{"product_id":"optimize-ai-with-mixedbread-toast-1-search-agent-harness","title":"Optimize AI with Mixedbread Toast-1 Search Agent Harness","description":"\u003ch3\u003eOptimize AI with Mixedbread Toast-1 Search Agent Harness\u003c\/h3\u003e\n\n\u003cp\u003eThe Mixedbread Toast-1 Search Agent Harness enables developers to design, implement, review, or tune a custom harness using the Mixedbread Toast-1 search model via the OpenAI-compatible Completions API. This tool is geared towards creating bounded search-agent loops, establishing custom retrieval or answer tools, executing parallel tools, ranking and reporting evidence, and managing stable chunk-handle registries, among other functionalities.\u003c\/p\u003e\n\n\u003ch3\u003eWhat this skill does\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eDesigns and implements custom harnesses for the Mixedbread Toast-1 search model.\u003c\/li\u003e\n  \u003cli\u003eSupports bounded search-agent loops and custom tool creation for retrieval and answers.\u003c\/li\u003e\n  \u003cli\u003eFacilitates parallel execution of tools and systematic evidence ranking and reporting.\u003c\/li\u003e\n  \u003cli\u003eMaintains stable evidence identity and context pruning for targeted searches.\u003c\/li\u003e\n  \u003cli\u003eManages payload budgets and evaluations for further integration as a lookup subagent.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eWho it is for\u003c\/h3\u003e\n\u003cp\u003eThis skill is intended for developers and teams using AI coding agents such as Claude Code, Cursor, and Codex. Those involved in AI orchestration and knowledge work seeking structured search and retrieval functionalities will benefit significantly from this harness.\u003c\/p\u003e\n\n\u003ch3\u003eUse cases\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eUtilize as a fast search sub-agent for orchestrators in knowledge-intensive environments.\u003c\/li\u003e\n  \u003cli\u003eDevelop a standalone search agent tailored for specific retrieval tasks and evidence ranking.\u003c\/li\u003e\n  \u003cli\u003eImplement controlled and efficient search loops to reduce redundancy and enhance clarity.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eTechnical details\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eCompatible with the OpenAI-compliant Completions API.\u003c\/li\u003e\n  \u003cli\u003eOperates within a stateless API, processing messages and tool schemas efficiently.\u003c\/li\u003e\n  \u003cli\u003eHandles multi-hop evidence gathering to return ranked results for searches.\u003c\/li\u003e\n  \u003cli\u003eExternal orchestrations remain independent of the harness.\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\u003emixedbread-ai\u003c\/strong\u003e (\u003ca href=\"https:\/\/github.com\/mixedbread-ai\/skills\" rel=\"nofollow noopener\" target=\"_blank\"\u003emixedbread-ai\/skills\u003c\/a\u003e) and distributed under \u003cstrong\u003eApache-2.0\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 under the Apache License 2.0, which also includes an express patent grant. Attribution and any NOTICE file must be 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":52880929521975,"sku":"MCP-MIXEDBREAD-AI-SKILLS-MIXEDBREAD-SEARCH-AGENT-HARNESS","price":25.99,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0981\/3950\/4951\/files\/VsK-m6thhF2fWSTC6_fl4_9e3dcf34c67d4460b7443f9d748f3cbe.jpg?v=1787396719","url":"https:\/\/mcpcart.com\/products\/optimize-ai-with-mixedbread-toast-1-search-agent-harness","provider":"SPF PRO","version":"1.0","type":"link"}