Generate, edit-from-reference, or analyze images with AI via OpenRouter (gemini, geminipro, riverflow, flux2, seedream, gpt5, gpt5.4; Cloudflare AI Gateway BYOK). Also analyze a video (--analyze-video, read-only — no video generated) into a text description for video prompts. Use when the user asks to generate an…
Audit a session-metrics JSON export for token-usage waste and produce a plain-English findings report. Trigger when the user runs /audit-session-metrics, when session-metrics suggests an audit after an HTML export, or when the user asks to audit / review / find waste in a saved session-metrics JSON. Two modes: "quick"…
Group a session-metrics session's turns into higher-level SEMANTIC TASKS ("what was I actually trying to do") and render a Tasks companion page (tasks.html + tasks.md) with a worth-it / mixed / likely-waste verdict per task. Trigger when the user runs /task-breakdown, when session-metrics suggests a task breakdown…
Proactively decompose and coordinate substantial development, research, analysis, planning, document, data, and content work with the smallest useful parallel set of custom subagents. Use when independent execution, parallelism, context isolation, or fresh review can improve speed or quality. Keep unresolved decisions…
Orchestrate multi-phase subagent workflows with Taskflow. Use whenever a request spans a whole project or many items — deeply exploring / 探索 / auditing / 审计 / analyzing a codebase, reviewing or migrating many files or modules in parallel, cross-checked/adversarial review, codebase-wide research, or any repeatable…
Use when starting, driving, resuming, or closing a Morning Star iteration, or running an autonomous Phase 1–5 loop — including without a slash command (e.g. 'start an iteration', 'drive the iteration', 'run an autonomous loop'). Manages Phase 1 (default interactive direction lock; opt-in autonomous), Autonomous…
Record a decision or document existing code. Use for 'we decided', 'record this decision', 'document why we chose X', 'make it our standard', 'draft an RFC', 'should we switch to Y' proposals, 'resolve the RFC', 'we accepted the proposal', 'document the auth module', 'capture how the payment system works', reference…
Plan a feature or initiative through a computed route: the conductor derives the canon delta and assembles the document package — from a zero-document null route for small fixes to an umbrella PRD with one spec per capability for large initiatives. Expert paths: sdd (full package), sources mode (MRD → BRD → URD) for…
Review branch changes against Archcore docs, or report project health. Use for 'review my branch', 'review the changes before merge', 'show status', 'documentation gaps', 'check if docs match code', 'close out the feature', 'ship the feature and close it out', or after a staleness warning. --drift for staleness…
PM Ops — orchestrator of the minions AI subagent team. Single entry point: decomposes requests, delegates to minions- subagents in parallel or sequence, aggregates output.
Use when the user wants to review, critique, tighten, or enhance an existing goal.md file (a written spec/prompt authored for a /goal command instead of typed into chat) before it gets executed — including requests like "review this goal.md", "enhance my goal.md", "optimize this goal", or sharing a goal.md file and…
Generate a complete "constitution + documentation system" for a new autonomous, agent-run project — a content channel, an ebook press, an SEO tool-site, a web product, a casual game, or anything that should run itself with minimal human babysitting. Use when starting a brand-new self-running project and you want a…
Post-implementation review — validates that code matches the original plan and launches parallel subagents for quality, security, and test coverage checks. Use after completing implementation or when user invokes /recheck. Primary value is plan-compliance verification plus multi-perspective parallel validation.
Review and validate an existing implementation plan by launching parallel subagents that check it from multiple angles — codebase alignment, best practices, code standards, feasibility, and fresh perspectives. Use whenever you have a plan ready and want to validate it before execution, or when the user invokes…
Full Holix sub-agent lifecycle: spawn, monitor, collect results, answer askuser questions, approve tool confirmations, and delegate to external CLIs (holix launch). Use when the user asks about subagents, /subagent-spawn, delegatetosubagent, background workers, sub-agent questions, /subagent-reply, holix launch +…
A setup guide for configuring a team of coding agents, with one agent planning work and others scouting, building, reviewing, or testing it. It can also configure Claude Code and Pi tools for a new machine or project.
The Shark Pattern — universal non-blocking execution for any AI coding agent. Spawn remoras for slow tools, keep the main agent swimming. Works with Claude Code, Codex, Gemini CLI, Cursor, Aider, OpenClaw.
Normative metadata schema v1 for all context-server records. Defines the kind registry (usermessage, report, plan, handoff, checkpoint, note, issue, comment), required and optional metadata fields per kind, status vocabularies, the typed links object with its design rules, and the filter recipes that make entries…
Context preservation patterns for storing work results and session context via an MCP-compatible context server. Provides patterns for documenting work, storing reports, and ensuring continuity between sessions. Use when you need to preserve work results or session context.