dspy-haystack-integration
This skill should be used when the user asks to "integrate DSPy with Haystack", "optimize Haystack prompts using DSPy", "use DSPy to improve Haystack pipeline", mentions "Haystack pipeline optimization", "combining DSPy and Haystack", "extract DSPy prompt for Haystack", or wants to use DSPy's optimization capabilities to automatically improve prompts in existing Haystack pipelines.
dspy-miprov2-optimizer
This skill should be used when the user asks to "optimize a DSPy program", "use MIPROv2", "tune instructions and demos", "get best DSPy performance", "run Bayesian optimization", mentions "state-of-the-art DSPy optimizer", "joint instruction tuning", or needs maximum performance from a DSPy program with substantial training data (200+ examples).
dspy-optimize-anything
Universal text artifact optimizer using GEPA's optimize_anything API for code, prompts, agent architectures, configs, and more
dspy-output-refinement-constraints
This skill should be used when the user asks to "refine DSPy outputs", "enforce constraints", "use dspy.Refine", "select best output", "use dspy.BestOfN", mentions "output validation", "constraint checking", "multi-attempt generation", "reward function", or needs to improve output quality through iterative refinement or best-of-N selection with custom constraints.
dspy-rag-pipeline
This skill should be used when the user asks to "build a RAG pipeline", "create retrieval augmented generation", "use ColBERTv2 in DSPy", "set up a retriever in DSPy", mentions "RAG with DSPy", "context retrieval", "multi-hop RAG", or needs to build a DSPy system that retrieves external knowledge to answer questions with grounded, factual responses.
dspy-react-agent-builder
This skill should be used when the user asks to "create a ReAct agent", "build an agent with tools", "implement tool-calling agent", "use dspy.ReAct", mentions "agent with tools", "reasoning and acting", "multi-step agent", "agent optimization with GEPA", or needs to build production agents that use tools to solve complex tasks.
dspy-signature-designer
This skill should be used when the user asks to "create a DSPy signature", "define inputs and outputs", "design a signature", "use InputField or OutputField", "add type hints to DSPy", mentions "signature class", "type-safe DSPy", "Pydantic models in DSPy", or needs to define what a DSPy module should do with structured inputs and outputs.
dspy-simba-optimizer
This skill should be used when the user asks to "optimize with SIMBA", "use Bayesian optimization", "optimize agents with custom feedback", mentions "SIMBA optimizer", "mini-batch optimization", "statistical optimization", "lightweight optimizer", or needs an alternative to MIPROv2/GEPA for programs with rich feedback signals.
resonance-architect
System Architect Specialist. Use this to design system architecture, creating C4 models and ADRs (Decision Records).
resonance-automation
Tooling Engineer Specialist. Builds new tools, MCP servers, and agent capabilities.
resonance-backend
Backend Engineer Specialist. Use this for API design, business logic, integrations, and database interactions.
resonance-conversion
Conversion Engineer Specialist. Use this for copywriting, landing page optimization, and behavioral psychology.
resonance-copywriter
Conversion Copywriter Specialist. Use this for landing page copy, email sequences, and optimizing conversion rates.
resonance-core
The Resonance Kernel and Orchestrator. Manages Persistent Memory, Task Planning, and State.
resonance-database
Database Architect Specialist. Use this for schema design, query optimization, and data modeling.
resonance-debugger
Debugger Specialist. Use this for Root Cause Analysis (RCA), reproduction scripts. Follows "No Fix Without Root Cause" and Scientific Method.
resonance-designer
The Creative Director. Uses the "Visual Engine" and "Topological Betrayal" to generate elite, non-generic design systems.
resonance-devops
DevOps Engineer Specialist. Use this for CI/CD pipelines, Infrastructure as Code, and SRE/monitoring.
resonance-frontend
Frontend/UX Engineer Specialist ("The Glasssmith"). Implements elite UI/UX using Design Protocols and Maestro Audits.
resonance-game-dev
The Game Architect. Expert in Game Feel ("Juice"), Core Loop Psychology, and Cross-Platform Engineering. Use for designing fun, monetization, and engine selection logic.
resonance-growth
Growth Strategist Specialist. Use this for analytics, growth loops, and retention strategies.
resonance-librarian
Automates the creation of documentation for solved problems.
resonance-mobile
The Mobile Architect. Expert in React Native & Flutter, specializing in Offline-First Architecture, store compliance, and 'Touch Physics'.
resonance-performance
Performance Engineer Specialist. Use this for latency reduction, profiling, and optimization.
resonance-product
Product Requirements Specialist. Drafting PRDs, user stories, and defining feature scope using the 'Working Backwards' methodology.
resonance-qa
Quality Assurance Specialist. Use this for generating test plans, destructive testing, and verification strategies. Enforces "Verification Before Completion".
resonance-refactor
The Essentialist. Ruthlessly simplifying code, removing dead features, and enforcing Clean Architecture.
resonance-researcher
Research Engineer Specialist. Use this for deep technical investigations, comparing options, and synthesizing complex information.
resonance-reviewer
Code Reviewer Specialist. Use this to review PRs, check security, and ensure code quality standards before merging.
resonance-security
Security Auditor Specialist. Use this to review PRs for vulnerabilities, perform STRIDE threat modeling, and ensure zero-trust architecture.
resonance-seo
SEO Specialist. Use this for Search Engine Optimization, Generative Engine Optimization (GEO), and schema markup.
resonance-skill-author
Skill Author and Prompt Engineer. Creates new agent skills, writes system prompts, and designs agent behaviors using Chain of Thought and Few-Shot patterns.
resonance-studio
The Creative Director and Asset Generator. Specializes in prompts for Midjourney, DALL-E, Stable Diffusion, and Flux. Use for generating UI assets, marketing visuals, social media content, and artistic consistent characters.
resonance-venture
Venture Validator Specialist. Use this to validate business ideas, defining 'Kill Criteria' and 'Riskiest Assumptions' before building.
infinite-tunnel
This skill covers creating infinite tunnel effects using Three.js and GSAP
pptx
Presentation creation, editing, and analysis. When Claude needs to work with presentations (.pptx files) for: (1) Creating new presentations, (2) Modifying or editing content, (3) Working with layouts, (4) Adding comments or speaker notes, or any other presentation tasks
pricing-strategy
When the user wants help with pricing decisions, packaging, or monetization strategy. Also use when the user mentions 'pricing,' 'pricing tiers,' 'freemium,' 'free trial,' 'packaging,' 'price increase,' 'value metric,' 'Van Westendorp,' 'willingness to pay,' or 'monetization.' This skill covers pricing research, tier structure, and packaging strategy.
prisma-expert
Prisma ORM expert for schema design, migrations, query optimization, relations modeling, and database operations. Use PROACTIVELY for Prisma schema issues, migration problems, query performance, relation design, or database connection issues.
Privilege Escalation Methods
This skill should be used when the user asks to "escalate privileges", "get root access", "become administrator", "privesc techniques", "abuse sudo", "exploit SUID binaries", "Kerberoasting", "pass-the-ticket", "token impersonation", or needs guidance on post-exploitation privilege escalation for Linux or Windows systems.
product-manager-toolkit
Comprehensive toolkit for product managers including RICE prioritization, customer interview analysis, PRD templates, discovery frameworks, and go-to-market strategies. Use for feature prioritization, user research synthesis, requirement documentation, and product strategy development.
production-code-audit
Autonomously deep-scan entire codebase line-by-line, understand architecture and patterns, then systematically transform it to production-grade, corporate-level professional quality with optimizations
programmatic-seo
When the user wants to create SEO-driven pages at scale using templates and data. Also use when the user mentions "programmatic SEO," "template pages," "pages at scale," "directory pages," "location pages," "[keyword] + [city] pages," "comparison pages," "integration pages," or "building many pages for SEO." For auditing existing SEO issues, see seo-audit.
prompt-caching
Caching strategies for LLM prompts including Anthropic prompt caching, response caching, and CAG (Cache Augmented Generation) Use when: prompt caching, cache prompt, response cache, cag, cache augmented.
prompt-engineer
Expert in designing effective prompts for LLM-powered applications. Masters prompt structure, context management, output formatting, and prompt evaluation. Use when: prompt engineering, system prompt, few-shot, chain of thought, prompt design.
prompt-engineering
Expert guide on prompt engineering patterns, best practices, and optimization techniques. Use when user wants to improve prompts, learn prompting strategies, or debug agent behavior.
prompt-library
Curated collection of high-quality prompts for various use cases. Includes role-based prompts, task-specific templates, and prompt refinement techniques. Use when user needs prompt templates, role-play prompts, or ready-to-use prompt examples for coding, writing, analysis, or creative tasks.
python-patterns
Python development principles and decision-making. Framework selection, async patterns, type hints, project structure. Teaches thinking, not copying.
rag-engineer
Expert in building Retrieval-Augmented Generation systems. Masters embedding models, vector databases, chunking strategies, and retrieval optimization for LLM applications. Use when: building RAG, vector search, embeddings, semantic search, document retrieval.
rag-implementation
Retrieval-Augmented Generation patterns including chunking, embeddings, vector stores, and retrieval optimization Use when: rag, retrieval augmented, vector search, embeddings, semantic search.
vercel-react-best-practices
React and Next.js performance optimization guidelines from Vercel Engineering. This skill should be used when writing, reviewing, or refactoring React/Next.js code to ensure optimal performance patterns. Triggers on tasks involving React components, Next.js pages, data fetching, bundle optimization, or performance improvements.
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