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Agent management expert. ALWAYS invoke this skill when you need to list available agents, download or reference agent source code, deploy agent code to the host, or query the LLM connector matrix. Do not guess agent structures — use this skill first.
Passed 4 of 9 test cases with the skill, and 2 of 9 without it.
and 3 more in the full report
6 fixed3 passed either way12 still failing1 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 6 test cases the skill fixed. Same model, same prompt, with and without the skill.
I want to work on an agent but I don't know the exact agent IDs available. What command should I run first before trying to download or reference anything?
| Checked | Without skill | With skill |
|---|---|---|
| Recommends running agent_list to discover available agent IDs | Missed | Passed |
The instructions your model reads when the skill loads.
Five tools for managing agents on the host, called via bash.
List available agents. Returns ID, name, description, and capabilities for each agent.
tai tool agent_list '{}'
tai tool agent_list '{"namespace": "smith"}'
| Parameter | Type | Required | Description |
|---|---|---|---|
namespace | string | no | Filter by namespace (e.g. yao, smith). Omit for all. |
Download a smith-namespace agent into the development directory for editing. Restricted to smith namespace only — for other agents, use agent_reference.
tai tool agent_download '{"id": "smith.weather"}'
| Parameter | Type | Required | Description |
|---|---|---|---|
id | string | yes | Agent ID in dot notation. Must be smith.*. |
Downloaded code lands in agent-smith-dev/assistants/smith/<name>/.
Download agent source code from the host into .references/ for read-only study. Any agent across all namespaces can be referenced.
tai tool agent_reference '{"id": "yao.slides"}'
tai tool agent_reference '{"id": "yao.keeper"}'
test cases passed, vs 2 / 9 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.