{"product_id":"optimize-llm-calls-with-ai-agent-skill-build-seamlessly","title":"Optimize LLM Calls with AI Agent Skill - Build Seamlessly","description":"\u003ch3\u003eOptimize LLM Calls with AI Agent Skill - Build Seamlessly\u003c\/h3\u003e\n\n\u003cp\u003eThis 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.\u003c\/p\u003e\n\n\u003ch3\u003eWhat this skill does\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eCentralizes all LLM calls within a single module to improve organization and manageability.\u003c\/li\u003e\n  \u003cli\u003eDetermines the appropriate model, retry logic, logging, and PII redaction for each call based on specified tasks, tiers, prompt names, and schemas.\u003c\/li\u003e\n  \u003cli\u003eFacilitates changes such as vendor swaps, model upgrades, or cost restrictions through modifications to a single file.\u003c\/li\u003e\n  \u003cli\u003eReads configuration data from `stack-profile.md` or autodetects settings from lockfiles and manifests if absent.\u003c\/li\u003e\n  \u003cli\u003eProvides OpenTelemetry (OTel) spans for generative AI, including cost tracking and versioned prompt files.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eWho it is for\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eDevelopers integrating LLM calls into their codebases.\u003c\/li\u003e\n  \u003cli\u003eTeams utilizing AI coding agents such as Claude Code, Cursor, and Codex to enhance their application's capabilities.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eUse cases\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eImproving consistency and manageability when adding the first LLM call to a service.\u003c\/li\u003e\n  \u003cli\u003eStreamlining scattered LLM calls across a codebase by centralizing them into a single module.\u003c\/li\u003e\n  \u003cli\u003eFacilitating seamless provider or model changes by maintaining a configurable and adaptable code structure.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eTechnical details\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eCompatible with AI coding agents like Claude Code, Cursor, and Codex.\u003c\/li\u003e\n  \u003cli\u003eUtilizes `ai.provider` to define provider defaults (e.g., Anthropics) in the profile.\u003c\/li\u003e\n  \u003cli\u003eIncludes prompts caching mechanism and streaming capabilities for enhanced performance.\u003c\/li\u003e\n  \u003cli\u003eImplements PII redaction to adhere to data privacy requirements.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c!-- mcpcart:static-blocks:start --\u003e\n\u003chr\u003e\n\u003ch3\u003eSource \u0026amp; Licence\u003c\/h3\u003e\n\u003cp\u003eThis package is built on open-source work published by \u003cstrong\u003eVelimirMueller\u003c\/strong\u003e (\u003ca href=\"https:\/\/github.com\/VelimirMueller\/lab-claude-skills\" rel=\"nofollow noopener\" target=\"_blank\"\u003eVelimirMueller\/lab-claude-skills\u003c\/a\u003e) and distributed under \u003cstrong\u003eMIT\u003c\/strong\u003e. The original licence text and copyright notice are included in your download.\u003c\/p\u003e\n\u003cp\u003ePersonal and commercial use, modification and redistribution are permitted, provided the original copyright and licence notice are retained.\u003c\/p\u003e\n\u003cp\u003eYour 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.\u003c\/p\u003e\n\u003ch3\u003eDelivery \u0026amp; Support\u003c\/h3\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cstrong\u003eDelivery:\u003c\/strong\u003e instant — a secure download link is emailed to you as soon as payment is confirmed.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eFormat:\u003c\/strong\u003e ZIP archive containing the skill files, documentation and the original licence.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eSupport:\u003c\/strong\u003e \u003ca href=\"mailto:support@mcpcart.com\"\u003esupport@mcpcart.com\u003c\/a\u003e — we aim to reply within 2 business days.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eUpdates:\u003c\/strong\u003e updates are included only where stated on this page.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003ch3\u003eRefunds\u003c\/h3\u003e\n\u003cp\u003eThis 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.\u003c\/p\u003e\n\u003cp style=\"font-size:0.85em;color:#666;\"\u003eClaude, 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.\u003c\/p\u003e\n\u003c!-- mcpcart:static-blocks:end --\u003e","brand":"MCP Cart","offers":[{"title":"Default Title","offer_id":53138081382711,"sku":"MCP-VELIMIRMUELLER-LAB-CLAUDE-SKILLS-BUILD-LLM-SEAM","price":66.99,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0981\/3950\/4951\/files\/3dgJq7bUfWL7dGCvB0Ey4_0338b72a160744a189c84eb79f362fb1.jpg?v=1791623079","url":"https:\/\/mcpcart.com\/products\/optimize-llm-calls-with-ai-agent-skill-build-seamlessly","provider":"SPF PRO","version":"1.0","type":"link"}