Autonomous experiment loop: modifies code, runs experiments, evaluates metrics, keeps improvements. Inspired by karpathy/autoresearch + pi-autoresearch + autoexp. Triggers: /autoresearch, 'auto research', 'optimize continuously', 'experiment loop', 'autonomous optimization'.
Full orchestration workflow with swarm mode: evaluate -> clarify -> classify -> persist -> plan mode -> spawn teammates -> execute -> validate -> retrospective. Use when: (1) implementing features, (2) complex refactoring, (3) multi-file changes, (4) tasks requiring coordination. Triggers: /orchestrator, /orch, 'orchestrate', 'full workflow', 'implement feature'.
Bug hunting with Codex CLI Use when: (1) /bugs is invoked, (2) task relates to bugs functionality.
Determines WHAT context an agent needs and packages it optimally. Actions: analyze (identify needed context), load (assemble from sources), prune (trim to token budget), inject (write to .claude/context-payload.md). Use when: (1) before spawning teammates, (2) context window is limited, (3) multi-source context assembly. Triggers: /context-engineer, 'prepare context', 'package context', 'context for agent'.
Learn patterns from a specific GitHub repository. Clones, analyzes code structure, extracts patterns, populates procedural memory AND syncs to Obsidian vault for Graph View visualization. Use for: targeted learning from known quality repos, quick knowledge acquisition, specific pattern extraction. Triggers: /repo-learn, /curator-repo-learn, 'learn from repo'.
Full curator pipeline for autonomous learning from quality repositories. Executes: discovery → scoring → ranking → ingest → learn → vault sync. Writes to procedural memory AND Obsidian vault for Graph View visualization and graduation pipeline. Use for: populating procedural memory with domain patterns, first-time domain learning, comprehensive knowledge building. Triggers: /curator full, 'learn patterns from repos', 'build knowledge base'.
| name | task-classifier |
| version | 3.1.0 |
| description | Classifies task complexity (1-10) for model and agent routing |
| user_invocable | false |
Classifies task complexity (1-10) to route to the correct model and agent.
| Level | Description | Model | Agent |
|---|---|---|---|
| 1-2 | Trivial (typos, renames, single-line fixes) | GLM-4.7 | Direct (no team) |
| 3-4 | Simple (single function, known pattern) | GLM-5 | ralph-coder |
| 5-6 | Moderate (multi-file, some unknowns) | Claude Sonnet | ralph-coder + ralph-tester |
| 7-8 | Complex (architecture, security-sensitive) | Claude Opus | ralph-coder + ralph-reviewer + ralph-security |
| 9-10 | Critical (system redesign, multi-agent coordination) | Claude Opus | Full team (6 agents) |
| Complexity | Default Model | Fallback |
|---|---|---|
| 1-4 | GLM-4.7 / GLM-5 | Claude Haiku |
| 5-6 | Claude Sonnet | GLM-5 |
| 7-10 | Claude Opus | Claude Sonnet |
| Complexity | Required Agents | Optional |
|---|---|---|
| 1-2 | None (direct execution) | - |
| 3-4 | ralph-coder | ralph-tester |
| 5-6 | ralph-coder + ralph-tester | ralph-reviewer |
| 7-8 | ralph-coder + ralph-tester + ralph-security | ralph-frontend |
| 9-10 | All 6 agents (coder, reviewer, tester, researcher, frontend, security) | - |
| Complexity | Plan Mode | Agent Teams | Aristotle |
|---|---|---|---|
| 1-3 | No | No | Quick |
| 4-6 | Recommended | Yes | Quick |
| 7-10 | Mandatory | Mandatory | Full 5-phase |
Invoke this skill to classify a task before execution:
/task-classifier "Add user authentication to the API"
The skill will output:
This skill integrates with:
/orchestrator - Uses classification for routing