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Orchestrate multiple AI models (GLM, MiniMax, etc.) as workers using Pi Coding Agent with Claude as coordinator.
Passed 15 of 21 test cases with the skill, and 9 of 21 without it.
and 9 more in the full report
9 fixed7 passed either way4 still failing2 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 9 test cases the skill fixed. Same model, same prompt, with and without the skill.
What exact environment variable name must be exported in the shell for Zhipu AI GLM authentication when using the orchestration agent?
| Checked | Without skill | With skill |
|---|---|---|
| exports GLM_API_KEY | Missed | Passed |
The instructions your model reads when the skill loads.
Use Claude as an orchestrator to spawn and coordinate multiple AI model workers (GLM, MiniMax, etc.) via Pi Coding Agent.
| Provider | Model | Status |
|---|---|---|
| GLM | glm-4.7 | ✅ Working |
| MiniMax | MiniMax-M2.1 | ✅ Working |
| OpenAI | gpt-4o, etc. | ✅ Working |
| Anthropic | claude-* | ✅ Working |
Get API key from open.bigmodel.cn
export GLM_API_KEY="your-glm-api-key"
Get API key from api.minimax.chat
export MINIMAX_API_KEY="your-minimax-api-key"
export MINIMAX_GROUP_ID="your-group-id" # Required for MiniMax
# GLM-4.7
pi --provider glm --model glm-4.7 -p "Your task"
test cases passed, vs 9 / 21 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.