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Production Harness
作者
Christianye
· GitHub ↗
· v1.0.0
· MIT-0
90
总下载
0
收藏
0
当前安装
1
版本数
在 OpenClaw 中安装
/install production-harness
功能描述
Production-grade Agent Harness combining execution discipline (Superpower), knowledge compounding (CE), and product thinking (Gstack) into a single adaptive...
安全使用建议
This is a coherent, instruction-only engineering harness. Before installing: (1) understand that the harness expects the agent to read and write repository files and run tests — grant only the minimal filesystem/repo access needed (use a sandbox or a branch), (2) do not provide CI, cloud, or repo credentials to the agent unless you trust and audit its outputs, and (3) review the harness prompts and any automatic commit steps so changes are visible and reversible (use feature branches and a rollback plan). If you need the agent to operate on sensitive repos, require human confirmation for commits or restrict its write permissions.
功能分析
Type: OpenClaw Skill
Name: production-harness
Version: 1.0.0
The skill bundle provides a structured engineering workflow (Agent Harness) for AI agents, focusing on task complexity grading, verification protocols, and checkpointing to ensure reliability. The instructions in SKILL.md and the reference files (checkpoint-patterns.md, mast-failure-taxonomy.md) promote transparency, honest reporting of failures, and rigorous testing rather than any malicious behavior or data exfiltration.
能力标签
能力评估
Purpose & Capability
The name/description describe a multi-step engineering harness; the instructions only require typical engineering actions (spec, plan, build, test, checkpoint). There are no environment variables, binaries, or external services requested that would be inconsistent with that purpose.
Instruction Scope
SKILL.md directs the agent to read code, write checkpoints to files, run verifications (tests, ls, wc, grep examples), and follow acceptance criteria. Those actions are within scope for a development harness. The instructions do not direct the agent to read unrelated system configs, secrets, or to exfiltrate data externally.
Install Mechanism
No install spec or code files are included; this is instruction-only. That minimizes on-disk risk and matches the skill's stated nature.
Credentials
The skill declares no required env vars, credentials, or config paths. The runtime instructions reference only standard developer operations (files, tests) and do not request tokens or other secrets.
Persistence & Privilege
always is false and autonomous invocation is allowed (the platform default). The skill does advocate writing checkpoints to the filesystem and committing changes, which is expected for this harness and does not modify other skills or system-wide settings.
如何使用
- 确保已安装 OpenClaw(本地或 Docker 部署)
- 在对话框中输入安装命令:
/install production-harness - 安装完成后,直接呼叫该 Skill 的名称或使用
/production-harness触发 - 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
v1.0.0
Initial release: Three-layer adaptive harness combining execution discipline, knowledge compounding, and product thinking. Anti-rationalization guards, concurrent scheduling, MAST failure taxonomy, checkpoint patterns.
元数据
常见问题
Production Harness 是什么?
Production-grade Agent Harness combining execution discipline (Superpower), knowledge compounding (CE), and product thinking (Gstack) into a single adaptive... 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件,目前累计下载 90 次。
如何安装 Production Harness?
在 OpenClaw 或 Claude Code 对话框中运行命令「/install production-harness」即可一键安装,无需额外配置。
Production Harness 是免费的吗?
是的,Production Harness 完全免费,采用 MIT-0 许可证,可自由下载、安装和使用。
Production Harness 支持哪些平台?
Production Harness 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 Production Harness?
由 Christianye(@christianye)开发并维护,当前版本 v1.0.0。
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