Optimize AI Tasks with CloudML Eval Ops for Claude & Codex

Optimize AI Tasks with CloudML Eval Ops for Claude & Codex

This skill enables developers to execute evaluation tasks using CloudML as an execution environment in conjunction with the Roboclaws Eval Harness. It supports bounded parallelism, integrates with JuiceFS for task data transfer, and reliably manages task receipts and retries.

What this skill does

• Executes frozen Roboclaws Eval Harness rows on CloudML.
• Utilizes official CloudML lifecycle commands for task management.
• Ensures data transfer integrity through executor-backed JuiceFS operations.
• Provides durable receipts for task tracking and accountability.
• Supplies explicit evidence for retries and preemptions in task execution.

Who it is for

This skill is designed for developers and teams who utilize AI coding agents such as Claude Code, Cursor, and Codex to execute, manage, and refine complex evaluation tasks using CloudML. It is particularly useful for those working with parallel CPU, MuJoCo, Grounding DINO, or hybrid local/cloud runs.

Use cases

• Running and monitoring complex AI model evaluations in a scalable cloud environment.
• Refreshing and resuming AI evaluations as per project needs or new data availability.
• Collecting and debugging evaluation results for further analysis and improvement.

Technical details

• The skill relies on the Roboclaws Eval Harness manifest for task input.
• Leverages the installed `cml-shared`, `cml-resource`, and `cml-train` for contextual commands and management.
• Executor-backed operations are used for cross-platform interactions with JuiceFS and FDS.
• Environment-specific configurations are maintained externally using CML/executor settings.

Source & Licence

This package is built on open-source work published by MiaoDX (MiaoDX/roboclaws) and distributed under MIT. The original licence text and copyright notice are included in your download.

Personal and commercial use, modification and redistribution are permitted, provided the original copyright and licence notice are retained.

Your purchase covers curation, licence verification, packaging, documentation and instant delivery. It does not grant exclusive rights to the underlying open-source code, which remains available under its original licence.

Delivery & Support

• Delivery: instant — a secure download link is emailed to you as soon as payment is confirmed.
• Format: ZIP archive containing the skill files, documentation and the original licence.
• Support: support@mcpcart.com — we aim to reply within 2 business days.
• Updates: updates are included only where stated on this page.

Refunds

This is a digital product delivered immediately after purchase. By completing your order you request immediate delivery and acknowledge that, once the download has been accessed, the statutory right to cancel no longer applies to the extent permitted by law. Refund requests are handled in accordance with our published Refund Policy.

Claude, Codex, Gemini and Cursor are trademarks of their respective owners. MCP Cart is an independent marketplace and is not affiliated with, endorsed by, or sponsored by any of them. Compatibility references describe interoperability only.