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        <title>AI-Powered Search on Producthunt daily</title>
        <link>https://producthunt.programnotes.cn/en/tags/ai-powered-search/</link>
        <description>Recent content in AI-Powered Search on Producthunt daily</description>
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        <language>en</language>
        <lastBuildDate>Wed, 22 Jul 2026 09:41:05 +0000</lastBuildDate><atom:link href="https://producthunt.programnotes.cn/en/tags/ai-powered-search/index.xml" rel="self" type="application/rss+xml" /><item>
        <title>Product Hunt Daily | 2026-07-22</title>
        <link>https://producthunt.programnotes.cn/en/p/product-hunt-daily-2026-07-22/</link>
        <pubDate>Wed, 22 Jul 2026 09:41:05 +0000</pubDate>
        
        <guid>https://producthunt.programnotes.cn/en/p/product-hunt-daily-2026-07-22/</guid>
        <description>&lt;img src="https://ph-files.imgix.net/860330de-7862-4f22-9249-0b103250b689.png?auto=format" alt="Featured image of post Product Hunt Daily | 2026-07-22" /&gt;&lt;h2 id=&#34;1-lev8&#34;&gt;1. Lev8
&lt;/h2&gt;&lt;p&gt;&lt;strong&gt;Tagline&lt;/strong&gt;: Find, research, and reach the right people&lt;br&gt;
&lt;strong&gt;Description&lt;/strong&gt;: Chat with Lev8, the fastest way to find and reach your target people and companies, powered by live web search via parallel AI agents across every corner of the internet. Enrich CSVs with waterfall lookups, monitor intent signals, and send personalized multi-channel messages, all running automatically.&lt;br&gt;
&lt;strong&gt;Website&lt;/strong&gt;: &lt;a class=&#34;link&#34; href=&#34;https://www.producthunt.com/r/IITOSI26P6BQTV?utm_campaign=producthunt-api&amp;amp;utm_medium=api-v2&amp;amp;utm_source=Application%3A&amp;#43;weekly&amp;#43;%28ID%3A&amp;#43;148189%29&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;open&lt;/a&gt;&lt;br&gt;
&lt;strong&gt;Product Hunt&lt;/strong&gt;: &lt;a class=&#34;link&#34; href=&#34;https://www.producthunt.com/products/lev8?utm_campaign=producthunt-api&amp;amp;utm_medium=api-v2&amp;amp;utm_source=Application%3A&amp;#43;weekly&amp;#43;%28ID%3A&amp;#43;148189%29&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;View on Product Hunt&lt;/a&gt;&lt;br&gt;
&lt;img src=&#34;https://ph-files.imgix.net/860330de-7862-4f22-9249-0b103250b689.png?auto=format&#34;
	
	
	
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		alt=&#34;Lev8&#34;
	
	
&gt;&lt;br&gt;
&lt;strong&gt;Keyword&lt;/strong&gt;: AI-powered search, lead generation, prospecting, data enrichment, contact database, intent monitoring, outreach automation, B2B lead generation, automated prospecting, sales intelligence, targeted outreach, personalized messaging, multi-channel outreach, buyer intent, CRM enrichment&lt;br&gt;
&lt;strong&gt;VotesCount&lt;/strong&gt;: 🔺551&lt;br&gt;
&lt;strong&gt;Featured&lt;/strong&gt;: Yes&lt;br&gt;
&lt;strong&gt;CreatedAt&lt;/strong&gt;: 2026-07-21 07:01 AM (UTC)&lt;/p&gt;
&lt;hr&gt;
&lt;h2 id=&#34;2-cartai&#34;&gt;2. CartAI
&lt;/h2&gt;&lt;p&gt;&lt;strong&gt;Tagline&lt;/strong&gt;: The AI agent that handles checkout.&lt;br&gt;
&lt;strong&gt;Description&lt;/strong&gt;: Checkout is the hard part, and most solutions clear it only where the merchant has integrated. CartAI completes checkout on any live merchant surface with no merchant-side work, cooperating with bot detection instead of evading it. One developer-first API, four products: Catalog (search and live pricing across merchants), Checkouts (clear and track orders to confirmation), Payments (PCI off your stack via Visa and Mastercard agent rails), Monetization (commissions on every agent sale).&lt;br&gt;
&lt;strong&gt;Website&lt;/strong&gt;: &lt;a class=&#34;link&#34; href=&#34;https://www.producthunt.com/r/LZD2Q2Q6VJPRPU?utm_campaign=producthunt-api&amp;amp;utm_medium=api-v2&amp;amp;utm_source=Application%3A&amp;#43;weekly&amp;#43;%28ID%3A&amp;#43;148189%29&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;open&lt;/a&gt;&lt;br&gt;
&lt;strong&gt;Product Hunt&lt;/strong&gt;: &lt;a class=&#34;link&#34; href=&#34;https://www.producthunt.com/products/cartai?utm_campaign=producthunt-api&amp;amp;utm_medium=api-v2&amp;amp;utm_source=Application%3A&amp;#43;weekly&amp;#43;%28ID%3A&amp;#43;148189%29&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;View on Product Hunt&lt;/a&gt;&lt;br&gt;
&lt;img src=&#34;https://ph-files.imgix.net/4694c11a-eefc-42cc-bbe9-a7cebfaec56d.jpeg?auto=format&#34;
	
	
	
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		alt=&#34;CartAI&#34;
	
	
&gt;&lt;br&gt;
&lt;strong&gt;Keyword&lt;/strong&gt;: AI checkout agent, no-code integration, bot detection cooperation, cross-merchant checkout, developer API, PCI compliant payments, commission monetization&lt;br&gt;
&lt;strong&gt;VotesCount&lt;/strong&gt;: 🔺446&lt;br&gt;
&lt;strong&gt;Featured&lt;/strong&gt;: Yes&lt;br&gt;
&lt;strong&gt;CreatedAt&lt;/strong&gt;: 2026-07-21 07:01 AM (UTC)&lt;/p&gt;
&lt;hr&gt;
&lt;h2 id=&#34;3-dittosite&#34;&gt;3. ditto.site
&lt;/h2&gt;&lt;p&gt;&lt;strong&gt;Tagline&lt;/strong&gt;: Clone any website into clean code. Free &amp;amp; open source&lt;br&gt;
&lt;strong&gt;Description&lt;/strong&gt;: Point Ditto at any public URL and get a faithful copy as clean, componentized Next.js or Vite code, in minutes. It&amp;rsquo;s fully deterministic, so it&amp;rsquo;s fast, cheap, and consistent. Components, tokens, interactions &amp;amp; hover states included. Free REST API + MCP server, open source.&lt;br&gt;
&lt;strong&gt;Website&lt;/strong&gt;: &lt;a class=&#34;link&#34; href=&#34;https://www.producthunt.com/r/HMFIHL7XJ25WLP?utm_campaign=producthunt-api&amp;amp;utm_medium=api-v2&amp;amp;utm_source=Application%3A&amp;#43;weekly&amp;#43;%28ID%3A&amp;#43;148189%29&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;open&lt;/a&gt;&lt;br&gt;
&lt;strong&gt;Product Hunt&lt;/strong&gt;: &lt;a class=&#34;link&#34; href=&#34;https://www.producthunt.com/products/ditto-site?utm_campaign=producthunt-api&amp;amp;utm_medium=api-v2&amp;amp;utm_source=Application%3A&amp;#43;weekly&amp;#43;%28ID%3A&amp;#43;148189%29&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;View on Product Hunt&lt;/a&gt;&lt;br&gt;
&lt;img src=&#34;https://ph-files.imgix.net/5b962fa6-9263-43f8-8afd-434687f1a7e3.png?auto=format&#34;
	
	
	
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		alt=&#34;ditto.site&#34;
	
	
&gt;&lt;br&gt;
&lt;strong&gt;Keyword&lt;/strong&gt;: website cloner, code generator, Next.js, Vite, open source tool, website copy, code extraction, frontend development, clone website, free tool&lt;br&gt;
&lt;strong&gt;VotesCount&lt;/strong&gt;: 🔺417&lt;br&gt;
&lt;strong&gt;Featured&lt;/strong&gt;: Yes&lt;br&gt;
&lt;strong&gt;CreatedAt&lt;/strong&gt;: 2026-07-21 07:01 AM (UTC)&lt;/p&gt;
&lt;hr&gt;
&lt;h2 id=&#34;4-rerun&#34;&gt;4. Rerun
&lt;/h2&gt;&lt;p&gt;&lt;strong&gt;Tagline&lt;/strong&gt;: The easiest way to build AI agents for all your tasks&lt;br&gt;
&lt;strong&gt;Description&lt;/strong&gt;: Most AI agents are black boxes. Rerun isn&amp;rsquo;t. Build no-code agents that run 24/7, chasing invoices, qualifying leads, clearing your inbox, and watch every step in real time. They pause for approval before anything sensitive. Each workspace gets its own private server. Start with the included model, or connect your own API key or subscription&lt;br&gt;
&lt;strong&gt;Website&lt;/strong&gt;: &lt;a class=&#34;link&#34; href=&#34;https://www.producthunt.com/r/XYR6JX4GTXPF64?utm_campaign=producthunt-api&amp;amp;utm_medium=api-v2&amp;amp;utm_source=Application%3A&amp;#43;weekly&amp;#43;%28ID%3A&amp;#43;148189%29&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;open&lt;/a&gt;&lt;br&gt;
&lt;strong&gt;Product Hunt&lt;/strong&gt;: &lt;a class=&#34;link&#34; href=&#34;https://www.producthunt.com/products/rerun-2?utm_campaign=producthunt-api&amp;amp;utm_medium=api-v2&amp;amp;utm_source=Application%3A&amp;#43;weekly&amp;#43;%28ID%3A&amp;#43;148189%29&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;View on Product Hunt&lt;/a&gt;&lt;br&gt;
&lt;img src=&#34;https://ph-files.imgix.net/4923cfb9-b78a-4583-94c6-b672c7f4f2d7.png?auto=format&#34;
	
	
	
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		alt=&#34;Rerun&#34;
	
	
&gt;&lt;br&gt;
&lt;strong&gt;Keyword&lt;/strong&gt;: AI agents, no-code platform, real-time monitoring, automated workflows, invoice chasing, lead qualification, email management, private server, API integration, transparent AI, approval workflows, 24/7 automation, workspace tools, AI automation platform&lt;br&gt;
&lt;strong&gt;VotesCount&lt;/strong&gt;: 🔺333&lt;br&gt;
&lt;strong&gt;Featured&lt;/strong&gt;: Yes&lt;br&gt;
&lt;strong&gt;CreatedAt&lt;/strong&gt;: 2026-07-21 07:01 AM (UTC)&lt;/p&gt;
&lt;hr&gt;
&lt;h2 id=&#34;5-phantomstory&#34;&gt;5. Phantomstory
&lt;/h2&gt;&lt;p&gt;&lt;strong&gt;Tagline&lt;/strong&gt;: Launch a third-party blog to win AEO with just two clicks&lt;br&gt;
&lt;strong&gt;Description&lt;/strong&gt;: Phantomstory helps teams win AEO by launching third-party blogs on fresh domains in under 5 minutes. With just two clicks, Phantomstory provisions credible content hubs that incrementally publish AI-search-ready articles. The secret? A portion of these expertly-written articles are designed to help LLMs discover, understand, and recommend your company. Stop thinking about AEO as just a monitoring problem; with Phantomstory, transform AEO into an actionable plan that actually drives results.&lt;br&gt;
&lt;strong&gt;Website&lt;/strong&gt;: &lt;a class=&#34;link&#34; href=&#34;https://www.producthunt.com/r/SXAB23Z2C5PDRE?utm_campaign=producthunt-api&amp;amp;utm_medium=api-v2&amp;amp;utm_source=Application%3A&amp;#43;weekly&amp;#43;%28ID%3A&amp;#43;148189%29&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;open&lt;/a&gt;&lt;br&gt;
&lt;strong&gt;Product Hunt&lt;/strong&gt;: &lt;a class=&#34;link&#34; href=&#34;https://www.producthunt.com/products/phantomstory?utm_campaign=producthunt-api&amp;amp;utm_medium=api-v2&amp;amp;utm_source=Application%3A&amp;#43;weekly&amp;#43;%28ID%3A&amp;#43;148189%29&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;View on Product Hunt&lt;/a&gt;&lt;br&gt;
&lt;img src=&#34;https://ph-files.imgix.net/e0026960-5a3d-4589-b123-edf74b484a38.png?auto=format&#34;
	
	
	
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		alt=&#34;Phantomstory&#34;
	
	
&gt;&lt;br&gt;
&lt;strong&gt;Keyword&lt;/strong&gt;: AEO, third-party blogging, AI content, quick launch, SEO strategy, drive results, monitoring solution&lt;br&gt;
&lt;strong&gt;VotesCount&lt;/strong&gt;: 🔺247&lt;br&gt;
&lt;strong&gt;Featured&lt;/strong&gt;: Yes&lt;br&gt;
&lt;strong&gt;CreatedAt&lt;/strong&gt;: 2026-07-21 07:01 AM (UTC)&lt;/p&gt;
&lt;hr&gt;
&lt;h2 id=&#34;6-routine-ai&#34;&gt;6. Routine AI
&lt;/h2&gt;&lt;p&gt;&lt;strong&gt;Tagline&lt;/strong&gt;: Control work with your voice. The Siri for work.&lt;br&gt;
&lt;strong&gt;Description&lt;/strong&gt;: Routine AI lets you control your tasks, calendar, notes and projects using your voice. Just talk naturally to schedule meetings, add reminders, capture ideas, write notes, search your knowledge, update projects and automate repetitive work.&lt;br&gt;
&lt;strong&gt;Website&lt;/strong&gt;: &lt;a class=&#34;link&#34; href=&#34;https://www.producthunt.com/r/5CQA6DGZBK2NA3?utm_campaign=producthunt-api&amp;amp;utm_medium=api-v2&amp;amp;utm_source=Application%3A&amp;#43;weekly&amp;#43;%28ID%3A&amp;#43;148189%29&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;open&lt;/a&gt;&lt;br&gt;
&lt;strong&gt;Product Hunt&lt;/strong&gt;: &lt;a class=&#34;link&#34; href=&#34;https://www.producthunt.com/products/routine?utm_campaign=producthunt-api&amp;amp;utm_medium=api-v2&amp;amp;utm_source=Application%3A&amp;#43;weekly&amp;#43;%28ID%3A&amp;#43;148189%29&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;View on Product Hunt&lt;/a&gt;&lt;br&gt;
&lt;img src=&#34;https://ph-files.imgix.net/3764b1b8-cfd3-4440-8d62-939e72d74303.png?auto=format&#34;
	
	
	
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		alt=&#34;Routine AI&#34;
	
	
&gt;&lt;br&gt;
&lt;strong&gt;Keyword&lt;/strong&gt;: voice control, AI assistant, work assistant, task management, calendar management, note-taking, work automation, AI productivity&lt;br&gt;
&lt;strong&gt;VotesCount&lt;/strong&gt;: 🔺238&lt;br&gt;
&lt;strong&gt;Featured&lt;/strong&gt;: Yes&lt;br&gt;
&lt;strong&gt;CreatedAt&lt;/strong&gt;: 2026-07-21 07:01 AM (UTC)&lt;/p&gt;
&lt;hr&gt;
&lt;h2 id=&#34;7-jockey-by-twelvelabs&#34;&gt;7. Jockey by TwelveLabs
&lt;/h2&gt;&lt;p&gt;&lt;strong&gt;Tagline&lt;/strong&gt;: The video AI agent that understands your whole library&lt;br&gt;
&lt;strong&gt;Description&lt;/strong&gt;: Jockey is the first AI that understands your entire media library just like you do, searching by person, moment, or context across every photo and video you&amp;rsquo;ve captured. Powered by TwelveLabs&amp;rsquo; advanced model stack, Jockey improves automatically with every update. Whether you need to connect via MCP for Claude/ChatGPT or build custom applications using our API, Jockey makes your media library instantly searchable and accessible.&lt;br&gt;
&lt;strong&gt;Website&lt;/strong&gt;: &lt;a class=&#34;link&#34; href=&#34;https://www.producthunt.com/r/DTYSOPLK3L2DRF?utm_campaign=producthunt-api&amp;amp;utm_medium=api-v2&amp;amp;utm_source=Application%3A&amp;#43;weekly&amp;#43;%28ID%3A&amp;#43;148189%29&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;open&lt;/a&gt;&lt;br&gt;
&lt;strong&gt;Product Hunt&lt;/strong&gt;: &lt;a class=&#34;link&#34; href=&#34;https://www.producthunt.com/products/twelvelabs?utm_campaign=producthunt-api&amp;amp;utm_medium=api-v2&amp;amp;utm_source=Application%3A&amp;#43;weekly&amp;#43;%28ID%3A&amp;#43;148189%29&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;View on Product Hunt&lt;/a&gt;&lt;br&gt;
&lt;img src=&#34;https://ph-files.imgix.net/25170d90-bd88-4c39-8261-4ecdef040abb.png?auto=format&#34;
	
	
	
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		alt=&#34;Jockey by TwelveLabs &#34;
	
	
&gt;&lt;br&gt;
&lt;strong&gt;Keyword&lt;/strong&gt;: Jockey by TwelveLabs, video AI agent, media library search, contextual video search, person search, moment search, AI-powered media organization, MCP integration, Claude ChatGPT integration, custom API applications, automatic AI updates, video understanding, photo search, advanced AI model stack&lt;br&gt;
&lt;strong&gt;VotesCount&lt;/strong&gt;: 🔺206&lt;br&gt;
&lt;strong&gt;Featured&lt;/strong&gt;: Yes&lt;br&gt;
&lt;strong&gt;CreatedAt&lt;/strong&gt;: 2026-07-21 07:01 AM (UTC)&lt;/p&gt;
&lt;hr&gt;
&lt;h2 id=&#34;8-createos-sandbox&#34;&gt;8. CreateOS Sandbox
&lt;/h2&gt;&lt;p&gt;&lt;strong&gt;Tagline&lt;/strong&gt;: Instant, hardware Isolated Sandboxes for AI agents&lt;br&gt;
&lt;strong&gt;Description&lt;/strong&gt;: CreateOS Sandbox gives AI agent builders their own fast, secure, hardware isolated, sandbox in ~30ms (p90). We have suit of CLI, SDK, 50+ SDK real world examples, claude plugins, computeSDK integration, and more&lt;br&gt;
&lt;strong&gt;Website&lt;/strong&gt;: &lt;a class=&#34;link&#34; href=&#34;https://www.producthunt.com/r/CRR2A5MOXBPBOZ?utm_campaign=producthunt-api&amp;amp;utm_medium=api-v2&amp;amp;utm_source=Application%3A&amp;#43;weekly&amp;#43;%28ID%3A&amp;#43;148189%29&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;open&lt;/a&gt;&lt;br&gt;
&lt;strong&gt;Product Hunt&lt;/strong&gt;: &lt;a class=&#34;link&#34; href=&#34;https://www.producthunt.com/products/createos-sandbox?utm_campaign=producthunt-api&amp;amp;utm_medium=api-v2&amp;amp;utm_source=Application%3A&amp;#43;weekly&amp;#43;%28ID%3A&amp;#43;148189%29&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;View on Product Hunt&lt;/a&gt;&lt;br&gt;
&lt;img src=&#34;https://ph-files.imgix.net/c843bb87-37bf-4e35-aa08-0c2e122413bd.jpeg?auto=format&#34;
	
	
	
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		alt=&#34;CreateOS Sandbox&#34;
	
	
&gt;&lt;br&gt;
&lt;strong&gt;Keyword&lt;/strong&gt;: AI sandbox, hardware isolation, instant deployment, low-latency sandbox, secure AI environment, AI agent development, CLI tools, SDK integration, developer tools, cloud sandbox, real-world examples, Claude plugins, computeSDK integration&lt;br&gt;
&lt;strong&gt;VotesCount&lt;/strong&gt;: 🔺178&lt;br&gt;
&lt;strong&gt;Featured&lt;/strong&gt;: Yes&lt;br&gt;
&lt;strong&gt;CreatedAt&lt;/strong&gt;: 2026-07-21 07:01 AM (UTC)&lt;/p&gt;
&lt;hr&gt;
&lt;h2 id=&#34;9-skim&#34;&gt;9. Skim
&lt;/h2&gt;&lt;p&gt;&lt;strong&gt;Tagline&lt;/strong&gt;: Free, open-source AI email client for Windows&lt;br&gt;
&lt;strong&gt;Description&lt;/strong&gt;: Skim is a free, open-source (MIT) email client for Windows. ✂️ Minimal on purpose: no calendar, no rules engine, no bloat. Fewer buttons, less cognitive load. ⚡ Native Rust core (Tauri 2): ~5 MB installer, sub-second cold start, instant full-text search. 🔒 Local-first, offline-ready, zero telemetry. ✦ AI on your terms: bring your own Anthropic or OpenRouter key and Skim drafts replies in your voice and answers questions across your whole mailbox.&lt;br&gt;
&lt;strong&gt;Website&lt;/strong&gt;: &lt;a class=&#34;link&#34; href=&#34;https://www.producthunt.com/r/67IYQDOUMJ4LK4?utm_campaign=producthunt-api&amp;amp;utm_medium=api-v2&amp;amp;utm_source=Application%3A&amp;#43;weekly&amp;#43;%28ID%3A&amp;#43;148189%29&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;open&lt;/a&gt;&lt;br&gt;
&lt;strong&gt;Product Hunt&lt;/strong&gt;: &lt;a class=&#34;link&#34; href=&#34;https://www.producthunt.com/products/skim-5?utm_campaign=producthunt-api&amp;amp;utm_medium=api-v2&amp;amp;utm_source=Application%3A&amp;#43;weekly&amp;#43;%28ID%3A&amp;#43;148189%29&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;View on Product Hunt&lt;/a&gt;&lt;br&gt;
&lt;img src=&#34;https://ph-files.imgix.net/92aa73bd-e14f-4d33-a11e-316b3aba66cc.png?auto=format&#34;
	
	
	
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		alt=&#34;Skim&#34;
	
	
&gt;&lt;br&gt;
&lt;strong&gt;Keyword&lt;/strong&gt;: email client, Windows app, free software, open-source, minimalist, lightweight, fast, efficient, native, Rust, Tauri, low resource, private, secure, offline-capable, no telemetry, AI-powered, customizable AI, bring your own AI, voice-matching, full-text search&lt;br&gt;
&lt;strong&gt;VotesCount&lt;/strong&gt;: 🔺171&lt;br&gt;
&lt;strong&gt;Featured&lt;/strong&gt;: Yes&lt;br&gt;
&lt;strong&gt;CreatedAt&lt;/strong&gt;: 2026-07-21 07:01 AM (UTC)&lt;/p&gt;
&lt;hr&gt;
&lt;h2 id=&#34;10-manifest&#34;&gt;10. Manifest
&lt;/h2&gt;&lt;p&gt;&lt;strong&gt;Tagline&lt;/strong&gt;: Turn any webpage into an action manifest for AI agents&lt;br&gt;
&lt;strong&gt;Description&lt;/strong&gt;: Manifest turns any webpage into a structured JSON map of what an AI agent can click, fill, and submit. One API call, no fragile selectors. Every action comes with resolved CSS/role locators, plus a requires field that encodes dependencies between elements (e.g. &amp;ldquo;select a plan before this button is clickable&amp;rdquo;). That&amp;rsquo;s context aria snapshots don&amp;rsquo;t give you. Python SDK, LangChain support, and an MCP server included. Built for anyone shipping browser agents.&lt;br&gt;
&lt;strong&gt;Website&lt;/strong&gt;: &lt;a class=&#34;link&#34; href=&#34;https://www.producthunt.com/r/4LLV6WKBOFMLGR?utm_campaign=producthunt-api&amp;amp;utm_medium=api-v2&amp;amp;utm_source=Application%3A&amp;#43;weekly&amp;#43;%28ID%3A&amp;#43;148189%29&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;open&lt;/a&gt;&lt;br&gt;
&lt;strong&gt;Product Hunt&lt;/strong&gt;: &lt;a class=&#34;link&#34; href=&#34;https://www.producthunt.com/products/manifest-363?utm_campaign=producthunt-api&amp;amp;utm_medium=api-v2&amp;amp;utm_source=Application%3A&amp;#43;weekly&amp;#43;%28ID%3A&amp;#43;148189%29&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;View on Product Hunt&lt;/a&gt;&lt;br&gt;
&lt;img src=&#34;https://ph-files.imgix.net/9e79d4a9-1f95-4fe7-9944-07846997ba8b.png?auto=format&#34;
	
	
	
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		alt=&#34;Manifest&#34;
	
	
&gt;&lt;br&gt;
&lt;strong&gt;Keyword&lt;/strong&gt;: webpage automation, AI agent tools, structured JSON mapping, browser automation, no-code testing, context-aware actions, web interaction API, automation SDK, LangChain integration, MCP server, developer tools, robust selectors, action manifest, dependency mapping&lt;br&gt;
&lt;strong&gt;VotesCount&lt;/strong&gt;: 🔺153&lt;br&gt;
&lt;strong&gt;Featured&lt;/strong&gt;: Yes&lt;br&gt;
&lt;strong&gt;CreatedAt&lt;/strong&gt;: 2026-07-21 07:01 AM (UTC)&lt;/p&gt;
&lt;hr&gt;
</description>
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