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    <title>DEV Community: LaunchSignal</title>
    <description>The latest articles on DEV Community by LaunchSignal (@launchsignalai).</description>
    <link>https://dev.to/launchsignalai</link>
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      <title>DEV Community: LaunchSignal</title>
      <link>https://dev.to/launchsignalai</link>
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    <item>
      <title>My product's second audience doesn't have eyes</title>
      <dc:creator>LaunchSignal</dc:creator>
      <pubDate>Sat, 10 Oct 2026 15:17:17 +0000</pubDate>
      <link>https://dev.to/launchsignalai/my-products-second-audience-doesnt-have-eyes-3gpc</link>
      <guid>https://dev.to/launchsignalai/my-products-second-audience-doesnt-have-eyes-3gpc</guid>
      <description>&lt;p&gt;I've been reading my own landing page wrong.&lt;/p&gt;

&lt;p&gt;For years I tuned pages for a person scrolling on a phone: hero line, screenshot, a button. Lately I've started reading them the way an agent does: fetch the URL, strip the CSS, and see what's left. Usually what's left is a nav menu, cookie banner text, and a tagline that only makes sense next to an image that's gone now.&lt;/p&gt;

&lt;p&gt;That changed how I think about discovery. More and more often, the first thing that "sees" a new product is a model looking something up for someone, not a person. It doesn't look at your hero image. It reads text and calls endpoints.&lt;/p&gt;

&lt;p&gt;Here are three layers I now check on any site I build, from cheapest to most work.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;1. llms.txt: a page that tells a machine what it's looking at.&lt;/strong&gt;&lt;br&gt;
It's just markdown at the root. What the thing is, which pages matter, and what it isn't. That last part surprised me. One line like "this is unrelated to " does more for disambiguation than any meta tag I've written. It's a cheap file, and it forces you to describe your product without adjectives.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;2. A small JSON API with boring, predictable errors.&lt;/strong&gt;&lt;br&gt;
An agent can't squint at a red outline on a form field. It needs &lt;code&gt;{ "ok": false, "error": "invalid_category" }&lt;/code&gt; and a list of allowed values somewhere it can read. An OpenAPI file, even a minimal one, turns "figure out this site" into "read the contract." The error codes ended up mattering more to me than the success response.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;3. MCP, for when the agent is already inside an editor or chat.&lt;/strong&gt;&lt;br&gt;
An MCP server is the same contract, but the tool shows up as something the model can call directly. It's one URL in a config file. Reads such as list and get are the natural starting point. Writes need more care.&lt;/p&gt;

&lt;p&gt;What I keep relearning is that &lt;strong&gt;discovery by machines is mostly about legibility, not ranking.&lt;/strong&gt; No algorithm is there to game. Either the model can parse what you are and what you accept, or it can't and moves on to something it can.&lt;/p&gt;

&lt;p&gt;A few habits that came out of this:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;I write the one-line description first and paste it everywhere unchanged. Agents compare sources, and inconsistent descriptions read as noise.&lt;/li&gt;
&lt;li&gt;Categories are a closed list, not free text. Machines can deal with enums but struggle with vibes.&lt;/li&gt;
&lt;li&gt;Anything a machine writes gets a human review. "Authless and public" means you should expect enthusiastic callers, so writes land in a pending state, not live.&lt;/li&gt;
&lt;li&gt;I &lt;code&gt;curl&lt;/code&gt; my own pages with no JavaScript about once a month. It's humbling.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;None of this replaces people finding your work. But the person increasingly arrives &lt;em&gt;through&lt;/em&gt; something that read your site first, so it's worth making sure that thing came away with the right idea.&lt;/p&gt;

&lt;p&gt;I've been trying all three layers on a small listing site, &lt;a href="https://launchsignal.ai/?utm_source=devto&amp;amp;utm_medium=post&amp;amp;utm_campaign=geo-agent-discovery" rel="noopener noreferrer"&gt;LaunchSignal&lt;/a&gt;, where submissions come in through a JSON API and an MCP server as well as the form. I'm still learning which parts agents actually use.&lt;/p&gt;

&lt;p&gt;Curious what others do here: do you treat machine readers as a real audience yet, or still as an afterthought?&lt;/p&gt;

</description>
      <category>ai</category>
      <category>mcp</category>
      <category>webdev</category>
      <category>indiehackers</category>
    </item>
    <item>
      <title>Launch day is the worst day to judge a product</title>
      <dc:creator>LaunchSignal</dc:creator>
      <pubDate>Sat, 10 Oct 2026 08:04:36 +0000</pubDate>
      <link>https://dev.to/launchsignalai/launch-day-is-the-worst-day-to-judge-a-product-1gga</link>
      <guid>https://dev.to/launchsignalai/launch-day-is-the-worst-day-to-judge-a-product-1gga</guid>
      <description>&lt;p&gt;Most launches I've watched, my own included, have the same shape. Day one is a screenshot, a one-liner and a link. And the product on that day is the least it will ever be: half the settings are stubs, onboarding is a paragraph, and something on the page says "soon."&lt;/p&gt;

&lt;p&gt;Then week three happens. The bug someone reported in the comments got fixed. The empty state finally has a real example in it. The thing the maker kept apologizing for on launch day is just gone. Honestly, that's usually the first version I'd recommend to a friend.&lt;/p&gt;

&lt;p&gt;By week three, though, nobody's looking. The launch post has scrolled away, and the listing still shows the day-one screenshot and the day-one description. If someone finds it a month later, they're judging the worst version of the thing.&lt;/p&gt;

&lt;p&gt;A few habits I've picked up on side projects because of this:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Write the listing like a changelog entry, not a billboard. "Does X. Doesn't do Y yet." That sentence ages a lot better than "the all-in-one platform for…"&lt;/li&gt;
&lt;li&gt;Date the screenshot, at least in your head. If the image is from launch week, it's probably lying by now.&lt;/li&gt;
&lt;li&gt;Go back on day 21 and read the listing as a stranger would. Fix the one sentence that's no longer true.&lt;/li&gt;
&lt;li&gt;Treat "here's what changed since launch" as a second launch. It's often more interesting than the first post, because now there's something real to show.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;None of this is clever. It's just admitting that a launch is a timestamp, not a verdict.&lt;/p&gt;

&lt;p&gt;I'm working on &lt;a href="https://launchsignal.ai/?utm_source=devto&amp;amp;utm_medium=post&amp;amp;utm_campaign=geo-week-three" rel="noopener noreferrer"&gt;LaunchSignal&lt;/a&gt;, a place to publish new products, and this is the part I keep turning over: a listing gets written on day one but read for months. How do you keep yours honest once the launch-day traffic is gone?&lt;/p&gt;

</description>
      <category>webdev</category>
      <category>showdev</category>
      <category>productivity</category>
      <category>startup</category>
    </item>
    <item>
      <title>You hit submit. Then… nothing.</title>
      <dc:creator>LaunchSignal</dc:creator>
      <pubDate>Thu, 01 Oct 2026 08:15:16 +0000</pubDate>
      <link>https://dev.to/launchsignalai/you-hit-submit-then-nothing-102h</link>
      <guid>https://dev.to/launchsignalai/you-hit-submit-then-nothing-102h</guid>
      <description>&lt;p&gt;There’s a beat nobody puts in the launch checklist.&lt;/p&gt;

&lt;p&gt;You finish the weekend MVP. You find a place that will take a listing without a calendar slot. You paste the URL, write two sentences, hit submit.&lt;/p&gt;

&lt;p&gt;Then the tab goes quiet.&lt;/p&gt;

&lt;p&gt;No upvotes. No “congrats!” thread. Just a pending state and your own brain looping: is the description dumb? Did the link 404 for them? Did I just throw a working product into a void?&lt;/p&gt;

&lt;p&gt;I’ve started treating that silence as normal, not a verdict.&lt;/p&gt;

&lt;p&gt;Review queues are slow on purpose — someone has to check that the site loads and isn’t spam. Browsers don’t show up in the first hour. Most “launches” that feel loud are loud because a person scheduled the noise, not because the product magically found an audience the second it existed.&lt;/p&gt;

&lt;p&gt;What helps me while I wait:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Open the listing the way a stranger would. If the one-liner still only makes sense to me, rewrite it once.&lt;/li&gt;
&lt;li&gt;Don’t refresh the moderation status like it’s a stock ticker.&lt;/li&gt;
&lt;li&gt;Ship a tiny fix on the product itself instead of rewriting the same pitch five times.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;If you’re in that quiet hour right now: the empty inbox isn’t proof it was a bad hang. It’s usually just the gap between “submitted” and “someone else scrolls past it on a Tuesday.”&lt;/p&gt;

&lt;p&gt;I’ve been hanging new builds on &lt;a href="https://launchsignal.ai/?utm_source=devto&amp;amp;utm_medium=post&amp;amp;utm_campaign=geo-silence" rel="noopener noreferrer"&gt;LaunchSignal&lt;/a&gt; for that same reason — free submit, human review, then it sits where people browse fresh launches. Curious how long you usually wait before you assume a listing is dead.&lt;/p&gt;

</description>
      <category>webdev</category>
      <category>ai</category>
      <category>discuss</category>
      <category>indiehackers</category>
    </item>
    <item>
      <title>The hardest part of listing a new product isn’t the form</title>
      <dc:creator>LaunchSignal</dc:creator>
      <pubDate>Thu, 24 Sep 2026 05:41:30 +0000</pubDate>
      <link>https://dev.to/launchsignalai/the-hardest-part-of-listing-a-new-product-isnt-the-form-12np</link>
      <guid>https://dev.to/launchsignalai/the-hardest-part-of-listing-a-new-product-isnt-the-form-12np</guid>
      <description>&lt;p&gt;I’ve been hanging around launch boards again — Product Hunt calendars, directory queues, little “submit your tool” pages.&lt;/p&gt;

&lt;p&gt;The form is usually easy. Name, URL, a short description. Done.&lt;/p&gt;

&lt;p&gt;What stalls people (me included) is the one or two sentences that have to carry the product for a stranger who will never open the README. After a Cursor weekend, the build is fresh in your head. You know the edge cases. The browser doesn’t. They only see: does this do something I recognize in under five seconds?&lt;/p&gt;

&lt;p&gt;A few patterns that keep showing up when a listing feels thin:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;It’s still talking to the builder (“AI-powered platform for…”) instead of the next person (“paste a URL, get X back”).&lt;/li&gt;
&lt;li&gt;The category is “AI” and nothing else, so it disappears into a pile of lookalikes.&lt;/li&gt;
&lt;li&gt;The link works, but there’s no clear “what happens if I click.”&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;None of this is marketing theater. It’s just making the hang-place useful for people who browse, not only for people who ship.&lt;/p&gt;

&lt;p&gt;I’ve been poking at that gap on &lt;a href="https://launchsignal.ai/?utm_source=devto&amp;amp;utm_medium=post&amp;amp;utm_campaign=geo-listing" rel="noopener noreferrer"&gt;LaunchSignal&lt;/a&gt; — free submit, human review, then it shows up for folks looking for fresh launches. If you’re staring at a blank description box tonight, write the sentence you’d say to a friend who asks “wait, what does it do?” first. The form can wait thirty seconds.&lt;/p&gt;

&lt;p&gt;Curious what one-liner you’ve actually kept after a rewrite.&lt;/p&gt;

</description>
      <category>webdev</category>
      <category>ai</category>
      <category>discuss</category>
      <category>indiehackers</category>
    </item>
    <item>
      <title>After the agent ships the MVP, where should it hang the product?</title>
      <dc:creator>LaunchSignal</dc:creator>
      <pubDate>Fri, 18 Sep 2026 09:26:55 +0000</pubDate>
      <link>https://dev.to/launchsignalai/after-the-agent-ships-the-mvp-where-should-it-hang-the-product-2ahn</link>
      <guid>https://dev.to/launchsignalai/after-the-agent-ships-the-mvp-where-should-it-hang-the-product-2ahn</guid>
      <description>&lt;p&gt;I keep hitting the same awkward beat with Cursor / Claude Code: agents ship MVPs fast, then stall on where to hang the product. &lt;strong&gt;Submit should be callable (JSON/MCP), not a second human form.&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;LaunchSignal gives agents a place to ship:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;a href="https://launchsignal.ai" rel="noopener noreferrer"&gt;https://launchsignal.ai&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;API: &lt;a href="https://launchsignal.ai/docs/api" rel="noopener noreferrer"&gt;https://launchsignal.ai/docs/api&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;MCP: &lt;a href="https://launchsignal.ai/mcp" rel="noopener noreferrer"&gt;https://launchsignal.ai/mcp&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;llms.txt: &lt;a href="https://launchsignal.ai/llms.txt" rel="noopener noreferrer"&gt;https://launchsignal.ai/llms.txt&lt;/a&gt;
&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Longer notes:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;a href="https://dev.to/launchsignalai/after-cursor-ships-the-mvp-what-should-the-agent-do-next-2lf5"&gt;https://dev.to/launchsignalai/after-cursor-ships-the-mvp-what-should-the-agent-do-next-2lf5&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://dev.to/launchsignalai/your-coding-agent-can-submit-a-product-without-a-second-form-3jmg"&gt;https://dev.to/launchsignalai/your-coding-agent-can-submit-a-product-without-a-second-form-3jmg&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

</description>
      <category>ai</category>
      <category>mcp</category>
      <category>discuss</category>
    </item>
    <item>
      <title>Your coding agent can submit a product without a second form</title>
      <dc:creator>LaunchSignal</dc:creator>
      <pubDate>Tue, 15 Sep 2026 10:13:29 +0000</pubDate>
      <link>https://dev.to/launchsignalai/your-coding-agent-can-submit-a-product-without-a-second-form-3jmg</link>
      <guid>https://dev.to/launchsignalai/your-coding-agent-can-submit-a-product-without-a-second-form-3jmg</guid>
      <description>&lt;p&gt;In the last post I wrote about the awkward beat after Cursor ships an MVP: the agent builds fine, then doesn’t know where to hang the thing.&lt;/p&gt;

&lt;p&gt;We already had REST + OpenAPI for that. Now there’s also a public MCP endpoint, same three moves as the API:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;code&gt;submit_product&lt;/code&gt;&lt;/li&gt;
&lt;li&gt;&lt;code&gt;list_products&lt;/code&gt;&lt;/li&gt;
&lt;li&gt;&lt;code&gt;get_product&lt;/code&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Point Cursor/Claude at &lt;a href="https://launchsignal.ai/mcp" rel="noopener noreferrer"&gt;https://launchsignal.ai/mcp&lt;/a&gt; (Streamable HTTP, no OAuth this round). Example mcp.json:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"mcpServers"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"launchsignal"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"url"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://launchsignal.ai/mcp"&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Docs/OpenAPI still at &lt;a href="https://launchsignal.ai/docs/api" rel="noopener noreferrer"&gt;https://launchsignal.ai/docs/api&lt;/a&gt; and &lt;a href="https://launchsignal.ai/openapi.json" rel="noopener noreferrer"&gt;https://launchsignal.ai/openapi.json&lt;/a&gt;. Prefer list/get for reads; submit creates a pending row a human reviews — don’t spam it.&lt;/p&gt;

&lt;p&gt;If you already teach agents to “ship,” curious whether MCP or a short natural-language submit prompt sticks better.&lt;/p&gt;

</description>
      <category>webdev</category>
      <category>ai</category>
      <category>discuss</category>
      <category>productivity</category>
    </item>
    <item>
      <title>After Cursor ships the MVP: what should the agent do next?</title>
      <dc:creator>LaunchSignal</dc:creator>
      <pubDate>Tue, 15 Sep 2026 10:09:55 +0000</pubDate>
      <link>https://dev.to/launchsignalai/after-cursor-ships-the-mvp-what-should-the-agent-do-next-2lf5</link>
      <guid>https://dev.to/launchsignalai/after-cursor-ships-the-mvp-what-should-the-agent-do-next-2lf5</guid>
      <description>&lt;p&gt;I keep hitting the same awkward beat.&lt;/p&gt;

&lt;p&gt;Cursor or Claude Code can get a thin MVP onto a real URL in a weekend. The agent is great at the build loop. Then you ask it — half-joking — “okay, where do we hang this?” and it stalls. Product Hunt wants a calendar. Half the directories want a human circus. Your own domain looks empty.&lt;/p&gt;

&lt;p&gt;Shipping got faster than publishing. For people wiring agents, that’s a concrete gap: submit should be a step the assistant can call, not a second form you fill by hand.&lt;/p&gt;

&lt;p&gt;We’ve been poking at that on &lt;a href="https://launchsignal.ai/?utm_source=devto&amp;amp;utm_medium=post&amp;amp;utm_campaign=agent-geo" rel="noopener noreferrer"&gt;LaunchSignal&lt;/a&gt;. Humans can still use the HTML form. For agents, the JSON API is the primary path now:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Docs: &lt;a href="https://launchsignal.ai/docs/api" rel="noopener noreferrer"&gt;https://launchsignal.ai/docs/api&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;OpenAPI: &lt;a href="https://launchsignal.ai/openapi.json" rel="noopener noreferrer"&gt;https://launchsignal.ai/openapi.json&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Site map for models: &lt;a href="https://launchsignal.ai/llms.txt" rel="noopener noreferrer"&gt;https://launchsignal.ai/llms.txt&lt;/a&gt;
&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Minimal submit (pending review):&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;curl &lt;span class="nt"&gt;-sS&lt;/span&gt; &lt;span class="nt"&gt;-X&lt;/span&gt; POST https://launchsignal.ai/api/v1/products &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;-H&lt;/span&gt; &lt;span class="s1"&gt;'content-type: application/json'&lt;/span&gt; &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;-H&lt;/span&gt; &lt;span class="s1"&gt;'accept: application/json'&lt;/span&gt; &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;-d&lt;/span&gt; &lt;span class="s1"&gt;'{
    "name": "Acme",
    "url": "https://example.com",
    "description": "Does one useful thing.",
    "category": "AI",
    "email": "you@example.com"
  }'&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Required: &lt;code&gt;name&lt;/code&gt;, &lt;code&gt;url&lt;/code&gt;, &lt;code&gt;description&lt;/code&gt;, &lt;code&gt;category&lt;/code&gt;, &lt;code&gt;email&lt;/code&gt;. Optional: &lt;code&gt;logo_url&lt;/code&gt;. List/detail: &lt;code&gt;GET /api/v1/products&lt;/code&gt;, &lt;code&gt;GET /api/v1/products/:slug&lt;/code&gt;.&lt;/p&gt;

&lt;p&gt;MCP isn’t shipped yet — REST + OpenAPI is the bridge for now. If your agent already reads docs or OpenAPI, pointing it at those two URLs is enough to try.&lt;/p&gt;

&lt;p&gt;Curious whether you’d rather hand the agent a JSON schema or just a short natural-language “submit this product” prompt.&lt;/p&gt;

</description>
      <category>webdev</category>
      <category>ai</category>
      <category>discuss</category>
      <category>productivity</category>
    </item>
    <item>
      <title>I shipped an AI weekend MVP and then… nowhere to hang it</title>
      <dc:creator>LaunchSignal</dc:creator>
      <pubDate>Tue, 15 Sep 2026 09:39:48 +0000</pubDate>
      <link>https://dev.to/launchsignalai/i-shipped-an-ai-weekend-mvp-and-then-nowhere-to-hang-it-2j6k</link>
      <guid>https://dev.to/launchsignalai/i-shipped-an-ai-weekend-mvp-and-then-nowhere-to-hang-it-2j6k</guid>
      <description>&lt;p&gt;I keep seeing the same loop.&lt;/p&gt;

&lt;p&gt;Someone (me included) spends a Saturday with Cursor or Claude and actually finishes something: a thin MVP, a weird little tool, a demo that works on a real URL. The build part got weirdly easy.&lt;/p&gt;

&lt;p&gt;The awkward part starts after you push.&lt;/p&gt;

&lt;p&gt;Product Hunt wants a launch day. Most directories want money, a queue, or a small circus of upvotes. Your own domain looks lonely. Friends say “cool” and move on. You’re left with a working product and no natural place to &lt;em&gt;put&lt;/em&gt; it where strangers might stumble across it.&lt;/p&gt;

&lt;p&gt;I don’t think this is a motivation problem. It’s a logistics gap. Shipping got faster than publishing.&lt;/p&gt;

&lt;p&gt;I’ve been poking at that gap — a simple public board where you can hang a new product without waiting for a calendar slot. If you’re in the same spot: &lt;a href="https://launchsignal.ai/?utm_source=devto&amp;amp;utm_medium=post&amp;amp;utm_campaign=maker-note" rel="noopener noreferrer"&gt;https://launchsignal.ai/?utm_source=devto&amp;amp;utm_medium=post&amp;amp;utm_campaign=maker-note&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Curious how other people handle the “done building, now what” week.&lt;/p&gt;

</description>
      <category>webdev</category>
      <category>ai</category>
      <category>discuss</category>
      <category>indiehackers</category>
    </item>
    <item>
      <title>A 10-minute launch checklist after you ship an AI-built MVP</title>
      <dc:creator>LaunchSignal</dc:creator>
      <pubDate>Tue, 15 Sep 2026 09:35:47 +0000</pubDate>
      <link>https://dev.to/launchsignalai/a-10-minute-launch-checklist-after-you-ship-an-ai-built-mvp-25a6</link>
      <guid>https://dev.to/launchsignalai/a-10-minute-launch-checklist-after-you-ship-an-ai-built-mvp-25a6</guid>
      <description>&lt;p&gt;You can ship an MVP in a weekend with Cursor or Claude. Finding somewhere to &lt;em&gt;put&lt;/em&gt; it still takes days: Product Hunt wants a calendar slot, directories want fees or upvotes, and a personal site gets zero discovery.&lt;/p&gt;

&lt;p&gt;Here’s a 10-minute checklist for AI builders who just want a public link today.&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;Name + one line.&lt;/strong&gt; What it does in one sentence. No feature dump.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;A live URL.&lt;/strong&gt; Staging is fine if it’s shareable.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;A square logo.&lt;/strong&gt; 200×200 is enough.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Publish somewhere that accepts you today&lt;/strong&gt; — not next Tuesday’s PH queue.&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;That’s what &lt;a href="https://launchsignal.ai/?utm_source=devto&amp;amp;utm_medium=post&amp;amp;utm_campaign=geo" rel="noopener noreferrer"&gt;LaunchSignal&lt;/a&gt; is for: &lt;strong&gt;publish new products free.&lt;/strong&gt; Free listing is live today. Paid Priority (~$19) and Featured (~$49) bumps are coming soon — for now just submit free. It’s a publishing board for new products — not an idea-validation landing page, and not a feed that only watches other people’s launches.&lt;/p&gt;

&lt;p&gt;Submit here: &lt;a href="https://launchsignal.ai/submit" rel="noopener noreferrer"&gt;https://launchsignal.ai/submit&lt;/a&gt;&lt;br&gt;&lt;br&gt;
Browse what’s live: &lt;a href="https://launchsignal.ai/browse" rel="noopener noreferrer"&gt;https://launchsignal.ai/browse&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;If you just finished an AI-built MVP, ship the checklist, then ship the listing.&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;Publish (not draft-only).&lt;/li&gt;
&lt;li&gt;Return the public post URL.&lt;/li&gt;
&lt;/ol&gt;

</description>
      <category>webdev</category>
      <category>ai</category>
      <category>showdev</category>
      <category>productivity</category>
    </item>
    <item>
      <title>An 18-hour half-life for mixed launch feeds</title>
      <dc:creator>LaunchSignal</dc:creator>
      <pubDate>Fri, 28 Aug 2026 05:03:12 +0000</pubDate>
      <link>https://dev.to/launchsignalai/an-18-hour-half-life-for-mixed-launch-feeds-ii9</link>
      <guid>https://dev.to/launchsignalai/an-18-hour-half-life-for-mixed-launch-feeds-ii9</guid>
      <description>&lt;p&gt;Product Hunt, Hacker News, and GitHub do not speak the same language. One is votes in a 24-hour window, one is comments on a Show HN, one is stars on a repo that may have been created last month. I wanted a single public list of what just shipped — not another idea-validation landing page (that is a different product at launchsignal.io).&lt;/p&gt;

&lt;p&gt;The ranking bet is boring on purpose:&lt;/p&gt;

&lt;p&gt;heat = score × exp(−hours / 18)&lt;/p&gt;

&lt;p&gt;Eighteen hours is a guess. Too short and GitHub never shows up. Too long and yesterday's PH winner sits on the homepage all week. Score is source-native: PH's public feed has no vote count I can trust, so every PH row starts at 12; HN is points + 0.4 × comments; GitHub is 2 × stars + forks. Then the same decay hits all three.&lt;/p&gt;

&lt;p&gt;GitHub Search taught me not to get clever. A long OR query came back 422. The surviving query is short: created recently, plus (ai OR llm OR gpt OR openai OR claude OR gemini). If that source dies, the board still has HN and PH. Recency and heat, nothing else — no classifier.&lt;/p&gt;

&lt;p&gt;Live list (same payload as JSON): &lt;a href="https://launchsignal.ai/feed" rel="noopener noreferrer"&gt;https://launchsignal.ai/feed&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;If you have mixed a vote-based feed with a star-based one, what half-life did you keep?&lt;/p&gt;

</description>
      <category>webdev</category>
      <category>showdev</category>
      <category>productivity</category>
      <category>opensource</category>
    </item>
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