Use when the user wants their Claude agent to self-improve from past usage, asks about a nightly/offline 'sleep' or 'dream' cycle, memory/skill consolidation, or says things like 'make my agent better the more I use it', 'review my past sessions', 'learn my preferences', 'consolidate what you learned', 'run the sleep…
Protocol for GPU agents to clone external GitHub repos, install their dependencies, download pretrained weights, and integrate them as featurizers or models inside a focus-area train.py. Use this when a proposal references a GitHub repo or pretrained checkpoint that is not already present in the focus-area workspace.
Generic skill for self-organizing multi-agent teams that collaborate on an optimization problem. Agents discuss dimensions, form teams, run experiments, and adapt when stagnating. Uses AnonAPI posts for discussion and workspaces for shared state.
Complete MacBook optimization suite: monitoring, troubleshooting, cleanup, and performance tuning. Works on all Macs (Intel & Apple Silicon). No extra tools required.
Presentation creation, editing, and analysis. When Claude needs to work with presentations (.pptx files) for creating new presentations, modifying content, working with layouts, adding speaker notes, or any presentation tasks.
Coordinate a deliberation across multiple AI agents (Claude, Gemini, Codex, Cursor, Antigravity, etc.) using a shared markdown log. Teaches Claude to read the full log before responding, append entries with the locked preface format, follow the phase model (Research → Converge → Stabilize → Action-List → Approval →…
Generate copy-paste agent prompts and a coordinator playbook from a pre-built parallel work plan, or turn a cheap design dispute into competing "code wins" implementation variants. Use when the user has decomposed a large task into independent, conflict-free parallel tracks and needs formatted prompts for multiple…
Draft a weekly stakeholder update for any software project. Use when the user asks for a weekly update, Friday email, status report, sprint summary, or stakeholder progress report. Pulls commits from git and issue counts from the project's tracker (GitHub Issues by default; Linear or Jira when an MCP server, API…