AI Agent Workflow Collection

Iteratively auto-optimize a prompt until no issues remain. Uses prompt-reviewer in a loop, asks user for ambiguities, applies fixes via prompt-engineering skill. Runs until converged.

Compresses prompts/skills into minimal goal-focused instructions. Trusts the model, drops what it already knows, maximizes action space. Use when asked to compress, condense, or minimize a prompt.

Manifest builder. Plan work, scope tasks, spec out requirements, break down complex tasks before implementation. Converts needs into Deliverables + Invariants with verification criteria. Use when planning features, debugging complex issues, scoping refactors, or whenever a task needs structured thinking before coding.

Use when stuck in circles and want to hand off to another agent (Codex CLI) with full…

Analyzes the current project structure and tech stack. Use when asked to explore, understand, or summarize a project. Trigger terms: project overview, analyze codebase, what is this project.

Figure things out together — any topic, problem, or idea. Collaborative thinking partner that investigates before claiming, builds shared truth through evidence not inference. Use when you need to truly understand something before acting, or when figuring it out IS the goal. Triggers: figure out, help me think through, dig deeper, what is really going on, investigate, understand, why does, work through.

Drive a multi-party deliberation in a Slack channel or thread. The agent is an involved orchestrator — presses rigorously, brings evidence, names trade-offs, surfaces disagreements, advances when answers cohere; owner-by-Slack-handle overrules. Use when the people involved cannot all sit in one chat, when deliberation has to happen in Slack, or when the user asks to figure out with the team, press a group asynchronously, or get the team aligned.

Harden /define task guidance files for one-shot quality. Iterates: orthogonality gap analysis, user-approved additions, prompt review, fix, converge. Use when a task file needs comprehensive coverage or "harden task file".

Iteratively optimizes prompts for token efficiency by maximizing information density - reduces verbosity, removes redundancy, tightens phrasing while preserving semantic content. Use when asked to compress, shorten, reduce tokens, tighten, maximize density, increase information density, or make a prompt more concise.

Narrate new Slack messages in a channel or thread since a cursor. Returns a natural-language story of what was said, or a clear statement when there is nothing new. Use when a parent agent polls Slack and needs to know what changed, read a Slack delta, or understand a thread update without re-ingesting the whole thread.

Sync the prompt-engineering plugin from a local clone of claude-code-plugins into .claude/ so the repo is self-contained for isolated/web environments. Copies agents/skills, removes only previously-synced items that disappeared upstream. Other content in .claude/ is left alone. Use when asked to sync claude-code-plugins, pull prompt-engineering, refresh prompt-engineering plugin.

Generate multi-CLI distribution packages from the Claude Code plugin. Converts skills, agents, and hooks for Gemini CLI, OpenCode, and Codex CLI under dist/. Run after changing plugin components to keep distributions in sync.

Personalized 1-on-1 AI tutor. Diagnoses level, builds learning path, teaches via guided questions, tracks misconceptions. Use when user wants to learn/study/understand a topic, says 'teach me', 'help me understand', or invokes /teach-me.

Launches a built app and verifies it against the spec using browser/electron automation. Includes fix loop. Use after implementation to verify the app works as specified.

Walk through a PR or large diff together — your own or someone else''s — one sub-changeset at a time and one review topic at a time within it. Verbatim quotes from both sides, section-by-section mapping of what survived / cut / moved, honest trade-offs with a recommended call. At the end, present a plan of the comments captured during the walk; on approval, post them as a PR review. Optional --canvas runs the walk in a live HTML artifact that replaces chat as the review surface. Use when reviewing a substantive PR collaboratively or walking a large refactor. Triggers: walk pr, walk diff, walk me through, pr walkthrough, review collaboratively, review this change with me.