ryanmaclean

Run bop card work inside disposable FreeBSD jails on fbryz3070 — golden ZFS dataset cloned per card, nullfs workdir r/w + skills r/o, destroy on exit. Use when the factory needs worker isolation, per-card credential scoping, or sandboxed agent execution on…

Specialized roundtable personas and a phased execution plan for repository issue resolution.

Build, query, and export a context graph of codebase dependencies and relationships.

Unified AI provider quota monitor — Claude Code, Codex CLI, and Gemini CLI OAuth rate-limit utilization bars with reset countdowns, read from local auth files (no API keys). Use when checking quota, rate limits, provider headroom, or why a provider is…

Reference for writing portable /bin/sh scripts targeting ash (Almquist shell) — the default shell on FreeBSD, NetBSD, and TinyBSD fleet nodes. Covers POSIX features, bash incompatibilities, fleet patterns, rc.d service scripts, and UTF-8/Unicode filename…

Apple Silicon optimization for VMs, ML inference, and compression. Covers Metal GPU acceleration, MLX model inference, CoreML conversion, M-series zstd compression, Apple Virtualization Framework, and performance tuning. Use when working on macOS M-series…

Manage Gas Town agent orchestration, bead lifecycle, Kafka messaging, Airflow DAGs, and multi-rig coordination. Use for gt operations, polecat management, stuck beads, Kafka topics, and Tundra Dome workflows.

Manage RigFleet bot configuration — channels, agents, security, and autopilot settings. Use when changing openclaw/RigFleet bot channels, agent assignments, or autopilot behavior.

Use when designing or refactoring bop runtime/storage paths to maximize APFS COW/compression and prefer standard Rust crates over custom infrastructure.

Use when agents must write to .bop bundles safely and consistently without corruption.

Use when bop execution needs Auto-Claude MCP-style progress/status/discovery tracking.

Use when you need to map Auto-Claude MCP server logic to bop stages, workflows, and commands.

Use when a card or request includes a persona emoji (for example `🎯`, `🔒`, or `🚨`) and you need role-specific execution behavior with minimal token overhead.

Use when a bop stage needs external library/framework documentation lookup.

Use for desktop UI validation in bop QA stage when the target app is Electron.

Use when bop stages need cross-session memory for discoveries, attempts, and constraints.

Use the `at` CLI to create, execute, monitor, and complete tasks on the Auto-Tundra daemon. Covers the full bead lifecycle from sling to done.

Use when troubleshooting build failures, test failures, daemon connectivity issues, or integration errors in Auto-Tundra.

Use the Auto-Tundra HTTP API directly (via curl) for operations not exposed in the CLI, such as task updates, terminal management, GitLab/Linear queries, and Kanban board manipulation.

Use when adding features, fixing bugs, or refactoring code in any Auto-Tundra crate. Covers build, test, lint, and validation workflows.

Use for GitHub/GitLab/Linear wiring in rust-harness to remove stub-token paths, enforce env-driven credential resolution, and add regression tests for real-client behavior with safe fallbacks.

Use for local Ollama-first execution with queued multi-agent CLI workflows. Configures auto-tundra for one-human-overseer and many-agent-subscriber code refinery mode.

Use when developing or refactoring at-cli. Runs deterministic smoke checks for run/agent/skill/doctor commands, including --dry-run and --out artifact paths.

Use for multi-lane implementation waves in rust-harness when coordinating sub-agents, sequencing risk, and enforcing compile/test gates before reporting completion.

Build and manage native macOS VMs using Apple Virtualization Framework. Create Alpine Linux ARM64 rootfs images, download kernels, launch VMs with Valkey/PostgreSQL/OpenVSCode services, and manage VM lifecycle. Use when building VM images, testing containers…

Helm and Kubernetes deployment operations for ACR/AKS production, KIND local development, and resource management. Use for deploying charts, managing pods/services, configuring ingress, and troubleshooting K8s workloads.

Run Datadog Code Security scans — SAST, SAIST (AI-native SAST), SCA, secrets, IaC scanning, plus supply-chain protection (GuardDog, Supply-Chain Firewall) and IDE runtime defense (IDE Shepherd). Integrates via Code Security MCP Server for real-time scanning…

Editorial quality gate for i18n translations. Validates translation completeness, placeholder parity, terminology consistency, and wiring coverage across all locale files. Run before any PR that touches UI to prevent translation drift. Use when: adding new UI…

VibeCode project conventions, patterns, and critical warnings. Preload into any agent working on this codebase.

VibeCode test conventions, Jest configuration, mock patterns, and known issues. Preload into test-fixer and quality-sweep agents.

Comprehensive Datadog operations: query APM/logs/metrics/RUM/database, create monitors/dashboards/synthetics, manage incidents, trigger workflows, analyze costs and LLM usage. 73% platform coverage including service catalog, uptime monitoring, and frontend…

Query Datadog APM traces, logs, metrics, SLOs, security signals, and service catalog. Create monitors, dashboards, and synthetic tests. Manage incidents and workflows. Use when investigating performance issues, searching logs, checking SLOs, analyzing costs,…