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Natural-language search across the Tool Intelligence Layer capability registry. Returns the top-5 capabilities that match a free-form query (e.g. 'I need to create a video'). Backed by semantic embeddings with keyword fallback.
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
Pipeline render layer and session log narrator for Mega Brain. Renders 24 canonical phase templates from PHASE-STREAM.jsonl, enforces truth-amplifier heuristics, and supports free-form mode for cross-phase signals.
Orquestracao multi-agente para clonagem cognitiva usando metodologia DNA Mental™ de 9 camadas.
Extrai conhecimento estruturado (frameworks, heurísticas, algoritmos, conceitos, metodologias, code snippets) de qualquer fonte: PDFs, sessões, transcrições, meetings, lives.
Extrai heurísticas operacionais de sessões de trabalho usando metodologia Pareto ao Cubo.
Use quando o operador pedir /força-total para um plano de orquestração global antes de executar: descobrir squads/capabilities, sintetizar DAG, paralelização, critical path, riscos FMEA, pre-mortem, handoff e next_action. SEMPRE despeja o plano completo (todos os agentes, workflows, tasks, ordem) e PARA para aprovação humana ANTES de avançar (Step 1 quality-gate). Triggers: força-total, forca-total, orquestração global, global orchestration plan, plan.yaml, plan.md, Mermaid DAG, critical path, capability discovery, pre-mortem. Produz plano global, DAG, resumo de 3 linhas, top risks e handoff. NOT for plano técnico local; use plan-architect para plano técnico especializado.
Orquestra cadeia completa de ingestao de transcricoes Fireflies (multi-account com dedup) -> /process-jarvis -> founder briefing cruzado com mission.md/north-star.yaml -> entrega via Z-API + Baileys (texto + audio ElevenLabs). Disparavel via terminal local OU via WhatsApp atraves do command_router.
| name | search-capabilities |
| description | Natural-language search across the Tool Intelligence Layer capability registry. Returns the top-5 capabilities that match a free-form query (e.g. 'I need to create a video'). Backed by semantic embeddings with keyword fallback. |
| version | 1.0.0 |
| owner_squad | infra-ops |
| megabrain_tier | Tier1 |
| context | fork |
| agent | general-purpose |
| user-invocable | true |
| argument-hint | [query string] |
| status | active |
Semantic + keyword tool discovery over agents/_registry/capability-registry.yaml.
Tool discovery: search_capabilities('your need') and you need to act on it.capability_id. Read the registry directly.enforcement_check / sync_capability_status.py instead.@devops + the tool-onboarder skill, not this one.python3 .claude/hooks/search_capabilities.py "your natural language query"
Add --json for machine-readable output, --top-k N to widen the result set (default 5).
A structured block:
Found N relevant capabilities:
[1] {capability_id} ({cosine score})
Title: ...
Description: ...
Business context: ...
Provider chain: ...
[2] ...
.data/capability-embeddings.npy (OpenAI text-embedding-3-large, 1536d).OPENAI_API_KEY is missing — substring scan against capability-keyword-index.json.| Path | Budget |
|---|---|
| Warm (embedding cache hit) | < 200 ms |
| Cold (cache miss, API call) | < 2 s |
| Keyword fallback | < 50 ms |
.claude/hooks/search_capabilities.py.claude/hooks/build_capability_embeddings.pyagents/_registry/capability-registry.yamldocs/stories/epic-til-foundation/STORY-TIL-19-tool-search-tool-defer-loading.mddocs/adr/ADR-TIL-001 (Python hooks boundary)