xint
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.
请根据来源仓库和你的 AI 工具说明安装此技能。先阅读技能文件和依赖要求,再添加到工作流。
SkillHub CLI
skillhub install azure5100/model-fallback打开来源仓库,查看说明和兼容环境后,按来源提供的命令或步骤安装。
将来源链接提供给你的 Agent,让它先读取说明、核对依赖,并向你说明将执行的安装步骤。
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...
这些信息来自收录时的来源分析,可能滞后;使用前请核对最新来源文件。
# 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
/scripts/m...X Intelligence CLI — search, monitor, analyze, and engage on X/Twitter. TypeScript + Bun. AI agent skill.
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