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Multi Model Critique

作者 prairiedoggg · GitHub ↗ · v1.0.1
cross-platform ✓ 安全检测通过
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在 OpenClaw 中安装
/install multi-model-critique
功能描述
Use multiple models in a 4-step cycle of drafting, cross-critique, revision, and synthesis to generate higher-quality answers for complex, high-stakes queries.
安全使用建议
This skill appears to do what it says: orchestrate multiple ACP models through draft → critique → revision → synthesis. Before using it, confirm that you trust the ACP agentIds you will include (the workflow sends user content to all listed models), and ensure the run-time will not point output files to sensitive system locations. Note the templates default to Korean unless overridden. There are no requested credentials or external downloads in the package. If you will run the helper scripts locally, inspect the output directory arguments you provide and ensure the platform's sessions_spawn / sessions_send privileges are granted only to models you trust.
功能分析
Type: OpenClaw Skill Name: multi-model-critique Version: 1.0.1 This skill bundle implements a multi-model critique workflow with strong, explicit prompt injection mitigations. The Python scripts (`scripts/build_round_prompts.py`, `scripts/run_orchestration.py`) validate and normalize user inputs (`question`, `constraints`), rejecting known prompt-injection control phrases via `DISALLOWED_PATTERNS` and wrapping user content in explicit data blocks with untrusted content warnings. The `SKILL.md` and `references/orchestration-template.md` instruct the OpenClaw agent to use legitimate internal tools (`sessions_spawn`, `sessions_send`, `sessions_history`) for orchestration, without any malicious directives for the agent itself. No evidence of data exfiltration, unauthorized execution, persistence, or obfuscation was found.
能力评估
Purpose & Capability
Name/description (multi-model critique) align with the provided artifacts: orchestration templates, prompt templates, output schema, and two helper scripts. The skill requires resolving ACP agentIds and coordinating multiple models, which matches the stated goal.
Instruction Scope
SKILL.md restricts use to complex=true and describes a bounded 4-round workflow using sessions_spawn/sessions_send/sessions_history for model orchestration. It does not instruct reading unrelated system files or harvesting environment variables. The only potential surprise is a default language preference (Korean) in templates, but that's a functional choice rather than a scope creep.
Install Mechanism
No install spec is provided (instruction-only plus two small local helper scripts). No downloads, package installs, or archive extraction are present. Scripts are local utilities that read/write prompt and plan files.
Credentials
The skill declares no required environment variables, credentials, or config paths. The orchestration relies on platform ACP agentIds (expected for cross-model runs) and does not request unrelated secrets.
Persistence & Privilege
always is false and the skill does not request permanent system presence or attempt to modify other skills. Helper scripts write outputs to user-specified directories only and run_orchestration explicitly states it does not call OpenClaw tools directly.
如何使用
  1. 确保已安装 OpenClaw(本地或 Docker 部署)
  2. 在对话框中输入安装命令:/install multi-model-critique
  3. 安装完成后,直接呼叫该 Skill 的名称或使用 /multi-model-critique 触发
  4. 根据 Skill 的参数说明提供必要输入,即可获得结构化输出
版本历史
v1.0.1
Security patch: validate and sanitize untrusted question/constraints inputs, block prompt-injection control phrases, validate model/agent mapping formats, and add runtime guardrails for orchestration plan generation.
v1.0.0
Initial public release: complex=true multi-model orchestration with Plan/Execute/Review/Improve loop, cross-critique rubric scoring, output schema, and run-plan helper.
元数据
Slug multi-model-critique
版本 1.0.1
许可证
累计安装 1
当前安装数 1
历史版本数 2
常见问题

Multi Model Critique 是什么?

Use multiple models in a 4-step cycle of drafting, cross-critique, revision, and synthesis to generate higher-quality answers for complex, high-stakes queries. 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件,目前累计下载 378 次。

如何安装 Multi Model Critique?

在 OpenClaw 或 Claude Code 对话框中运行命令「/install multi-model-critique」即可一键安装,无需额外配置。

Multi Model Critique 是免费的吗?

是的,Multi Model Critique 完全免费(开源免费),可自由下载、安装和使用。

Multi Model Critique 支持哪些平台?

Multi Model Critique 跨平台运行,可在任意部署了 OpenClaw / Claude Code 的环境中使用(cross-platform)。

谁开发了 Multi Model Critique?

由 prairiedoggg(@prairiedoggg)开发并维护,当前版本 v1.0.1。

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