craft differentiated positioning
Open source AI context platform: document processing, knowledge graph auto-building, ontologies, GraphRAG/RAG, hybrid search (vector, property graph, RDF/SPARQL, fulltext), 13 LLM providers, 15 property graph DBs, 4 RDF triple stores, 10 vector DBs, LlamaIndex + LangChain, FastAPI, MCP server
Master Alex Hormozi's offer creation framework from "$100M Offers" (2021). Build irresistible offers using the Value Equation, stacking, guarantees, and scarcity. Use when: Creating new product or service offers; Restructuring existing offers for higher conversions; Pricing premium products and services; Building offer stacks with bonuses and guarantees; Choosing target markets for maximum leverage
Use when facing complex reasoning tasks - multi-step math, logic puzzles, decisions with tradeoffs, problems where direct answers fail, or when you need to show your work. Triggers on arithmetic errors, shallow analysis, or "I'm not sure" hedging.
Recursive Language Model - Process documents larger than LLM context windows
Design comprehensive onboarding programs with milestone-based progression, resource organization, and success measurement
Analyze hashtag performance and discover trending tags. Use when: researching hashtags for posts; finding related hashtags; analyzing hashtag reach; planning hashtag strategy; competitor hashtag research
Zettelkasten-based agent memory system with bidirectional links
Monitor competitor websites for changes. Use when: tracking competitor pricing changes; monitoring new features; watching for content updates; alerting on website changes; competitive intelligence
Create remarkable products and experiences that spread through word of mouth using Seth Godin's Purple Cow methodology Use when: Launching a new product and need it to stand out in a crowded market; Differentiating your brand from competitors who all look the same; Escaping commodity status where you compete only on price; Planning a marketing strategy with limited advertising budget; Finding your remarkable angle when "good enough" isn't working
Memory management system for Claude Code — Student Loop, Smart Context, Auto Learn, Session Handoff, Correction Cycle. Triggered by memory commands (/save, /reflect, /handoff, /check) or memory-related questions. Not for general programming tasks.
Build durable competitive advantage using Hamilton Helmer's "7 Powers" framework—the complete, mutually exclusive enumeration of all possible sources of sustainable business moats. Use when: Evaluate your competitive position and identify if you have true Power; Choose strategic direction for building durable advantage; Analyze competitors to understand their moats and vulnerabilities; Advise on M&A whether an acquisition target has defensible value; **Assess startup investmen...
Handle common employee questions and requests through structured FAQ systems, escalation paths, and self-service resources
Agent Skills for improving SKILL.md files: mine repeated workflows from history, personalize and audit existing skills, or generalize personal skills for publication.
Analyze existing brand content to extract voice patterns, create voice guidelines, and ensure consistent brand expression
Think like Intel's legendary CEO. Apply Andy Grove's management operating system to maximize your team's output through leverage, OKRs, and systematic decision-making. Use when: Scaling a team when individual contribution isn't enough; Performance management to measure and improve output; Meeting optimization to make meetings productive; Decision-making in management contexts; New manager transition from individual contributor
An MCP server that generates beautiful Excalidraw architecture diagrams with perfect auto-layout, stateful editing, and architecture-aware component styling.
Stop being a relationship builder. Learn the research-backed methodology that top performers use to teach, tailor, and take control of sales conversations. Use when: Complex B2B sales where buyers have done their research; Commoditized markets where differentiation is hard; Sophisticated buyers who know what they need (or think they do); Large deals requiring consensus among stakeholders; Solution selling that requires changing buyer thinking
Systematically validate your business hypotheses before building anything. Master Steve Blank's Customer Development methodology that became the foundation of Lean Startup and YC's approach. Use when: Starting a new venture to avoid building something nobody wants; Before writing a line of code to validate problem-solution fit; Pivoting decisions to systematically test new directions; Early-stage fundraising to prove market validation; Product roadmap planning to prioritiz...
Semantic code knowledge graph for Kiro: fewer tool calls, instant symbol lookups, 100% local.
Transform long-form content into multiple short-form pieces. Use when: converting podcast to social posts; extracting Twitter threads from blog posts; pulling quotes from transcripts; creating content variants from single source
Break down complex problems to their fundamental truths, then reason up from there. Master Aristotle's ancient method modernized by Elon Musk to solve seemingly impossible problems. Use when: Facing a "impossible" problem where conventional solutions don't work; Challenging industry assumptions that everyone accepts as truth; Pricing or cost analysis to find dramatic savings (like Musk with batteries); Product innovation when iterating on existing solutions isn't enough; **Str...
Governor: always-on compact professional output, telemetry, context slimming, tool-output filtering, prompt guidance, and drift guardrails for Claude Code Max users.
Transform Claude into an expert in evidence-based educational presentation design. Use when designing presentations for teaching, training, or learning contexts where retention and comprehension matter. Applies Cognitive Load Theory, Mayer's 12 Principles of Multimedia Learning, Gagné's 9 Events of Instruction, C.R.A.P. design principles, and WCAG 2.1 AA accessibility standards. Triggers on requests to (1) create educational or training presentations, (2) design slides for teaching or workshops, (3) improve existing educational presentations, (4) convert content into visual presentations, (5) ensure accessible and inclusive presentations, or (6) apply learning science to presentation design.
Test willingness to pay before launching with proven pricing research methodologies. Combine Van Westendorp, Gabor-Granger, and behavioral techniques to find your optimal price point. Use when: After solution validation to test willingness to pay; Before launch to set initial pricing; Pricing changes to test new price points; New segments to understand price sensitivity by segment; Competitive positioning to price against alternatives
Use when adding an end-to-end test scenario to remindb — symptoms include "test the full pipeline", "simulate an agent session", "verify compile→search→fetch flow", "test MCP tools end-to-end", or any task that creates a new Test in integrationtest.go / mcpintegrationtest.go at the repo root. Distinct from per-package unit tests in pkg/*/.
Use when testing skills, commands, or agents for quality. Use after creating new skills, before deploying agents, or when debugging inconsistent agent behavior. Triggers on "evaluate", "test quality", "is this skill working", or QA of AI workflows.
Build profitable Google Ads campaigns by applying Perry Marshall's 80/20 principles to paid search optimization Use when: Setting up a new Google Ads account from scratch; Optimizing existing campaigns that are underperforming; Structuring campaigns for maximum quality score and ROI; Applying 80/20 thinking to identify high-leverage optimizations; Scaling profitable campaigns without wasting budget
Mechanism-level write path for a remindb MCP server. Two ways to persist memory by content shape — structural/multi-part content as a source file under $REMINDB_SOURCE (compile plane → parsed node tree), a single text update via MemoryWrite (flat node, no parsing) — plus MemorySummarize/MemoryForget/MemoryRollback/MemoryPin/MemoryRelate. Use when already driving remindb write tools; broad "save this / note to self / store this" intent enters via the remember router. Pair with remind for reads.
Create functional and emotionally resonant audio for digital products using Audio UX methodology—from notification sounds to complete sonic systems. Use when: Designing notification sounds for an app; Creating a complete audio system for a digital product; Adding audio feedback to UI interactions; Building accessible audio cues; Defining audio guidelines for product teams
Select and create the perfect AI voice for your content using ElevenLabs, Qwen3-TTS, and other platforms—matching voice characteristics to brand personality and audience. Use when: Choosing an AI voice for video narration; Creating a consistent brand voice across content; Cloning a voice for scalable production; Comparing voice synthesis platforms; Designing voice characteristics by description
Analyze conversion funnels and identify drop-offs. Use when: analyzing checkout funnel; tracking signup flow; identifying conversion blockers; optimizing user journey; visualizing funnel performance
Analyze user retention by cohort. Use when: measuring customer retention; understanding lifecycle patterns; comparing acquisition cohorts; tracking engagement over time; identifying churn risks
Capture authentic customer testimonials through guided self-recording workflows, from outreach and briefing to recording and publishing. Use when: Building social proof for marketing campaigns; Creating customer success stories; Gathering testimonials for website and ads; Producing case study videos; Collecting user-generated content
Capture professional-quality remote interviews using double-ender technique and dedicated recording platforms for podcasts, media, and content production. Use when: Setting up remote podcast interviews with guests; Recording media interviews across distances; Creating customer interview content; Producing expert interviews for thought leadership; Conducting research interviews with high audio quality
Automate repetitive audio tasks with Python using PyDub for batch processing, format conversion, normalization, and content assembly. Use when: Processing large numbers of audio files consistently; Converting between audio formats at scale; Normalizing loudness across a batch of files; Assembling intros/outros automatically to episodes; Trimming silence or extracting segments programmatically
Master ACX-compliant audiobook production using Audible's technical standards and Richard Mayer's multimedia learning principles for engaging, professional audio. Use when: Producing an audiobook for Audible/ACX distribution; Creating audio versions of courses or written content; Setting up narration workflow for long-form content; Ensuring audio meets professional distribution standards; Self-producing an audiobook as an author
Build a complete audio identity for your brand using the 7-step methodology—from brand assessment through deployment—creating memorable sonic assets that drive recognition and trust. Use when: Creating audio branding for a new company; Refreshing outdated brand sounds; Developing audio guidelines for consistent usage; Planning sonic identity across touchpoints; Briefing agencies on audio branding projects
Analyze paid advertising performance across channels and recommend budget reallocation to maximize ROAS and minimize CAC. Use when: planning quarterly ad budget allocation, diagnosing underperforming ad channels, deciding whether to scale spend on a channel, calculating marginal ROI across Google Ads, Meta, LinkedIn, or TikTok, rebalancing media mix after performance shifts, or setting up a test-and-scale framework for new channels.
Master the art of podcast interviewing using NPR training methodology and Tim Ferriss's preparation techniques to extract compelling stories and insights from any guest. Use when: Preparing for a podcast interview with a guest; Designing questions that elicit stories, not soundbites; Struggling to get guests to open up authentically; Planning a new interview-format podcast; Improving your interviewing technique
Calculate A/B test statistical significance. Use when: determining if test results are significant; calculating required sample size; estimating test duration; analyzing conversion experiments; making data-driven decisions
Analyze sentiment in text using ML models. Use when: analyzing customer reviews; processing NPS feedback; monitoring brand mentions; evaluating campaign responses; categorizing support tickets
Master Ira Glass's narrative storytelling methodology from This American Life to create podcasts that captivate listeners through the power of story. Use when: Creating a branded podcast or audio content series; Structuring episodes for maximum listener engagement; Transforming raw interviews into compelling narratives; Building thought leadership through audio storytelling; Planning podcast content that keeps audiences coming back
Master the art of directing voice talent to deliver performances that match your brand vision, using Anne Ganguzza's storytelling approach and industry best practices. Use when: Hiring and briefing voiceover artists for a project; Giving direction during recording sessions; Writing scripts that are easy for talent to deliver; Matching voice characteristics to brand personality; Reviewing auditions and selecting the right talent
Run a structured 5-pass finishing audit on any website before launch — scoring visual polish, technical foundation, UX completeness, content quality, and cross-device readiness on 100 points. Use when: Pre-launch - Final validation before going live; Post-redesign - Verify nothing broke during the overhaul; Client handoff - Structured proof that the site is ready; Quarterly review - Catch accumulated debt; Single-pass focus - Run just Pass 2 after a perf sprint
Master the essential audio post-production techniques—normalization, compression, EQ, and noise reduction—using the correct processing order to achieve professional-quality audio. Use when: Editing podcast episodes or video soundtracks; Cleaning up recorded voiceovers; Improving audio quality for marketing content; Preparing audio files for distribution; Troubleshooting common audio issues
Scale your brand voice across multiple languages using AI voice synthesis, maintaining consistent character and quality for global content. Use when: Expanding video content to new language markets; Creating multilingual courses or training; Localizing ads and marketing videos; Dubbing existing content for international audiences; Building consistent global brand voice