Route tasks to the cheapest capable model. Never crash on rate limits.
Scanned 9/7/2026
Install to Claude Code
npx -y skills add modbender/skill-library-mcp --skill chitin-core --agent claude-codeInstalls into .claude/skills of the current project.
Are you the author of Chitin Core?
Add the live security badge to your README — it updates automatically with every re-scan.
[](https://www.skillsdirectory.com/skills/modbender-chitin-core)More formats (shields.io, HTML) on the badges page.
---
name: chitin-core
description: Route tasks to the cheapest capable model. Never crash on rate limits.
---
# chitin-core
Route tasks to the cheapest capable model. Never crash on rate limits.
## Activation
When spawning sub-agents or delegating tasks, use ModelRouter to select the optimal model.
**Trigger phrases:** "route this", "spawn a sub-agent", "delegate", or any time you need to choose a model for a task.
## Usage
### Route a Task
```bash
node ~/.openclaw/workspace/skills/chitin-core/scripts/router.js route "task description here"
```
Returns JSON:
```json
{"tier":"MEDIUM","model":"google-antigravity/gemini-3.1-pro","confidence":0.85,"estimatedCost":0.005,"signals":["codeSignals:2×1.2=2.4"]}
```
Use the returned `model` value in `sessions_spawn`.
### Handle Failures
If a spawned session fails with a rate limit or error:
```bash
node ~/.openclaw/workspace/skills/chitin-core/scripts/router.js fail "provider/model" "error message"
```
Then re-route — the failed model will be skipped:
```bash
node ~/.openclaw/workspace/skills/chitin-core/scripts/router.js route "same task"
```
### Check Health
```bash
node ~/.openclaw/workspace/skills/chitin-core/scripts/router.js health
```
### View Costs
```bash
node ~/.openclaw/workspace/skills/chitin-core/scripts/router.js costs
```
### Validate Config
```bash
node ~/.openclaw/workspace/skills/chitin-core/scripts/router.js validate
```
## Workflow
1. Receive task from user
2. Run `router.js route "<task>"` to get optimal model
3. `sessions_spawn` with returned model
4. If spawn fails → `router.js fail "<model>" "<error>"` → retry route
5. Return result to user
## Tiers
| Tier | Use Case | Models |
|------|----------|--------|
| LIGHT | Greetings, simple Q&A, status checks | Flash, DeepSeek, gpt-5-mini, Groq, Ollama |
| MEDIUM | Code, summaries, standard tasks | Gemini Pro, gpt-5.2, DeepSeek Reasoner |
| HEAVY | Architecture, complex reasoning, agentic | gpt-5.2-pro, o3, Codex |
## Override Tags
Include in task text to force a tier:
- `@light` — force cheapest model
- `@medium` — force mid-tier
- `@heavy` — force most capable
## Graceful Degradation
If all models in a tier are rate-limited, the router automatically:
1. Tries adjacent tiers (escalate or downgrade)
2. Falls back to local Ollama if configured
3. Returns structured error with retry time (never crashes)
## Configuration
Edit `config.json` in the skill directory to:
- Add/remove models per tier
- Adjust cost figures
- Tune classification boundaries
Is this your skill, or is something wrong with this listing? Request removal or report an issue. Author removals are honored within 72 hours.
No comments yet. Be the first to comment!