DevOps e Infra

Calibration and validation scaffold for EPA SWMM. Use when an agent needs to (1) compare simulated vs observed flow, (2) evaluate candidate parameter sets, (3) rank explicit candidates by an objective, (4) run a bounded random / LHS / adaptive search for the best-fitting parameters, (5) run a publication-grade SCE-UA calibration with KGE as the primary objective and (r, alpha, beta) decomposition

Creates, lists, and removes custom project-specific agents. Custom agents are stored in .claude/crew-agents/ and registered in crew-team.json for routing.

Retrieve relevant Agentic SWMM modeling memory from audited runs, modeling-memory summaries, and Obsidian-compatible notes at query time. Use when a user asks for RAG, similar past runs, evidence-linked memory retrieval, historical QA/failure patterns, or memory-grounded answers.

Crie aplicações com a API Claude Managed Agents, a infraestrutura gerenciada da Anthropic para executar Claude como um agente autônomo em um contêiner na nuvem.

Parameter and forcing uncertainty propagation and sensitivity analysis for EPA SWMM. Use when an agent needs to (1) propagate parameter uncertainty through SWMM (fuzzy alpha-cut or Monte Carlo), (2) quantify hydrograph envelopes or output entropy without treating the run as calibration, (3) screen which parameters matter using OAT / Morris elementary-effects / Sobol' indices, (4) generate a rainfa

Gerenciamento de ambiente Direnv para configuração automática de shell por projeto. Use ao configurar arquivos .envrc, variáveis de ambiente específicas do projeto ou integrar o direnv com ferramentas de desenvolvimento como nix, asdf, pyenv ou nvm.

Deploy Rails applications to production using Kamal, Docker, and modern deployment strategies. Covers zero-downtime deployments, environment management, database migrations, SSL/TLS, and production configurations.

Evaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying biases and confounders, applying evidence grading frameworks (GRADE, Cochrane Risk of Bias), or teaching critical analysis. Best for understanding evidence quality, identifying flaws. For formal peer review writing use peer-review.

Internal orchestrator — runs YAML pipelines with phases, dependencies, and verification gates.

Use when writing E2E tests with Cucumber BDD and Playwright, setting up BDD test infrastructure, writing Gherkin feature files, implementing step definitions, configuring hooks and World, or integrating Cucumber with CI/CD. Invoke for Cucumber, BDD, Gherkin, feature files, step definitions, Given When Then, hooks, tags, World, scenario outline, @cucumber/cucumber.

Agentic SWMM is an automated, auditable, and memory-informed framework for reproducible stormwater modelling, integrating QGIS and EPA SWMM through the aiswmm runtime, reusable Skills, and MCP interfaces, with QA verification, provenance tracking, calibration support, and agent-runtime compatibility

Consultor de conformidade CMMC 2.0 para contratados de defesa. Oferece orientação prática sobre certificação de cibersegurança, implementação do NIST SP 800-171 Rev 2 e escopo de CUI, guiando organizações para caminhos de conformidade. É construído inteiramente a partir de fontes públicas do DoD e NIST.