wayfoundLightweight self-supervision that piggybacks on your existing memory system. Adds a simple rubric to SOUL.md and a daily review cron job — no new infrastructure, no parallel systems. Your agent reviews its own day in ~200 tokens, writes findings to memory where they compound naturally, and surfaces issues that need your attention. Use after installing to add the rubric to SOUL.md and set up the daily review. Use when the user asks about quality, performance, or improving how you work.
Install via ClawdBot CLI:
clawdbot install cburnette/wayfoundGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Calls external URL not in known-safe list
https://wayfound.aiAudited Apr 17, 2026 · audit v1.0
Generated Mar 21, 2026
A customer support AI agent uses Wayfound to self-review daily interactions against a rubric in SOUL.md, ensuring responses are accurate, empathetic, and follow company protocols. The daily review identifies patterns like repetitive errors in troubleshooting steps, prompting updates to memory for better future performance without manual oversight.
A coding assistant AI employs Wayfound to assess its own contributions, such as code suggestions or commit messages, based on a rubric emphasizing security, efficiency, and user preferences. Daily reviews catch issues like inconsistent formatting or missed edge cases, surfacing them to developers for quick fixes and improving long-term coding standards.
An AI content creator uses Wayfound to self-evaluate its writing against style guides and user feedback stored in SOUL.md. The daily review highlights trends like overuse of jargon or alignment with brand voice, allowing the agent to adjust its approach and maintain high-quality output across blogs or marketing materials.
An AI tutor integrates Wayfound to review its teaching sessions based on a rubric focused on clarity, engagement, and accuracy. Daily analyses identify patterns such as confusing explanations or missed student cues, enabling the agent to refine its methods and provide more effective personalized learning experiences.
Offer Wayfound as a free, open-source tool for individual developers or small teams, with basic self-review features. Generate revenue through Wayfound Enterprise, a paid version providing independent AI supervision, advanced analytics, and dedicated support for large organizations needing higher assurance and compliance.
Monetize by offering professional services to help businesses implement and customize Wayfound for their specific AI workflows. This includes rubric design, cron job setup, and integration with existing memory systems, catering to clients who lack in-house expertise but seek optimized self-supervision.
Create a marketplace where users can purchase or share domain-specific rubric examples and review templates, such as for healthcare, finance, or legal industries. Revenue comes from sales of premium content or commissions on community contributions, enhancing the tool's utility without complex setup.
💬 Integration Tip
Start by adding a simple rubric with 3-5 actionable checkpoints to SOUL.md, then set up the daily cron job using OpenClaw to automate reviews without disrupting existing workflows.
Scored Apr 19, 2026
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