Optimize AI with Mixedbread Toast-1 Search Agent Harness
Optimize AI with Mixedbread Toast-1 Search Agent Harness
Couldn't load pickup availability
Optimize AI with Mixedbread Toast-1 Search Agent Harness
Optimize AI with Mixedbread Toast-1 Search Agent Harness
The 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.
What this skill does
- Designs and implements custom harnesses for the Mixedbread Toast-1 search model.
- Supports bounded search-agent loops and custom tool creation for retrieval and answers.
- Facilitates parallel execution of tools and systematic evidence ranking and reporting.
- Maintains stable evidence identity and context pruning for targeted searches.
- Manages payload budgets and evaluations for further integration as a lookup subagent.
Who it is for
This 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.
Use cases
- Utilize as a fast search sub-agent for orchestrators in knowledge-intensive environments.
- Develop a standalone search agent tailored for specific retrieval tasks and evidence ranking.
- Implement controlled and efficient search loops to reduce redundancy and enhance clarity.
Technical details
- Compatible with the OpenAI-compliant Completions API.
- Operates within a stateless API, processing messages and tool schemas efficiently.
- Handles multi-hop evidence gathering to return ranked results for searches.
- External orchestrations remain independent of the harness.
Source & Licence
This package is built on open-source work published by mixedbread-ai (mixedbread-ai/skills) 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.
Trusted by Developers & Marketers
Here's what buyers say about the skills they use every day.
Ran it on a client's Google Ads account and it flagged wasted spend we'd been missing for months. Paid for itself on day one.
Optimize Ad Spend: Ad Account AuditorWe finally caught broken conversion tags before launch instead of after. The pre-launch checklist alone is worth the price.
Optimize Conversion Tracking: Pre-Launch QADropped it into Claude Code and my LCP went from 4.1s to 1.9s in an afternoon. It explains every fix it suggests, so I actually learned something too.
Optimize Core Web VitalsOur agency uses it as the final review step on every PR now. It catches security issues our linters never did.
Optimize Your Code: Best Practices & SecurityMade WCAG 2.2 compliance actually manageable. It walked through our whole storefront and produced a fix list our devs could work from directly.
Enhance Web Accessibility: WCAG 2.2As an expat freelancer in France, the DGFIP simulation saved me a very expensive appointment with an accountant. Incredibly thorough.
AI Tax Audit Skill: DGFIP Fiscal ControlWorks with both Cursor and Claude Code exactly as advertised. Setup took less than five minutes with the included README.
Optimize Profits: AI Conversion Value MapperInstant delivery, clean files, clear docs. This is how digital products should be sold. Already bought three more skills.
AI Comptable: French AccountingSupport answered my install question within a couple of hours on a Sunday. The skill itself has become part of my daily workflow.
Optimize Core Web Vitals