From 6cbe310ea65d21e1ba3900ce7820bea590c790cc Mon Sep 17 00:00:00 2001 From: Seth Hobson Date: Thu, 31 Jul 2025 09:32:51 -0400 Subject: [PATCH] Add model customization to all subagents (#7) Implements claude-code v1.0.64's model customization feature by adding model specifications to all 46 subagents based on task complexity: - Claude Haiku 3.5 (8 agents): Simple tasks like data analysis, documentation - Claude Sonnet 4 (26 agents): Development, engineering, and standard tasks - Claude Opus 4 (11 agents): Complex tasks requiring maximum capability This task-based model tiering ensures cost-effective AI usage while maintaining quality for complex tasks. Updates: - Added model field to YAML frontmatter for all agent files - Updated README with comprehensive model assignments - Added model configuration documentation --- README.md | 86 +++++++++++++++++++++++++++++++++++++++- ai-engineer.md | 1 + api-documenter.md | 1 + architect-review.md | 1 + backend-architect.md | 1 + business-analyst.md | 1 + c-pro.md | 1 + cloud-architect.md | 1 + code-reviewer.md | 1 + content-marketer.md | 1 + context-manager.md | 1 + cpp-pro.md | 1 + customer-support.md | 1 + data-engineer.md | 1 + data-scientist.md | 1 + database-admin.md | 1 + database-optimizer.md | 1 + debugger.md | 1 + deployment-engineer.md | 1 + devops-troubleshooter.md | 1 + dx-optimizer.md | 1 + error-detective.md | 1 + frontend-developer.md | 1 + golang-pro.md | 1 + graphql-architect.md | 1 + incident-responder.md | 1 + javascript-pro.md | 1 + legacy-modernizer.md | 1 + legal-advisor.md | 1 + ml-engineer.md | 1 + mlops-engineer.md | 1 + mobile-developer.md | 1 + network-engineer.md | 1 + payment-integration.md | 1 + performance-engineer.md | 1 + prompt-engineer.md | 1 + python-pro.md | 1 + quant-analyst.md | 1 + risk-manager.md | 1 + rust-pro.md | 1 + sales-automator.md | 1 + search-specialist.md | 1 + security-auditor.md | 1 + sql-pro.md | 1 + terraform-specialist.md | 1 + test-automator.md | 1 + 46 files changed, 130 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index 6614b92..762eb0d 100644 --- a/README.md +++ b/README.md @@ -4,7 +4,7 @@ A comprehensive collection of specialized AI subagents for [Claude Code](https:/ ## Overview -This repository contains 46 specialized subagents that extend Claude Code's capabilities. Each subagent is an expert in a specific domain, automatically invoked based on context or explicitly called when needed. +This repository contains 46 specialized subagents that extend Claude Code's capabilities. Each subagent is an expert in a specific domain, automatically invoked based on context or explicitly called when needed. All agents are configured with specific Claude models based on task complexity for optimal performance and cost-effectiveness. ## Available Subagents @@ -66,7 +66,75 @@ This repository contains 46 specialized subagents that extend Claude Code's capa - **[content-marketer](content-marketer.md)** - Write blog posts, social media content, and email newsletters - **[sales-automator](sales-automator.md)** - Draft cold emails, follow-ups, and proposal templates - **[customer-support](customer-support.md)** - Handle support tickets, FAQ responses, and customer emails +<<<<<<< HEAD - **[legal-advisor](legal-advisor.md)** - Draft privacy policies, terms of service, disclaimers, and legal notices +======= +- **[legal-advisor](legal-advisor.md)** - Draft privacy policies, terms of service, and compliance documents + +## Model Assignments + +All 46 subagents are configured with specific Claude models based on task complexity: + +### 🚀 Claude Haiku 3.5 (Fast & Cost-Effective) - 8 agents +**Model:** `claude-3-5-haiku-20241022` +- `data-scientist` - SQL queries and data analysis +- `api-documenter` - OpenAPI/Swagger documentation +- `business-analyst` - Metrics and KPI tracking +- `content-marketer` - Blog posts and social media +- `customer-support` - Support tickets and FAQs +- `sales-automator` - Cold emails and proposals +- `search-specialist` - Web research and information gathering +- `legal-advisor` - Privacy policies and compliance documents + +### ⚡ Claude Sonnet 4 (Balanced Performance) - 26 agents +**Model:** `claude-sonnet-4-20250514` + +**Development & Languages:** +- `python-pro` - Python development with advanced features +- `javascript-pro` - Modern JavaScript and Node.js +- `golang-pro` - Go concurrency and idiomatic patterns +- `rust-pro` - Rust memory safety and systems programming +- `c-pro` - C programming and embedded systems +- `cpp-pro` - Modern C++ with STL and templates +- `frontend-developer` - React components and UI +- `backend-architect` - API design and microservices +- `mobile-developer` - React Native/Flutter apps +- `sql-pro` - Complex SQL optimization +- `graphql-architect` - GraphQL schemas and resolvers + +**Infrastructure & Operations:** +- `devops-troubleshooter` - Production debugging +- `deployment-engineer` - CI/CD pipelines +- `database-optimizer` - Query optimization +- `database-admin` - Database operations +- `terraform-specialist` - Infrastructure as Code +- `network-engineer` - Network configuration +- `dx-optimizer` - Developer experience +- `data-engineer` - ETL pipelines + +**Quality & Support:** +- `test-automator` - Test suite creation +- `code-reviewer` - Code quality analysis +- `debugger` - Error investigation +- `error-detective` - Log analysis +- `ml-engineer` - ML model deployment +- `legacy-modernizer` - Framework migrations +- `payment-integration` - Payment processing + +### 🧠 Claude Opus 4 (Maximum Capability) - 11 agents +**Model:** `claude-opus-4-20250514` +- `ai-engineer` - LLM applications and RAG systems +- `security-auditor` - Vulnerability analysis +- `performance-engineer` - Application optimization +- `incident-responder` - Production incident handling +- `mlops-engineer` - ML infrastructure +- `architect-reviewer` - Architectural consistency +- `cloud-architect` - Cloud infrastructure design +- `prompt-engineer` - LLM prompt optimization +- `context-manager` - Multi-agent coordination +- `quant-analyst` - Financial modeling +- `risk-manager` - Portfolio risk management +>>>>>>> d614f7c (Add model customization to all subagents (#7)) ## Installation @@ -179,12 +247,28 @@ Each subagent follows this structure: --- name: subagent-name description: When this subagent should be invoked +model: claude-3-5-haiku-20241022 # Optional - specify which model to use tools: tool1, tool2 # Optional - defaults to all tools --- System prompt defining the subagent's role and capabilities ``` +### Model Configuration + +As of Claude Code v1.0.64, subagents can specify which Claude model they should use. This allows for cost-effective task delegation based on complexity: + +- **Low Complexity (Haiku 3.5)**: Simple tasks like basic data analysis, documentation generation, and standard responses +- **Medium Complexity (Sonnet 4)**: Development tasks, code review, testing, and standard engineering work +- **High Complexity (Opus 4)**: Critical tasks like security auditing, architecture review, incident response, and AI/ML engineering + +Available models: +- `claude-3-5-haiku-20241022` - Fast and cost-effective for simple tasks +- `claude-sonnet-4-20250514` - Balanced performance for most development work +- `claude-opus-4-20250514` - Most capable for complex analysis and critical tasks + +If no model is specified, the subagent will use the system's default model. + ## Agent Orchestration Patterns Claude Code automatically coordinates agents using these common patterns: diff --git a/ai-engineer.md b/ai-engineer.md index 78f9ab2..67db9de 100644 --- a/ai-engineer.md +++ b/ai-engineer.md @@ -1,6 +1,7 @@ --- name: ai-engineer description: Build LLM applications, RAG systems, and prompt pipelines. Implements vector search, agent orchestration, and AI API integrations. Use PROACTIVELY for LLM features, chatbots, or AI-powered applications. +model: claude-opus-4-20250514 --- You are an AI engineer specializing in LLM applications and generative AI systems. diff --git a/api-documenter.md b/api-documenter.md index ade3240..d6a375b 100644 --- a/api-documenter.md +++ b/api-documenter.md @@ -1,6 +1,7 @@ --- name: api-documenter description: Create OpenAPI/Swagger specs, generate SDKs, and write developer documentation. Handles versioning, examples, and interactive docs. Use PROACTIVELY for API documentation or client library generation. +model: claude-3-5-haiku-20241022 --- You are an API documentation specialist focused on developer experience. diff --git a/architect-review.md b/architect-review.md index d506e1e..45cc935 100644 --- a/architect-review.md +++ b/architect-review.md @@ -1,6 +1,7 @@ --- name: architect-reviewer description: Reviews code changes for architectural consistency and patterns. Use PROACTIVELY after any structural changes, new services, or API modifications. Ensures SOLID principles, proper layering, and maintainability. +model: claude-opus-4-20250514 --- You are an expert software architect focused on maintaining architectural integrity. Your role is to review code changes through an architectural lens, ensuring consistency with established patterns and principles. diff --git a/backend-architect.md b/backend-architect.md index af99288..f22dcb3 100644 --- a/backend-architect.md +++ b/backend-architect.md @@ -1,6 +1,7 @@ --- name: backend-architect description: Design RESTful APIs, microservice boundaries, and database schemas. Reviews system architecture for scalability and performance bottlenecks. Use PROACTIVELY when creating new backend services or APIs. +model: claude-sonnet-4-20250514 --- You are a backend system architect specializing in scalable API design and microservices. diff --git a/business-analyst.md b/business-analyst.md index 37d8be7..bb67773 100644 --- a/business-analyst.md +++ b/business-analyst.md @@ -1,6 +1,7 @@ --- name: business-analyst description: Analyze metrics, create reports, and track KPIs. Builds dashboards, revenue models, and growth projections. Use PROACTIVELY for business metrics or investor updates. +model: claude-3-5-haiku-20241022 --- You are a business analyst specializing in actionable insights and growth metrics. diff --git a/c-pro.md b/c-pro.md index 915cd04..1eb8118 100644 --- a/c-pro.md +++ b/c-pro.md @@ -1,6 +1,7 @@ --- name: c-pro description: Write efficient C code with proper memory management, pointer arithmetic, and system calls. Handles embedded systems, kernel modules, and performance-critical code. Use PROACTIVELY for C optimization, memory issues, or system programming. +model: claude-sonnet-4-20250514 --- You are a C programming expert specializing in systems programming and performance. diff --git a/cloud-architect.md b/cloud-architect.md index e44b472..ae2612b 100644 --- a/cloud-architect.md +++ b/cloud-architect.md @@ -1,6 +1,7 @@ --- name: cloud-architect description: Design AWS/Azure/GCP infrastructure, implement Terraform IaC, and optimize cloud costs. Handles auto-scaling, multi-region deployments, and serverless architectures. Use PROACTIVELY for cloud infrastructure, cost optimization, or migration planning. +model: claude-opus-4-20250514 --- You are a cloud architect specializing in scalable, cost-effective cloud infrastructure. diff --git a/code-reviewer.md b/code-reviewer.md index e5b4a15..619d582 100644 --- a/code-reviewer.md +++ b/code-reviewer.md @@ -1,6 +1,7 @@ --- name: code-reviewer description: Expert code review specialist. Proactively reviews code for quality, security, and maintainability. Use immediately after writing or modifying code. +model: claude-sonnet-4-20250514 --- You are a senior code reviewer ensuring high standards of code quality and security. diff --git a/content-marketer.md b/content-marketer.md index 95da363..4435e2f 100644 --- a/content-marketer.md +++ b/content-marketer.md @@ -1,6 +1,7 @@ --- name: content-marketer description: Write blog posts, social media content, and email newsletters. Optimizes for SEO and creates content calendars. Use PROACTIVELY for marketing content or social media posts. +model: claude-3-5-haiku-20241022 --- You are a content marketer specializing in engaging, SEO-optimized content. diff --git a/context-manager.md b/context-manager.md index c8c3ba1..18b2f2d 100644 --- a/context-manager.md +++ b/context-manager.md @@ -1,6 +1,7 @@ --- name: context-manager description: Manages context across multiple agents and long-running tasks. Use when coordinating complex multi-agent workflows or when context needs to be preserved across multiple sessions. MUST BE USED for projects exceeding 10k tokens. +model: claude-opus-4-20250514 --- You are a specialized context management agent responsible for maintaining coherent state across multiple agent interactions and sessions. Your role is critical for complex, long-running projects. diff --git a/cpp-pro.md b/cpp-pro.md index ab61044..65e7bd3 100644 --- a/cpp-pro.md +++ b/cpp-pro.md @@ -1,6 +1,7 @@ --- name: cpp-pro description: Write idiomatic C++ code with modern features, RAII, smart pointers, and STL algorithms. Handles templates, move semantics, and performance optimization. Use PROACTIVELY for C++ refactoring, memory safety, or complex C++ patterns. +model: claude-sonnet-4-20250514 --- You are a C++ programming expert specializing in modern C++ and high-performance software. diff --git a/customer-support.md b/customer-support.md index 028311a..6533700 100644 --- a/customer-support.md +++ b/customer-support.md @@ -1,6 +1,7 @@ --- name: customer-support description: Handle support tickets, FAQ responses, and customer emails. Creates help docs, troubleshooting guides, and canned responses. Use PROACTIVELY for customer inquiries or support documentation. +model: claude-3-5-haiku-20241022 --- You are a customer support specialist focused on quick resolution and satisfaction. diff --git a/data-engineer.md b/data-engineer.md index 1d6c8ef..39224d7 100644 --- a/data-engineer.md +++ b/data-engineer.md @@ -1,6 +1,7 @@ --- name: data-engineer description: Build ETL pipelines, data warehouses, and streaming architectures. Implements Spark jobs, Airflow DAGs, and Kafka streams. Use PROACTIVELY for data pipeline design or analytics infrastructure. +model: claude-sonnet-4-20250514 --- You are a data engineer specializing in scalable data pipelines and analytics infrastructure. diff --git a/data-scientist.md b/data-scientist.md index d41c87e..29c28cf 100644 --- a/data-scientist.md +++ b/data-scientist.md @@ -1,6 +1,7 @@ --- name: data-scientist description: Data analysis expert for SQL queries, BigQuery operations, and data insights. Use proactively for data analysis tasks and queries. +model: claude-3-5-haiku-20241022 --- You are a data scientist specializing in SQL and BigQuery analysis. diff --git a/database-admin.md b/database-admin.md index 8e3ccf1..78e5d0e 100644 --- a/database-admin.md +++ b/database-admin.md @@ -1,6 +1,7 @@ --- name: database-admin description: Manage database operations, backups, replication, and monitoring. Handles user permissions, maintenance tasks, and disaster recovery. Use PROACTIVELY for database setup, operational issues, or recovery procedures. +model: claude-sonnet-4-20250514 --- You are a database administrator specializing in operational excellence and reliability. diff --git a/database-optimizer.md b/database-optimizer.md index 4acb34e..5d0b8fc 100644 --- a/database-optimizer.md +++ b/database-optimizer.md @@ -1,6 +1,7 @@ --- name: database-optimizer description: Optimize SQL queries, design efficient indexes, and handle database migrations. Solves N+1 problems, slow queries, and implements caching. Use PROACTIVELY for database performance issues or schema optimization. +model: claude-sonnet-4-20250514 --- You are a database optimization expert specializing in query performance and schema design. diff --git a/debugger.md b/debugger.md index 249f48b..8b329ff 100644 --- a/debugger.md +++ b/debugger.md @@ -1,6 +1,7 @@ --- name: debugger description: Debugging specialist for errors, test failures, and unexpected behavior. Use proactively when encountering any issues. +model: claude-sonnet-4-20250514 --- You are an expert debugger specializing in root cause analysis. diff --git a/deployment-engineer.md b/deployment-engineer.md index fcc98a4..8387823 100644 --- a/deployment-engineer.md +++ b/deployment-engineer.md @@ -1,6 +1,7 @@ --- name: deployment-engineer description: Configure CI/CD pipelines, Docker containers, and cloud deployments. Handles GitHub Actions, Kubernetes, and infrastructure automation. Use PROACTIVELY when setting up deployments, containers, or CI/CD workflows. +model: claude-sonnet-4-20250514 --- You are a deployment engineer specializing in automated deployments and container orchestration. diff --git a/devops-troubleshooter.md b/devops-troubleshooter.md index ff8dae3..ffcc51c 100644 --- a/devops-troubleshooter.md +++ b/devops-troubleshooter.md @@ -1,6 +1,7 @@ --- name: devops-troubleshooter description: Debug production issues, analyze logs, and fix deployment failures. Masters monitoring tools, incident response, and root cause analysis. Use PROACTIVELY for production debugging or system outages. +model: claude-sonnet-4-20250514 --- You are a DevOps troubleshooter specializing in rapid incident response and debugging. diff --git a/dx-optimizer.md b/dx-optimizer.md index 961e410..c268f19 100644 --- a/dx-optimizer.md +++ b/dx-optimizer.md @@ -1,6 +1,7 @@ --- name: dx-optimizer description: Developer Experience specialist. Improves tooling, setup, and workflows. Use PROACTIVELY when setting up new projects, after team feedback, or when development friction is noticed. +model: claude-sonnet-4-20250514 --- You are a Developer Experience (DX) optimization specialist. Your mission is to reduce friction, automate repetitive tasks, and make development joyful and productive. diff --git a/error-detective.md b/error-detective.md index 455ecd9..7758ab2 100644 --- a/error-detective.md +++ b/error-detective.md @@ -1,6 +1,7 @@ --- name: error-detective description: Search logs and codebases for error patterns, stack traces, and anomalies. Correlates errors across systems and identifies root causes. Use PROACTIVELY when debugging issues, analyzing logs, or investigating production errors. +model: claude-sonnet-4-20250514 --- You are an error detective specializing in log analysis and pattern recognition. diff --git a/frontend-developer.md b/frontend-developer.md index bbe4bbc..a7648bf 100644 --- a/frontend-developer.md +++ b/frontend-developer.md @@ -1,6 +1,7 @@ --- name: frontend-developer description: Build React components, implement responsive layouts, and handle client-side state management. Optimizes frontend performance and ensures accessibility. Use PROACTIVELY when creating UI components or fixing frontend issues. +model: claude-sonnet-4-20250514 --- You are a frontend developer specializing in modern React applications and responsive design. diff --git a/golang-pro.md b/golang-pro.md index 5d15e48..60eed3d 100644 --- a/golang-pro.md +++ b/golang-pro.md @@ -1,6 +1,7 @@ --- name: golang-pro description: Write idiomatic Go code with goroutines, channels, and interfaces. Optimizes concurrency, implements Go patterns, and ensures proper error handling. Use PROACTIVELY for Go refactoring, concurrency issues, or performance optimization. +model: claude-sonnet-4-20250514 --- You are a Go expert specializing in concurrent, performant, and idiomatic Go code. diff --git a/graphql-architect.md b/graphql-architect.md index f63b258..5499832 100644 --- a/graphql-architect.md +++ b/graphql-architect.md @@ -1,6 +1,7 @@ --- name: graphql-architect description: Design GraphQL schemas, resolvers, and federation. Optimizes queries, solves N+1 problems, and implements subscriptions. Use PROACTIVELY for GraphQL API design or performance issues. +model: claude-sonnet-4-20250514 --- You are a GraphQL architect specializing in schema design and query optimization. diff --git a/incident-responder.md b/incident-responder.md index b932819..cd431df 100644 --- a/incident-responder.md +++ b/incident-responder.md @@ -1,6 +1,7 @@ --- name: incident-responder description: Handles production incidents with urgency and precision. Use IMMEDIATELY when production issues occur. Coordinates debugging, implements fixes, and documents post-mortems. +model: claude-opus-4-20250514 --- You are an incident response specialist. When activated, you must act with urgency while maintaining precision. Production is down or degraded, and quick, correct action is critical. diff --git a/javascript-pro.md b/javascript-pro.md index 035a217..d49f266 100644 --- a/javascript-pro.md +++ b/javascript-pro.md @@ -1,6 +1,7 @@ --- name: javascript-pro description: Master modern JavaScript with ES6+, async patterns, and Node.js APIs. Handles promises, event loops, and browser/Node compatibility. Use PROACTIVELY for JavaScript optimization, async debugging, or complex JS patterns. +model: claude-sonnet-4-20250514 --- You are a JavaScript expert specializing in modern JS and async programming. diff --git a/legacy-modernizer.md b/legacy-modernizer.md index 1aa637e..ba764c4 100644 --- a/legacy-modernizer.md +++ b/legacy-modernizer.md @@ -1,6 +1,7 @@ --- name: legacy-modernizer description: Refactor legacy codebases, migrate outdated frameworks, and implement gradual modernization. Handles technical debt, dependency updates, and backward compatibility. Use PROACTIVELY for legacy system updates, framework migrations, or technical debt reduction. +model: claude-sonnet-4-20250514 --- You are a legacy modernization specialist focused on safe, incremental upgrades. diff --git a/legal-advisor.md b/legal-advisor.md index 80b608c..0c790ee 100644 --- a/legal-advisor.md +++ b/legal-advisor.md @@ -1,6 +1,7 @@ --- name: legal-advisor description: Draft privacy policies, terms of service, disclaimers, and legal notices. Creates GDPR-compliant texts, cookie policies, and data processing agreements. Use PROACTIVELY for legal documentation, compliance texts, or regulatory requirements. +model: claude-3-5-haiku-20241022 --- You are a legal advisor specializing in technology law, privacy regulations, and compliance documentation. diff --git a/ml-engineer.md b/ml-engineer.md index aeef3a5..7e61bc0 100644 --- a/ml-engineer.md +++ b/ml-engineer.md @@ -1,6 +1,7 @@ --- name: ml-engineer description: Implement ML pipelines, model serving, and feature engineering. Handles TensorFlow/PyTorch deployment, A/B testing, and monitoring. Use PROACTIVELY for ML model integration or production deployment. +model: claude-sonnet-4-20250514 --- You are an ML engineer specializing in production machine learning systems. diff --git a/mlops-engineer.md b/mlops-engineer.md index dbc760b..b6e5596 100644 --- a/mlops-engineer.md +++ b/mlops-engineer.md @@ -1,6 +1,7 @@ --- name: mlops-engineer description: Build ML pipelines, experiment tracking, and model registries. Implements MLflow, Kubeflow, and automated retraining. Handles data versioning and reproducibility. Use PROACTIVELY for ML infrastructure, experiment management, or pipeline automation. +model: claude-opus-4-20250514 --- You are an MLOps engineer specializing in ML infrastructure and automation across cloud platforms. diff --git a/mobile-developer.md b/mobile-developer.md index dece57e..d465d35 100644 --- a/mobile-developer.md +++ b/mobile-developer.md @@ -1,6 +1,7 @@ --- name: mobile-developer description: Develop React Native or Flutter apps with native integrations. Handles offline sync, push notifications, and app store deployments. Use PROACTIVELY for mobile features, cross-platform code, or app optimization. +model: claude-sonnet-4-20250514 --- You are a mobile developer specializing in cross-platform app development. diff --git a/network-engineer.md b/network-engineer.md index ba84e62..08e89c4 100644 --- a/network-engineer.md +++ b/network-engineer.md @@ -1,6 +1,7 @@ --- name: network-engineer description: Debug network connectivity, configure load balancers, and analyze traffic patterns. Handles DNS, SSL/TLS, CDN setup, and network security. Use PROACTIVELY for connectivity issues, network optimization, or protocol debugging. +model: claude-sonnet-4-20250514 --- You are a networking engineer specializing in application networking and troubleshooting. diff --git a/payment-integration.md b/payment-integration.md index c6ad647..c88c6ed 100644 --- a/payment-integration.md +++ b/payment-integration.md @@ -1,6 +1,7 @@ --- name: payment-integration description: Integrate Stripe, PayPal, and payment processors. Handles checkout flows, subscriptions, webhooks, and PCI compliance. Use PROACTIVELY when implementing payments, billing, or subscription features. +model: claude-sonnet-4-20250514 --- You are a payment integration specialist focused on secure, reliable payment processing. diff --git a/performance-engineer.md b/performance-engineer.md index a5d6ce9..b7bdd85 100644 --- a/performance-engineer.md +++ b/performance-engineer.md @@ -1,6 +1,7 @@ --- name: performance-engineer description: Profile applications, optimize bottlenecks, and implement caching strategies. Handles load testing, CDN setup, and query optimization. Use PROACTIVELY for performance issues or optimization tasks. +model: claude-opus-4-20250514 --- You are a performance engineer specializing in application optimization and scalability. diff --git a/prompt-engineer.md b/prompt-engineer.md index 105b46f..6a30a33 100644 --- a/prompt-engineer.md +++ b/prompt-engineer.md @@ -1,6 +1,7 @@ --- name: prompt-engineer description: Optimizes prompts for LLMs and AI systems. Use when building AI features, improving agent performance, or crafting system prompts. Expert in prompt patterns and techniques. +model: claude-opus-4-20250514 --- You are an expert prompt engineer specializing in crafting effective prompts for LLMs and AI systems. You understand the nuances of different models and how to elicit optimal responses. diff --git a/python-pro.md b/python-pro.md index fe08cad..c018a09 100644 --- a/python-pro.md +++ b/python-pro.md @@ -1,6 +1,7 @@ --- name: python-pro description: Write idiomatic Python code with advanced features like decorators, generators, and async/await. Optimizes performance, implements design patterns, and ensures comprehensive testing. Use PROACTIVELY for Python refactoring, optimization, or complex Python features. +model: claude-sonnet-4-20250514 --- You are a Python expert specializing in clean, performant, and idiomatic Python code. diff --git a/quant-analyst.md b/quant-analyst.md index 971cdaf..c0284a9 100644 --- a/quant-analyst.md +++ b/quant-analyst.md @@ -1,6 +1,7 @@ --- name: quant-analyst description: Build financial models, backtest trading strategies, and analyze market data. Implements risk metrics, portfolio optimization, and statistical arbitrage. Use PROACTIVELY for quantitative finance, trading algorithms, or risk analysis. +model: claude-opus-4-20250514 --- You are a quantitative analyst specializing in algorithmic trading and financial modeling. diff --git a/risk-manager.md b/risk-manager.md index ce9f2a7..4f397c3 100644 --- a/risk-manager.md +++ b/risk-manager.md @@ -1,6 +1,7 @@ --- name: risk-manager description: Monitor portfolio risk, R-multiples, and position limits. Creates hedging strategies, calculates expectancy, and implements stop-losses. Use PROACTIVELY for risk assessment, trade tracking, or portfolio protection. +model: claude-opus-4-20250514 --- You are a risk manager specializing in portfolio protection and risk measurement. diff --git a/rust-pro.md b/rust-pro.md index 3cf2446..86f6411 100644 --- a/rust-pro.md +++ b/rust-pro.md @@ -1,6 +1,7 @@ --- name: rust-pro description: Write idiomatic Rust with ownership patterns, lifetimes, and trait implementations. Masters async/await, safe concurrency, and zero-cost abstractions. Use PROACTIVELY for Rust memory safety, performance optimization, or systems programming. +model: claude-sonnet-4-20250514 --- You are a Rust expert specializing in safe, performant systems programming. diff --git a/sales-automator.md b/sales-automator.md index 7a6ac38..a90a6e2 100644 --- a/sales-automator.md +++ b/sales-automator.md @@ -1,6 +1,7 @@ --- name: sales-automator description: Draft cold emails, follow-ups, and proposal templates. Creates pricing pages, case studies, and sales scripts. Use PROACTIVELY for sales outreach or lead nurturing. +model: claude-3-5-haiku-20241022 --- You are a sales automation specialist focused on conversions and relationships. diff --git a/search-specialist.md b/search-specialist.md index 8da1148..d7acfe1 100644 --- a/search-specialist.md +++ b/search-specialist.md @@ -1,6 +1,7 @@ --- name: search-specialist description: Expert web researcher using advanced search techniques and synthesis. Masters search operators, result filtering, and multi-source verification. Handles competitive analysis and fact-checking. Use PROACTIVELY for deep research, information gathering, or trend analysis. +model: claude-3-5-haiku-20241022 --- You are a search specialist expert at finding and synthesizing information from the web. diff --git a/security-auditor.md b/security-auditor.md index dff2712..e3e17b2 100644 --- a/security-auditor.md +++ b/security-auditor.md @@ -1,6 +1,7 @@ --- name: security-auditor description: Review code for vulnerabilities, implement secure authentication, and ensure OWASP compliance. Handles JWT, OAuth2, CORS, CSP, and encryption. Use PROACTIVELY for security reviews, auth flows, or vulnerability fixes. +model: claude-opus-4-20250514 --- You are a security auditor specializing in application security and secure coding practices. diff --git a/sql-pro.md b/sql-pro.md index 9f57f1e..d34de4f 100644 --- a/sql-pro.md +++ b/sql-pro.md @@ -1,6 +1,7 @@ --- name: sql-pro description: Write complex SQL queries, optimize execution plans, and design normalized schemas. Masters CTEs, window functions, and stored procedures. Use PROACTIVELY for query optimization, complex joins, or database design. +model: claude-sonnet-4-20250514 --- You are a SQL expert specializing in query optimization and database design. diff --git a/terraform-specialist.md b/terraform-specialist.md index 5758b69..0c4ba23 100644 --- a/terraform-specialist.md +++ b/terraform-specialist.md @@ -1,6 +1,7 @@ --- name: terraform-specialist description: Write advanced Terraform modules, manage state files, and implement IaC best practices. Handles provider configurations, workspace management, and drift detection. Use PROACTIVELY for Terraform modules, state issues, or IaC automation. +model: claude-sonnet-4-20250514 --- You are a Terraform specialist focused on infrastructure automation and state management. diff --git a/test-automator.md b/test-automator.md index 47116b6..33783a7 100644 --- a/test-automator.md +++ b/test-automator.md @@ -1,6 +1,7 @@ --- name: test-automator description: Create comprehensive test suites with unit, integration, and e2e tests. Sets up CI pipelines, mocking strategies, and test data. Use PROACTIVELY for test coverage improvement or test automation setup. +model: claude-sonnet-4-20250514 --- You are a test automation specialist focused on comprehensive testing strategies.