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X Intelligence CLI — search, monitor, analyze, and engage on X/Twitter. TypeScript + Bun. AI agent skill.
Multi-model automatic fallback system. Monitors model availability and automatically falls back to backup models when the primary model fails. Supports MiniMax, Kimi, Zhipu and other OpenAI-compatible APIs. Use when: (1) Primary model API is unavailable, (2) Model response time is too slow, (3) Rate limit exceeded, (4) Need to optimize costs by using cheaper models for simple tasks.
Follow the repository instructions for this skill and your agent. Review the files and dependencies before adding it to your workflow.
SkillHub CLI
skillhub install azure5100/model-fallbackInspect the source and compatibility requirements, then follow its installation steps.
Give your agent the source link and ask it to inspect instructions and dependencies before explaining the installation steps.
Multi-model automatic fallback system for AI agents
This skill provides automatic model fallback functionality for OpenClaw agents. When the primary model fails (unavailable, slow, or rate-limited), it automatically switches to backup models in a predefined priority order.
| Provider | Model | Context | Use Case |
|---|---|---|---|
| MiniMax | M2.5 | 200K | Primary (reasoning) |
| MiniMax | M2.1 | 200K | Backup |
| Kimi | K2.5 | 256K | Long documents |
| Kimi | K2 | 128K | Standard |
| Zhipu | GLM-4-Air | 128K | Low cost |
| Zhipu | GLM-4-Flash | 1M | High volume |
{
"fallback_chain": [
{
"provider": "minimax-portal",
"model": "MiniMax-M2.5",
"priority": 1,
"timeout": 30,
"max_retries": 3
},
{
"provider": "moonshot",
"model": "kimi-k2.5",
"priority": 2,
"timeout": 30,
"max_retries": 2
},
{
"provider": "zhipu",
"model": "glm-4-air",
"priority": 3,
"timeout": 20,
"max_retries": 2
}
]
}
| Variable | Required | Description |
|---|---|---|
MODEL_FALLBACK_ENABLED |
No | Enable/disable fallback (default: true) |
MODEL_FALLBACK_LOG_LEVEL |
No | Log level: debug, info, warn, error |
The skill automatically handles model failures. No explicit calls needed.
# Trigger a model call (fallback happens automatically on failure)
# Force fallback to next model
/scripts/m...
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# Model Fallback Skill
> Multi-model automatic fallback system for AI agents
## Overview
This skill provides automatic model fallback functionality for OpenClaw agents. When the primary model fails (unavailable, slow, or rate-limited), it automatically switches to backup models in a predefined priority order.
## Features
- **Automatic Fallback**: Seamlessly switch to backup models on failure
- **Configurable Priority**: Define your own model fallback order
- **Health Monitoring**: Track model availability and response times
- **Cost Optimization**: Use cheaper models for simple tasks
- **Logging**: Full audit trail of fallback events
## Supported Models
| Provider | Model | Context | Use Case |
|----------|-------|---------|----------|
| MiniMax | M2.5 | 200K | Primary (reasoning) |
| MiniMax | M2.1 | 200K | Backup |
| Kimi | K2.5 | 256K | Long documents |
| Kimi | K2 | 128K | Standard |
| Zhipu | GLM-4-Air | 128K | Low cost |
| Zhipu | GLM-4-Flash | 1M | High volume |
## Configuration
### Default Fallback Chain
```json
{
"fallback_chain": [
{
"provider": "minimax-portal",
"model": "MiniMax-M2.5",
"priority": 1,
"timeout": 30,
"max_retries": 3
},
{
"provider": "moonshot",
"model": "kimi-k2.5",
"priority": 2,
"timeout": 30,
"max_retries": 2
},
{
"provider": "zhipu",
"model": "glm-4-air",
"priority": 3,
"timeout": 20,
"max_retries": 2
}
]
}
```
### Environment Variables
| Variable | Required | Description |
|----------|----------|-------------|
| `MODEL_FALLBACK_ENABLED` | No | Enable/disable fallback (default: true) |
| `MODEL_FALLBACK_LOG_LEVEL` | No | Log level: debug, info, warn, error |
## Usage
### Basic Usage
The skill automatically handles model failures. No explicit calls needed.
```bash
# Trigger a model call (fallback happens automatically on failure)
```
### Manual Fallback
```bash
# Force fallback to next model
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