Create new skills, modify and improve existing skills, and measure skill performance. Use when users want to create a skill from scratch, edit, or optimize an existing skill, run evals to test a skill, benchmark skill performance with variance analysis, or optimize a skill's description for better triggering accuracy.
Convene the relevant SpecRoute implementation agents to plan, collaborate, implement, and review a piece of work end-to-end. Engages only the specialists the work actually touches, runs autonomously through planning into implementation and review, and accepts free-text work or a path to a PRD / spec / issue file.…
Iterative agent testing with session recovery. Execute, analyze, fix, resume from checkpoints. Use when testing an agent, debugging test failures, or verifying fixes without re-running from scratch.
Evidence-bound Build Necessity / Minimum Necessary Change specialist for MC-GPT. Use before implementation, dependency selection, architecture expansion, refactoring, installer creation, database/entity creation, agent/RAG creation, or when reviewing complexity and duplication. Select the first sufficient no-change…
Guard an autonomous agent's x402 payment with the live IntentFence service before it signs. Use when an agent receives a PAYMENT-REQUIRED challenge, is about to pay an x402 endpoint, needs to enforce a USDC price ceiling or payee allowlist, or needs signed evidence that an exact Base USDC quote was checked. Also use…
Guides the user in discovering a better model structure (e.g. from feature transformations in logistic regression to equation terms within PDEs to neural network layer compositions) out of data. Use when the user asks to create or improve an existing model. Uses an iterative meta/inner agent loop to explore structural…
A command-line tool for controlled file and directory operations, including reading, searching, editing, moving, deleting, binary handling, and JSON batch plans.
Pre-spec ideation consultant. Turns raw material (docs, images, prompts, read-only source code) into a consolidated idea + implementation proposal (feasibility, gap analysis, integration design, risks), separating what the systems do TODAY (cited fact) from the proposal (marked speculative), then hands it off as a…
Guide for using the minicode-sdk library. Use this skill when the user wants to learn how to use minicode-sdk to build AI agents, integrate tools, use MCP servers, or configure the SDK.
Triage recent CI failures, open issues, and recent commits into a prioritized, actionable picture. Reads the prior STATE.md as memory and rewrites it. The maker half of the loop.
Visualize and diagnose OpenClaw context window usage. Generates a terminal-rendered breakdown showing workspace files (status, chars, tokens), installed skills inventory, and token budget allocation across bootstrap components. Use when: (1) user asks about context window health or token usage, (2) debugging agent…
Analyze conversation and update CLAUDE.md, rule files, and/or any skills, commands, or agents that were used — based on user feedback vs agent behavior. Use this skill at the end of any conversation where corrections, misunderstandings, or new patterns emerged, especially when a skill, command, or agent underperformed…
Author and maintain PseudoScript (.pds) — C4-level architecture-as-code that compiles to diagrams and a doc site — as the single source of truth for spec-driven development. Use this skill whenever the user wants to model an application in PseudoScript, reverse-map / capture an existing app or codebase into a .pds…
Hand work to — or pick up work from — an agent running in another window (Codex pane, other Claude Code session) via agent-bus. Use when the user says "hand this off", "what's the other agent doing", "check the bus", "tell codex about this", "pick up where the other window left off", or when coordinating edits so two…
Give the agent episodic memory so it improves every cycle instead of repeating mistakes. Use this skill whenever working in a project that has a .loop/LESSONS.md file, whenever a task is being retried after a failure, whenever the user says "remember this", "don't make that mistake again", "learn from this", or "why…
Practical toolkit for small-team managers. Use when the user wants help planning weekly team work, running meetings, diagnosing blockers, giving feedback, coaching employees, making SWOT/5W2H/root-cause/PDCA decisions, reviewing performance, running one-on-ones, breaking work into SMART goals and WBS tasks, balancing…
Use when the user says "session handoff", "wrap up session", "hand off", "handoff summary", "let's wrap up", "summarize before I clear", or wants a structured end-of-session summary before clearing context. Also use proactively when the user says they are about to /clear and no handoff has been produced yet. Generates…
Create and optimize reusable prompt templates for AI assistants and autonomous agents. Use when user says "make a prompt for this task", "improve this prompt", "write a prompt template", "create a prompt for [task]", "optimize this prompt", or requests help designing instructions for LLMs or agents. Also trigger when…
Run one full trading cycle for one or more symbols — fetch market data via Robinhood MCP, evaluate through the deterministic core, and report what the system would do. Use when the user asks to analyze a symbol, check for setups, scan the universe, or run a trading cycle. Never places an order on its own.
AgentOS uses a modular 3-tier ReAct reasoning engine. The AI (Gemini 2.0 Flash / Claude Sonnet 4.6 / GPT-4o / Ollama) automatically discovers, chains, and executes these skills via the Tool Registry and Skill Loader.
At most 3 mods per repository are shown here, and a mod shipped inside a plugin is left to that plugin's page — the rest are on their repository pages: