DevOps e Infra

Configure secure, high-performance connectivity between on-premises infrastructure and cloud platforms using VPN and dedicated connections. Use when building hybrid cloud architectures, connecting data centers to cloud, or implementing secure cross-premises networking.

Generates comprehensive operational runbooks for any system or process. Reads codebase, infrastructure config, and deployment scripts to produce structured runbook.md files formatted for on-call engineers. Use when you need operations documentation, incident response guides, deployment procedures, or disaster recovery plans.

Domine o Bash Automated Testing System (Bats) para testes abrangentes de scripts shell. Use-o ao escrever testes para scripts shell, pipelines CI/CD ou ao precisar de desenvolvimento orientado a testes para utilitários shell.

Parses and processes SARIF files from static analysis tools like CodeQL, Semgrep, or other scanners. Triggers on "parse sarif", "read scan results", "aggregate findings", "deduplicate alerts", or "process sarif output". Handles filtering, deduplication, format conversion, and CI/CD integration of SARIF data. Does NOT run scans — use the Semgrep or CodeQL skills for that.

Automate GitHub repositories, issues, pull requests, branches, CI/CD, and permissions via Rube MCP (Composio). Manage code workflows, review PRs, search code, and handle deployments programmatically.

Predicts 3D protein structures from amino acid sequences using ESMFold or AlphaFold3 (mock).

Gere vídeos de IA no RunComfy via CLI `runcomfy`, um roteador inteligente para um catálogo completo de modelos de vídeo como HappyHorse, Wan-AI Wan e ByteDance Seedance. Abrange geração de texto para vídeo (t2v) e imagem para vídeo (i2v).

RNA-seq specific quality control including rRNA contamination detection, strandedness verification, gene body coverage, and transcript integrity metrics. Use when validating RNA-seq libraries before differential expression analysis.

Targeted metabolomics analysis using MRM/SRM with standard curves. Covers absolute quantification, method validation, and quality assessment. Use when quantifying specific metabolites using calibration curves and internal standards.

Molecular featurization hub (100+ featurizers) for ML. SMILES to fingerprints (ECFP, MACCS, MAP4), descriptors (RDKit 2D, Mordred), pretrained embeddings (ChemBERTa, GIN, Graphormer), pharmacophores. Scikit-learn compatible with parallelization/caching. For QSAR, virtual screening, similarity, and molecular DL.

Use when decisions happen async — reviewer(s) look at it over chat, on a PR, on a train, or any time outside the agent session. Triggers: async decision, PR review, pull request, remote reviewer, handoff, away-from-keyboard, decision ballot, architecture call, architecture decision record, ADR, hiring panel, vendor selection, household decision, reconcile, per-reviewer, tick box, ballot.

Master the uv package manager for fast Python dependency management, virtual environments, and modern Python project workflows. Use when setting up Python projects, managing dependencies, or optimizing Python development workflows with uv.