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Install in OpenClaw
/install tool-output-auditor
Description
Audit tool and command results before acting on them. Use when an agent has already run a command or tool, especially in multi-step workflows where a failed,...
Usage Guidance
This skill appears safe and coherent for auditing command output: it runs locally with python3, reads only the file or stdin you give it, and prints a verdict. Before using, consider: (1) do not feed it sensitive secrets or live logs you don't want processed; the script only classifies text you provide; (2) review/adjust the regex patterns if your workflows use unusual success/failure messages (false positives/negatives are possible); (3) it's not networked and does not exfiltrate data, but treat any tool that reads files/stdin with the usual caution—only pass outputs you intend to analyze. Overall, the skill matches its description and asks for nothing disproportionate.
Capability Analysis
Type: OpenClaw Skill
Name: tool-output-auditor
Version: 0.1.0
The skill is a defensive utility designed to help AI agents accurately interpret command outputs and avoid hallucinating success in multi-step workflows. It uses a Python script (scripts/audit_output.py) to perform regex-based classification of text into success, failure, or partial states. The documentation and code are transparent, lack high-risk behaviors, and focus entirely on improving agent reliability and validation.
Capability Assessment
Purpose & Capability
Name/description match the provided assets: SKILL.md explains auditing tool output and the bundled scripts (scripts/audit_output.py plus reference docs) implement that purpose. Requiring python3 is appropriate and proportional.
Instruction Scope
Runtime instructions limit behavior to reading command output (from a file or stdin) and producing a classification and recommendation. There are no instructions to read unrelated system files, access environment secrets, or transmit data externally.
Install Mechanism
No install spec is present (instruction-only with a bundled script). Nothing is downloaded or extracted; the only runtime requirement is an existing python3 binary.
Credentials
The skill declares no required env vars, credentials, or config paths. The code does not reference environment secrets or external APIs—only local stdin/file input and pattern matching.
Persistence & Privilege
always is false, the skill is user-invocable and not forced into all agent runs. It does not modify other skills or request persistent system presence.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install tool-output-auditor - After installation, invoke the skill by name or use
/tool-output-auditor - Provide required inputs per the skill's parameter spec and get structured output
Version History
v0.1.0
Initial release of the Tool Output Auditor skill.
- Provides guidelines for auditing tool and command outputs before proceeding in workflows.
- Introduces a 4-state classification for outputs: success, failure, partial, or ambiguous.
- Describes common pitfalls and anti-patterns when handling tool outputs.
- Includes scripts/audit_output.py to classify output files and suggest next actions.
- Offers references and checklists for safer workflow automation.
Metadata
Frequently Asked Questions
What is Tool Output Auditor?
Audit tool and command results before acting on them. Use when an agent has already run a command or tool, especially in multi-step workflows where a failed,... It is an AI Agent Skill for Claude Code / OpenClaw, with 134 downloads so far.
How do I install Tool Output Auditor?
Run "/install tool-output-auditor" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Tool Output Auditor free?
Yes, Tool Output Auditor is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Tool Output Auditor support?
Tool Output Auditor is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Tool Output Auditor?
It is built and maintained by wuu Dao (@daowuu); the current version is v0.1.0.
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