Verify DevOps/infrastructure code against best practices, security, simplicity, and documentation standards.
CI/CD and DevOps workflow. Use when modifying GitHub Actions, Docker configurations, or compose files.
When to activate: DevSecOps, SAST, DAST, shift-left, security pipeline, container scanning, dependency audit, policy as code
Use the imsg CLI from OpenClaw agents for iMessage/SMS DMs, groups, replies, reactions, polls, watching, and private-API actions.
Integrate one-shot x402 payments into a Node.js or browser application with @dexterai/x402/client.
Deep DFD understanding from images and text.
Complete DFlow trading protocol SDK - the single source of truth for integrating DFlow on Solana.
Diagnose a hard bug or performance regression with a reproducible feedback loop.
Use when targeting Diabetes Care (ADA) or deciding whether a diabetes/endocrinology manuscript fits this venue.
Use when diagnosing or fixing functional bugs, flaky tests, regressions, crashes, data corruption symptoms, production incidents, or…
Use when SDK generation failed, seeing "Step Failed: Workflow", or `speakeasy run` errors
Explain which Sippy Symptoms and failure Labels apply to a Prow CI job run, in plain language, given only the Prow URL
Diagnose runtime infrastructure issues — cold starts, timeouts, scaling problems, network failures.
Diagnoses bias, anomalies, and strange results on a PostHog experiment.
Use when a Windows process has high or growing memory usage — 内存占用高、RAM 持续增长、memory leak、OOM、private bytes/RSS 异常,或被问"到底哪一层占用最大".
Diagnose and resolve TTS and Telegram bot issues.
Convert Mermaid diagrams and Markdown tables to images (PNG) for platforms that don't support rich formatting.
Produce a render-tested, fit-for-purpose diagram, visualisation or chart by selecting the right tool for the job - Mermaid…
Mermaid diagrams following C4 Model and SpecWeave conventions - system architecture, sequence, ER, deployment diagrams.
Generate follow-up teaching moves that extend student thinking after a specific classroom response.
Apply the Diátaxis framework to write, audit, organize, and improve technical documentation.