菜单
Use when a task clearly belongs to a specialist agent. Route first, reason second — don't let the general agent muddle through a domain it has a specialist for.
用 Codex 或 Claude 帮你安装 复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。
基于 SOC 职业分类
| name | specialist-routing |
| description | Use when a task clearly belongs to a specialist agent. Route first, reason second — don't let the general agent muddle through a domain it has a specialist for. |
| version | 1.0.0 |
| author | kbot |
| license | MIT |
| metadata | {"kbot":{"tags":["agents","routing","specialists","delegation"],"related_skills":["matrix-agent-spawn","cross-agent-blackboard","agent-handoff"]}} |
kbot ships with 25+ specialists (run kbot agents list for the current roster). The default kernel agent is a generalist — competent everywhere, excellent nowhere. The feeling of "kbot is sharp" comes from routing into the right specialist before work starts.
IF A SPECIALIST EXISTS FOR THIS DOMAIN, THE GENERALIST DOES NOT TOUCH IT.
| Signal | Specialist | Why |
|---|---|---|
| "review my code", "refactor", "fix this test" | coder | strongest code-patching track record |
| "research X", "find me", "what does the literature say" | researcher | web + arxiv + citation graph |
| "design this", "make it look right", a11y | aesthete | design tokens + spacing + typography |
| "is this safe", secrets, auth, permissions | guardian | OWASP checks, dep audit, redact |
| CI, deploys, env vars, launchd, docker | infrastructure | full infra toolkit |
| a statistical question, backtesting, distributions | quant | stats + finance + probability |
| a 30+ minute deep dive, multi-source | investigator | multi-step research workflow |
| "write" anything long-form | writer | content creation + editing |
| strategy, tradeoffs, business framing | strategist | structured decision support |
| how it's going, "predict X" | oracle | forecasting + anticipation |
The moment the user's first message can be classified into the table above. The learned router handles this automatically when confidence ≥ 0.7; below that, you route explicitly: kbot --agent <id> "...".
kernel and invoke the skill that fits instead.--architect (plan with one specialist, implement with another) or --plan (read-only scoping first).agent_handoff to pass to another specialist with context — don't fall back to the generalist silently.aesthete handles creative direction and coder handles the OSC scripting.Users develop muscle memory for kbot --agent <id>. Over weeks, the learned router picks up which specialist wins which task for this user (not average) and routes preemptively. The experience becomes: "I type the prompt, the right expert answers." That's the routing skill paying compound interest.
Creates distinctive editorial art direction for kernel.chat issues before implementation. Use when choosing an issue's visual concept, typography, composition, cover system, media grammar, responsive transformation, or motion intent; when a page feels generic or lacks character; or when original image and video assets need one coherent visual language.
Audits kernel.chat pages for responsive visual craft, accessibility, motion safety, interaction truth, runtime health, and production rendering. Use when reviewing an issue or artifact, checking whether a design is finished, comparing desktop and mobile, validating reduced motion or print, finding overflow and broken media, or proving that a published route matches the build.
Guides the design, layout, styling, and interactivity of kernel.chat editorial spreads and standalone artifact editions. Use this skill when editing or creating pages, React components, CSS files, or single-file HTML artifacts in the kernel.chat project to enforce the POPEYE-inspired bilingual design grammar and the interaction-language/artifact-language laws.
Use this skill to generate well-branded editorial interfaces and assets for kernel.chat ("Magazine for City Coders" — an independent magazine that is an unnamed homage to POPEYE), either for production or throwaway prototypes/mocks/etc. Contains essential design guidelines, colors, type, fonts, assets, and editorial UI components for prototyping.
Hand off a model from Blender (via BlenderMCP) into Unity (via MCP for Unity) — export the current Blender model, import it through import_model_file, and place it in the open scene. Use when the user has BlenderMCP and MCP for Unity both connected and wants to bring a Blender model into Unity. Does NOT drive Blender's own generators; BlenderMCP owns how the model got into Blender.
Generate images/videos/3D assets/audio via Higgsfield AI. Defaults: GPT Image 2 for image/design/text, Seedance 2.0 for video, Nano Banana 2/Lite/Pro for character/reference images, Marketing Studio for ads, Seed Audio 1.0 for audio. Use when: "generate an image", "make a video", "animate this photo", "image-to-video", "edit/stylize/remix this image", "reframe this video", "edit this video from a sketch", "create a 3D model/GLB", "create a sound effect", "make music", "text-to-audio", "create an ad", "make a UGC video", "unboxing", "presenter video", "import product from URL", or "analyze video virality". Supports image-to-3D (`multi_image_to_3d`), text-to-audio/music (`seed_audio`), workflow generation (`draw_to_video`, `reframe`), Marketing Studio, and Virality Predictor (`brain_activity`). Chain with higgsfield-soul-id for face/identity consistency. NOT for: Soul Character training (use higgsfield-soul-id), product photoshoots, marketplace listing cards, text/chat/TTS tasks.