Optimize LLM Calls with AI Agent Skill - Build Seamlessly

Optimize LLM Calls with AI Agent Skill - Build Seamlessly

This AI agent skill streamlines the implementation of large language model (LLM) calls within a service. It consolidates all model invocations into a single module, managing how each call is processed, including model selection, retries, output validation, and logging.

What this skill does

• Centralizes all LLM calls within a single module to improve organization and manageability.
• Determines the appropriate model, retry logic, logging, and PII redaction for each call based on specified tasks, tiers, prompt names, and schemas.
• Facilitates changes such as vendor swaps, model upgrades, or cost restrictions through modifications to a single file.
• Reads configuration data from `stack-profile.md` or autodetects settings from lockfiles and manifests if absent.
• Provides OpenTelemetry (OTel) spans for generative AI, including cost tracking and versioned prompt files.

Who it is for

• Developers integrating LLM calls into their codebases.
• Teams utilizing AI coding agents such as Claude Code, Cursor, and Codex to enhance their application's capabilities.

Use cases

• Improving consistency and manageability when adding the first LLM call to a service.
• Streamlining scattered LLM calls across a codebase by centralizing them into a single module.
• Facilitating seamless provider or model changes by maintaining a configurable and adaptable code structure.

Technical details

• Compatible with AI coding agents like Claude Code, Cursor, and Codex.
• Utilizes `ai.provider` to define provider defaults (e.g., Anthropics) in the profile.
• Includes prompts caching mechanism and streaming capabilities for enhanced performance.
• Implements PII redaction to adhere to data privacy requirements.

Source & Licence

This package is built on open-source work published by VelimirMueller (VelimirMueller/lab-claude-skills) 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.