ai-harness-engineeringAI驾驭工程错题本：记录OpenClaw所有被验证的错误、幻觉、缺陷、失误，形成可追溯错误台账，驱动模型自省与进化。 触发场景： (1) 用户纠正OpenClaw的回答（"不对"/"错了"/"应该是"/"Actually"等） (2) OpenClaw回答与事实不符，被用户指出 (3) 代码错误、逻辑错误被验证...
Install via ClawdBot CLI:
clawdbot install sqlskills/ai-harness-engineeringGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Generated Aug 2, 2026
A platform that uses the skill to automatically document and analyze AI assistant errors and user corrections during team interactions, generating actionable insights to improve AI performance and team knowledge sharing.
An educational tool that leverages the skill to track a student's recurring mistakes and knowledge gaps, providing personalized feedback and curriculum adjustments based on the error ledger.
A compliance-focused solution that uses the skill to maintain a comprehensive ledger of AI failures, security lapses, and policy violations, enabling organizations to audit AI behavior and enforce governance.
An IDE plugin that uses the skill to record and learn from coding errors and user corrections, building a project-specific knowledge base that improves code generation and debugging suggestions over time.
A customer service solution that captures AI misresponses and feature requests from customers, feeding them into a continuous improvement cycle to enhance support AI accuracy and user satisfaction.
Charge users a monthly or annual fee for access to the error-tracking and auto-evolution features, with tiered pricing based on usage volume and advanced analytics.
Offer basic error tracking for free, while premium tiers provide advanced analytics, cross-project insights, custom integrations, and priority support.
Provide setup, customization, and training services to help organizations deploy the skill effectively, along with ongoing optimization consulting.
💬 Integration Tip
Start by integrating the skill into your existing AI agent workflow, then gradually enable the automated promotion and self-check mechanisms to build a robust error-learning loop.
Scored Aug 2, 2026
Parse, search, and analyze application logs across formats. Use when debugging from log files, setting up structured logging, analyzing error patterns, correlating events across services, parsing stack traces, or monitoring log output in real time.
Control remote Windows machines via SSH. Use when executing commands on Windows, checking GPU status (nvidia-smi), running scripts, or managing remote Windows systems. Triggers on "run on Windows", "execute on remote", "check GPU", "nvidia-smi", "远程执行", "Windows 命令".
Perform reverse lookup of gTLD domains hosted on a specified nameserver with optional filters by TLD and domain prefix length.
Configure OpenClaw installations with optimized settings, channel setup, security hardening, and production recommendations.
Essential curl commands for HTTP requests, API testing, and file transfers.
Connect to remote desktops via RDP, VNC, and SSH X11 with secure tunneling and troubleshooting.