How to author custom commands for the url-form-encoded-api CLI using the co-generated SDK.

How to author custom commands for the schemaless-request-body-examples-api CLI using the co-generated SDK.

How to author custom commands for the query-parameters-api CLI using the co-generated SDK.

Prepare an MCP server and plugin release by bumping versions across all files and updating changelog

Full reference guide for Ouroboros commands and agents

First-touch experience for new Ouroboros users

Check for updates and upgrade Ouroboros to the latest version

ALWAYS ACTIVE — Persistent memory protocol. You MUST save decisions, conventions, bugs, and discoveries to engram proactively. Do NOT wait for the user to ask.

Guide teams through Lean UX Canvas v2. Use when framing a business problem, surfacing assumptions, and defining what to learn next.

Generate well-formatted git commit messages following conventional commit standards

Use when presenting more than one comparable UI direction, or proactively whenever you ship multiple layout options for the user to choose—do not wait for the user to mention Roids or type /roids. Use for comparison, preview-first, or pick-a-winner flows before cleanup. Default to a small set of variants (~2–5) unless the user specifies how many.

Systematic approach to building full-stack Web3 applications layer by layer

Systematic workflow for troubleshooting SSL/proxy connectivity issues with government websites

Use direct Python execution for reliable spreadsheet and document/PDF generation operations

Use direct Python execution for reliable spreadsheet and document/PDF generation operations

Execute Python scripts from files for reliable spreadsheet operations, avoiding heredoc issues with shell_agent

Extract PDF text content using shell tools or Python libraries when read_file PDF handler fails

Multi-step PDF download and text extraction with progressive fallback strategies

Two-step script execution workflow for debugging when shell_agent and execute_code_sandbox consistently fail

Handle code execution failures with fallback strategies and anchored workspace paths