OpenART — скилл

---
name: openart
description: Guide an OpenART agent or contributor through planning, running, extending, and debugging the framework.
metadata:
  scope: operator
  version: 1.0.0
  audiences: [agent, human]
---

# OpenART guide

Use this skill when a request concerns the OpenART benchmark, planner, scenario
generation, managed tools, target/attacker runs, evaluation, or framework
development. This is the single operator entry point; do not create separate
skills for each workflow. It is guidance for work on OpenART, not a
target-visible skill, attacker payload, or authorization to run commands.

## Route the request

| Intent | Read first | Typical entry point |
| --- | --- | --- |
| Understand the framework | [`docs/00_overview.md`](../../docs/00_overview.md) | Inspect the relevant component and task bundle |
| Generate a task from a scenario | [`docs/12_planner_design_implementation_usage.md`](../../docs/12_planner_design_implementation_usage.md) | `python -m framework.planner.cli ...` |
| Expand or inspect scenario seeds | [`framework/planner/scenarios.py`](../../framework/planner/scenarios.py) | `python scripts/planner.py scenarios ...` |
| Run or compare evaluations | [`docs/09_evaluation_and_outputs.md`](../../docs/09_evaluation_and_outputs.md) | `python -m framework.cli run ...` |
| Add or select a managed tool | [`docs/07_capabilities_tools_mcp.md`](../../docs/07_capabilities_tools_mcp.md) | Inspect `../openart-tools/` and `tool_use_graph.json` |
| Extend the framework | [`docs/10_extension_guides.md`](../../docs/10_extension_guides.md) | Prefer a config-driven change |
| Diagnose a failure | [`docs/11_debugging_and_testing.md`](../../docs/11_debugging_and_testing.md) | Inspect logs, prepared artifacts, and focused tests |

## Standard workflow

1. Confirm the repository root and inspect `git status` before editing.
2. Read the route-specific document and inspect existing configs/artifacts.
3. Prefer the smallest config-driven change; avoid duplicating taxonomy or
   command behavior in this skill.
4. Run a local or single-scenario smoke check before a batch or Docker launch.
5. Validate the generated task, scenario, tool selection, and safety contract.
6. Preserve the output directory, validation report, and failure artifacts.

## Planner and corpus guidance

Planner credentials, endpoint, and model belong in `.env` or the shell through
`OPENART_PLANNER_API_KEY`, `OPENART_PLANNER_BASE_URL`, and
`OPENART_PLANNER_MODEL`. Use the approved model configured by the repository
(for example `glm-5.3-flash`) rather than hard-coding a model in generated
tasks or this skill. Keep the planner tool store explicit with `--tool-store`
and keep output directories separate for independent runs.

For scenario or corpus changes, preserve the repository's scenario schema and
coverage metadata. Do not silently overwrite an existing corpus; use a new
output directory or an explicit, reviewed continuation plan.

## Tool and target boundary

Managed tool guides under `../openart-tools/` describe capabilities available
to a runtime agent. Target-native skills and attacker output are controlled by
task configuration and `vector_permissions`. Never copy this operator guide
into a target workspace, `tool_guide.md`, or an attacker-controlled surface.

## Safety and authorization