MSP For Agent

Use your deployed MSP management API for management operations and its inference Gateway for model requests. Check the deployed version and required permissions. Example addresses are placeholders.

Use the independent msp-operations Skill to give an Agent accurate MSP management context. The Skill orchestrates the maintained sstudio SDK or CLI; it does not replace them, guess internal API paths, or automate Console clicks.

Current baseline

Item	Current value
Skill	msp-operations 0.4.1
Tested SDK/CLI	sstudio 0.0.6
SDK source	ae340aaef6f17f33c791456ba996ca9bb6c6fda4
Human SDK docs input	435357988ccbd7704984b51188c207b1de5d1fb7
MSP Product API Contract	v1
Last verified	2026-09-03

The live capability manifest is authoritative. Current status is:

Mode	Status	Meaning
Guidance	Enabled	Explain, configure, and generate safe examples
CLI discovery and local version check	Enabled	Require sstudio on the Agent PATH, then compare it with the tested baseline
Identity and four workflow Read stages	Enabled	Query only the documented current-environment allowlists
Deployment, Dataset Preparation, and Evaluation Preview	Enabled	Preview without mutation and stop unless explicitly fit or creatable
Deployment Create, waiter, and result verification	Enabled	Create after a successful Preview, then wait for and verify the returned Deployment ID
Training Preview and other waiter/verification stages	Verify before release	Stop until the exact published status changes to enabled
Dataset, Training, and Evaluation writes	Disabled pending E2E	Plan and explain; do not mutate resources
Credential management, secret reveal, raw transport	Denied	Never execute through this Skill

Choose one action

• Use once: copy a prompt that tells the current Agent to read the published Skill. This does not install anything persistently.
• Install MSP Skill: download the standard Skill directory or ZIP and install it using the target Agent's documented Skill mechanism.
• View Agent Reference: open the machine-readable MSP index and select the smallest relevant page.

Supported workflow references

• Model Deployment
• Datasets and AI Dataset Preparation
• SFT, DPO, and CPT Training
• Auto and Benchmark Evaluation

Each workflow has an independent capability. One workflow becoming executable does not enable another.

Next steps

Start with Configure SDK and Authentication, then follow the Agent Quickstart. Read Permissions and Safe Operations before considering a state-changing workflow.