Lightweight self-supervision that piggybacks on your existing memory system. Adds a simple rubric to SOUL.md and a daily review cron job β 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.
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Select your agent
Option 1: Install via CLI (recommended)
Recommended (no pre-install needed)
npx clawhub@latest --dir ~/.claude/skills install wayfoundOr via clawhub CLI (if already installed)
clawhub --dir ~/.claude/skills install wayfoundβ οΈ Requires Node.js 18+. No Node? Use Option 2 below to download the ZIP instead. Install Node.js β
Option 2: Manual install (no Node required)
Download the ZIP, extract it, and place the folder at the path below. Restart your agent to activate.
Install path
~/.claude/skills/wayfound/π‘Extract and place the folder at the path above, then restart your agent.
Category
Developer & DevOpsWhat Wayfound can do for your AI workflow
Lightweight self-supervision directly from your Claude conversation
Works across Claude, Cursor, OpenClaw β install once, use everywhere
Trusted by 1,057+ developers worldwide
One-command installation β no complex setup required
Combine with other skills to build powerful multi-step AI workflows
Try these prompts with your AI agent after installing Wayfound
Help me get started with Wayfound
Explains what Wayfound does, walks through the setup, and runs a quick demo based on your current project
Use Wayfound to lightweight self-supervision that piggybacks on your existing memor...
Invokes Wayfound with the right parameters and returns the result directly in the conversation
What can I do with Wayfound in my developer & devops workflow?
Lists the top use cases for Wayfound, with example commands for each scenario
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Wayfound extends your AI assistant with the ability to lightweight self-supervision that piggybacks on your existing memory system. Adds a simple rubric to SOUL.md and a daily review cron job β 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. Rather than leaving your conversation to handle this manually, you can ask your Claude agent directly β and it will take care of the task end-to-end, using Wayfound as its underlying capability.
Wayfound works across Claude, Cursor, OpenClaw through the Model Context Protocol (MCP) β an open standard that lets AI clients share tools and skills without lock-in. Because MCP is platform-agnostic by design, you install Wayfound once and it becomes available across all your AI clients. Whether you're working in Claude for focused sessions or Cursor for integrated workflows, the skill behaves consistently.
Wayfound installs like any other MCP skill: drop the folder into `~/.claude/skills/wayfound/` for global access, or `.claude/skills/wayfound/` to keep it scoped to one project. After a quick restart of Claude, you can trigger it explicitly with `/wayfound`, or let the AI decide when it's the right tool for your request.
Wayfound has been installed 1,057 times, making it one of the more actively used skills in the Developer & DevOps category. The install rate suggests it solves a real, recurring need rather than a niche edge case. The source code is open on GitHub β you can inspect it, contribute fixes, or fork it to adapt the skill for your specific setup. Like all skills on DiscoverAISkills, it is free to install and use. The broader AI skills ecosystem continues to expand as developers contribute new capabilities across categories like developer tools, data analysis, writing, automation, and more.
Place the skill folder at ~/.claude/skills/wayfound/ for personal use (all projects), or .claude/skills/wayfound/ for project-specific use. Restart your AI client, then invoke with /wayfound or let the AI discover it automatically.
Wayfound supports Claude, Cursor, OpenClaw. It integrates seamlessly with these AI platforms to extend their capabilities.
Wayfound is free to install. Check the repository for licensing information.
Lightweight self-supervision that piggybacks on your existing memory system. Adds a simple rubric to SOUL.md and a daily review cron job β 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.
Links
Automate my developer & devops tasks using Wayfound
Identifies repetitive steps in your workflow and sets up Wayfound to handle them automatically
Wayfound is categorized under Developer & DevOps. These skills help AI agents perform specialized tasks in this domain.