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Guides FastAPI backend implementation. Use this when working on main.py, routers, or any API endpoint.
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Based on SOC occupation classification
Guides the implementation of the ReAct loop, orchestrator, memory, and planner. Use this when working on any file inside backend/agent/.
Shared interfaces and contracts between all agents. Every agent MUST read this skill before starting any implementation. This is the single source of truth for all cross-agent boundaries.
Guides implementation of security tools and exploit modules. Use this when working on shell_tools.py, exploit_tools.py, or any offensive security functionality.
Guides the implementation of any tool inside backend/tools/. Use this when creating, editing, or debugging a tool class.
Guides workspace and session management. Use this when working on session_manager.py, workspace_manager.py, or anything related to session isolation.
| name | fastapi |
| description | Guides FastAPI backend implementation. Use this when working on main.py, routers, or any API endpoint. |
Every agent step is streamed as a typed message:
{ "type": "think", "content": "..." }
{ "type": "act", "tool": "...", "args": {} }
{ "type": "observe", "output": "...", "target": "terminal|editor" }
{ "type": "finding", "severity": "critical|high|medium", "detail": "..." }
{ "type": "done", "summary": "..." }
POST /sessions → create new sessionGET /sessions/{id} → get session stateDELETE /sessions/{id} → terminate sessionWS /sessions/{id}/stream → real-time agent output