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Production Harness
by
Christianye
· GitHub ↗
· v1.0.0
· MIT-0
90
Downloads
0
Stars
0
Active Installs
1
Versions
Install in OpenClaw
/install production-harness
Description
Production-grade Agent Harness combining execution discipline (Superpower), knowledge compounding (CE), and product thinking (Gstack) into a single adaptive...
Usage Guidance
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.
Capability Analysis
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.
Capability Tags
Capability Assessment
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.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install production-harness - After installation, invoke the skill by name or use
/production-harness - Provide required inputs per the skill's parameter spec and get structured output
Version History
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.
Metadata
Frequently Asked Questions
What is Production Harness?
Production-grade Agent Harness combining execution discipline (Superpower), knowledge compounding (CE), and product thinking (Gstack) into a single adaptive... It is an AI Agent Skill for Claude Code / OpenClaw, with 90 downloads so far.
How do I install Production Harness?
Run "/install production-harness" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Production Harness free?
Yes, Production Harness is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Production Harness support?
Production Harness is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Production Harness?
It is built and maintained by Christianye (@christianye); the current version is v1.0.0.
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