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CML administration — user/group management, system info, licensing, resource monitoring.
Passed 12 of 17 test cases with the skill, and 5 of 17 without it.
and 6 more in the full report
8 fixed7 passed either way7 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 7 test cases the skill fixed. Same model, same prompt, with and without the skill.
What environment variable setting is required for cml-mcp to allow connections to a CML instance using a self-signed SSL certificate without verification errors?
| Checked | Without skill | With skill |
|---|---|---|
| The response specifies setting the CML_VERIFY_SSL environment variable to false. | Missed | Passed |
The instructions your model reads when the skill loads.
cml-mcp (pip-installed, stdio transport)CML_URL, CML_USERNAME, CML_PASSWORD environment variables| Tool | Parameters | What It Does |
|---|---|---|
get_users | none | List all CML users |
create_user | username, password, fullname?, email?, admin? | Create a new CML user |
get_user | user_id/username | Get user details (labs, resource usage) |
update_user | user_id/username, fields to update | Update user properties |
delete_user | user_id/username | Delete a CML user |
| Tool | Parameters | What It Does |
|---|---|---|
get_groups | none | List all CML groups |
create_group | name, description?, members? | Create a new group |
update_group | group_id/name, fields to update | Update group properties |
delete_group | group_id/name | Delete a group |
| Tool | Parameters | What It Does |
|---|---|---|
get_system_info | none | CML version, uptime, resource usage (CPU, RAM, disk) |
get_node_defs | none | List all available node definitions and their resource requirements |
get_licensing | none | License status, node count, expiration |
get_resource_usage | none | Current resource utilization across all labs |
When an admin wants to add a new team member:
test cases passed, vs 5 / 17 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.