Direct game art and creative vision. Turn GAMEDESIGN into a production-level ARTDIRECTION defining a recognizable visual style, camera and composition, world and character grammar, functional colour/light/material, HUD feedback, motion and transition specs, audio direction, and a signature moment for every screen and…
Build a risk-matched whitebox or the approved production game for its target runtime. Turn GAMEDESIGN, and ARTDIRECTION when production begins, into a minimal BUILDBRIEF and a runnable candidate that can be iterated with replayable evidence. Use for prototype the riskiest design question, implement the approved game…
Deconstruct a novel for game adaptation. Compress a raw novel, deconstruction library, or writing project into a SOURCEBIBLE with cited textual evidence, extracting world rules, player verbs, spaces, character will, systems, and visual anchors — without inventing a genre yet. Use for gameable book analysis, analyze a…
Turn vague or complex agent tasks into project-aware, verifiable /goal commands and optional approved root GOAL.md handoff contracts for Claude Code, Codex, Grok Build, Oh My Pi, and Kimi Code. Use for Goal 指令, 目标指令, /goal prompts, 中文 Goal 模板, goal 持久化/保存/落盘, fresh-Agent or 跨会话交接, plan-to-goal interviews, bounded…
Control local macOS applications through the installed Computer Use MCP tools. Use for GUI work that is not better served by a dedicated API, connector, or CLI.
Use when the user provides any kind of feature spec (rough notes / system design / partial spec / canonical PRD) and wants it implemented end-to-end autonomously on the Kimi Code CLI (AgentSwarm-engined), or invokes /kimi-mp-implement.
Pick up a single AFK-labeled issue (from a PRD already decomposed by /to-tickets or /mp-implement) and implement it end-to-end using Matt Pocock's TDD + diagnose discipline. Use when user wants to drive one issue at a time, says "implement.
Use when the user provides any kind of feature spec (rough notes / system design / partial spec / canonical PRD) and wants it implemented end-to-end autonomously on Claude Code alone — no external execution engine — or invokes /mp-implement.
Use when PM starts from a one-line product or engineering idea and must turn it into a locked Loop Contract before loop-orchestrator execution, including /loop-contract-new requests.
Use when retiring a task session and spawning a successor with full context transfer — PM detects attention decay (≥360K context, norm deviation, hallucinations, repeated work), completes a major milestone, or needs a fresh session for the next phase. Use when PM says "退役"、"接班"、"换session"、"新session继续"。Requires…
Use when giving a local coding agent a distinct GitHub App bot identity — its commits, pushes, and PRs attribute to the bot while manual git operations on the same machine keep the personal account untouched — when splitting attribution in a repo where the human and agent both contribute, or when auditing such a…
Use when designing, building, auditing, or reviewing an MCP server that AI agents will invoke directly. Symptoms include agents picking the wrong tool from many candidates, burning tokens loading hundreds of tool definitions upfront, repeated invalid tool calls due to ambiguous schemas, tools that mirror an underlying…
Use whenever the host coding agent should call or compose with Kimi: an ordinary consult, code review, delegated implementation, async run, independent two-model attempt, or declared review–revise workflow. Trigger on requests such as “ask Kimi,” “get a second opinion,” “have Kimi review this,” “delegate this to…
Use when the user mentions Chameleon Ultra/Lite, RFID or NFC card reading/cloning/emulation, Mifare Classic key recovery (fchk, nested, darkside, hardnested, autopwn), LF cards (EM410x, HID Prox, T5577...), or the MCP tools mcpplugin-chameleon-ultrachameleon. Provides device-operation workflows and mandatory safety…
Reflect on the active project and propose what to change, do differently, or consider that has not been considered. Invoke when the user asks "would we change anything", "what would you do differently", "how can we improve", "what are we missing", "is there a better way", "second opinion", "review this approach"…
Persistent memory for Kimi Code across three layers (global user preferences, project decisions, session archives). Use when the user asks to remember, recall, or persist a fact, preference, decision, or convention. Also use at session start to recall context.
Wipe the per-project memory cache for the active project when it was re-cloned from the same path. Use when the user says "reset project memory", "wipe this project's memory", "I re-cloned the repo", or "memory is stale".