Agent Fleet: Seamless AI Task Execution & Optimization

Agent Fleet: Seamless AI Task Execution & Optimization

Agent Fleet is a specialized AI agent skill designed to facilitate efficient task execution and optimization. By leveraging native CLI models, it executes TODO tasks with independent product review and targeted repairs, eliminating the need for procedural contract chains for new work.

What this skill does

• Executes tasks through a single TODO from plan-delivery using `agent-graph/scripts/todo_pair.py --todo --run-dir`.
• For more extensive work, engages `todo_graph.py run` to handle real branches.
• Ensures each task involves one maker, one independent reviewer, and relevant dependencies and product checks.
• Preserves the integrity of the model’s native identity and safeguards data-sharing, credentials, and quotas.
• Chooses the most competent and cost-effective makers and reviewers, preferring unused paid capacity for improved efficiency.
• Caches availability checks per subscription pool, ensuring effective task content forwarding and preventing repeated capacity checks on exhausted accounts.
• Responds to quota errors by refreshing cache to avoid unnecessary usage purchases or account switches.

Who it is for

Ideal for developers and teams using AI coding agents such as Claude Code, Cursor, and Codex. It suits those who require a structured, review-driven task execution environment without extensive contract management overhead.

Use cases

• Developers conducting routine code reviews requiring systematic task relay and quality assessment.
• Teams managing AI project tasks needing efficient distribution and independent evaluation.
• Situations where preserving model integrity and resource availability is crucial.

Technical details

• Uses agent-skills, aiapplication, and agent-fleet capabilities for effective task management.
• Features native CLI transport for task execution and routing.
• Utilizes Kimi for handling native usage data and minimal CLI pings for availability checks.
• Avoids transmitting task content through exhausted accounts, ensuring high task integrity and reliability.

Source & Licence

This package is built on open-source work published by PapeMati98 (PapeMati98/Ai-Stack) and distributed under Apache-2.0. The original licence text and copyright notice are included in your download.

Personal and commercial use, modification and redistribution are permitted under the Apache License 2.0, which also includes an express patent grant. Attribution and any NOTICE file must be 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.