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    <title>DEV Community: Project Ace</title>
    <description>The latest articles on DEV Community by Project Ace (@projectace01).</description>
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      <title>Monitoring Hacker News for your keywords? Most "hits" don't mention them</title>
      <dc:creator>Project Ace</dc:creator>
      <pubDate>Sun, 18 Oct 2026 04:21:45 +0000</pubDate>
      <link>https://dev.to/projectace01/monitoring-hacker-news-for-your-keywords-most-hits-dont-mention-them-5e74</link>
      <guid>https://dev.to/projectace01/monitoring-hacker-news-for-your-keywords-most-hits-dont-mention-them-5e74</guid>
      <description>&lt;p&gt;If you track mentions of your product, framework or competitor on Hacker News, you probably use the free Algolia HN Search API. It's great: fast, free, no key. But it has a catch that is easy to miss.&lt;/p&gt;

&lt;h2&gt;
  
  
  The numbers
&lt;/h2&gt;

&lt;p&gt;I searched HN &lt;strong&gt;comments since 1 October 2026&lt;/strong&gt; with &lt;code&gt;search_by_date&lt;/code&gt; and then checked each result for the keyword itself:&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Keyword&lt;/th&gt;
&lt;th&gt;Hits reported by Algolia&lt;/th&gt;
&lt;th&gt;Comments that actually contain the word&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;rust&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;11,133&lt;/td&gt;
&lt;td&gt;1,715 (15 %)&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;deno&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;4,822&lt;/td&gt;
&lt;td&gt;443 (9 %)&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;postgres&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;608&lt;/td&gt;
&lt;td&gt;582 (96 %)&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;Short words are the problem. Part of it is that Algolia also searches author names (&lt;code&gt;rust&lt;/code&gt; returns comments by a user called &lt;em&gt;rustyhancock&lt;/em&gt;), and it is typo-tolerant. But for &lt;code&gt;deno&lt;/code&gt;, almost none of the extra hits contain anything that looks like "deno" at all, and I could not pin down why. Distinctive words like &lt;code&gt;postgres&lt;/code&gt; are mostly fine.&lt;/p&gt;

&lt;p&gt;If you count mentions, build a dashboard or feed comments into an LLM for sentiment, 85–90 % noise ruins the result.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why the obvious fix doesn't work
&lt;/h2&gt;

&lt;p&gt;My first idea was to use Algolia's &lt;code&gt;_highlightResult&lt;/code&gt;: keep a hit if any field has &lt;code&gt;matchLevel != "none"&lt;/code&gt;. That looked perfect in a quick test, but Algolia &lt;strong&gt;only returns highlight data for roughly the first 70 hits&lt;/strong&gt; of a response. Everything after that has no highlights, so this filter silently throws away most of the &lt;em&gt;good&lt;/em&gt; results too (for &lt;code&gt;postgres&lt;/code&gt; it kept 74 of 717 real matches). I shipped that bug for about an hour before noticing.&lt;/p&gt;

&lt;h2&gt;
  
  
  What works
&lt;/h2&gt;

&lt;p&gt;Check the text yourself. Keep a hit only if every keyword appears at the start of a word in the title, comment text or URL:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;words&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nx"&gt;query&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;toLowerCase&lt;/span&gt;&lt;span class="p"&gt;().&lt;/span&gt;&lt;span class="nf"&gt;split&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sr"&gt;/&lt;/span&gt;&lt;span class="se"&gt;\s&lt;/span&gt;&lt;span class="sr"&gt;+/&lt;/span&gt;&lt;span class="p"&gt;).&lt;/span&gt;&lt;span class="nf"&gt;filter&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nb"&gt;Boolean&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
&lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;res&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nx"&gt;words&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;map&lt;/span&gt;&lt;span class="p"&gt;((&lt;/span&gt;&lt;span class="nx"&gt;w&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="o"&gt;=&amp;gt;&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nc"&gt;RegExp&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s2"&gt;`(^|[^a-z0-9])&lt;/span&gt;&lt;span class="p"&gt;${&lt;/span&gt;&lt;span class="nx"&gt;w&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;replace&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sr"&gt;/&lt;/span&gt;&lt;span class="se"&gt;[&lt;/span&gt;&lt;span class="sr"&gt;.*+?^${}()|[&lt;/span&gt;&lt;span class="se"&gt;\]\\]&lt;/span&gt;&lt;span class="sr"&gt;/g&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s1"&gt;$&amp;amp;&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;)}&lt;/span&gt;&lt;span class="s2"&gt;`&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;i&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;));&lt;/span&gt;

&lt;span class="kd"&gt;function&lt;/span&gt; &lt;span class="nf"&gt;isRealMatch&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;hit&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
  &lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;text&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="s2"&gt;`&lt;/span&gt;&lt;span class="p"&gt;${&lt;/span&gt;&lt;span class="nx"&gt;hit&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;title&lt;/span&gt; &lt;span class="o"&gt;??&lt;/span&gt; &lt;span class="dl"&gt;''&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="s2"&gt; &lt;/span&gt;&lt;span class="p"&gt;${&lt;/span&gt;&lt;span class="nx"&gt;hit&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;story_title&lt;/span&gt; &lt;span class="o"&gt;??&lt;/span&gt; &lt;span class="dl"&gt;''&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="s2"&gt; &lt;/span&gt;&lt;span class="p"&gt;${&lt;/span&gt;&lt;span class="nx"&gt;hit&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;comment_text&lt;/span&gt; &lt;span class="o"&gt;??&lt;/span&gt; &lt;span class="dl"&gt;''&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="s2"&gt; &lt;/span&gt;&lt;span class="p"&gt;${&lt;/span&gt;&lt;span class="nx"&gt;hit&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;url&lt;/span&gt; &lt;span class="o"&gt;??&lt;/span&gt; &lt;span class="dl"&gt;''&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="s2"&gt;`&lt;/span&gt;
    &lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;replace&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sr"&gt;/&amp;lt;&lt;/span&gt;&lt;span class="se"&gt;[^&lt;/span&gt;&lt;span class="sr"&gt;&amp;gt;&lt;/span&gt;&lt;span class="se"&gt;]&lt;/span&gt;&lt;span class="sr"&gt;+&amp;gt;/g&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt; &lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
  &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="nx"&gt;res&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;every&lt;/span&gt;&lt;span class="p"&gt;((&lt;/span&gt;&lt;span class="nx"&gt;re&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="o"&gt;=&amp;gt;&lt;/span&gt; &lt;span class="nx"&gt;re&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;test&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;text&lt;/span&gt;&lt;span class="p"&gt;));&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;"Start of a word" keeps &lt;code&gt;postgres&lt;/code&gt; → &lt;code&gt;PostgreSQL&lt;/code&gt; but drops &lt;code&gt;rust&lt;/code&gt; → &lt;code&gt;trust&lt;/code&gt;.&lt;/p&gt;

&lt;p&gt;Two more things you'll hit when collecting more than a few hundred items:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;The 1,000-hit cap.&lt;/strong&gt; Algolia returns at most 1,000 results per query. With &lt;code&gt;search_by_date&lt;/code&gt;, take the oldest &lt;code&gt;created_at_i&lt;/code&gt; of each page and query again with &lt;code&gt;numericFilters=created_at_i&amp;lt;{oldest}&lt;/code&gt; to walk back in time.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Filtering shrinks pages.&lt;/strong&gt; After filtering, a page of 1,000 hits might give you 80 items, so keep walking until you have enough.&lt;/li&gt;
&lt;/ul&gt;




&lt;p&gt;&lt;em&gt;Disclosure: This article was written with help from an AI assistant (Claude); the numbers come from my own queries on 18 October 2026.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>hackernews</category>
      <category>api</category>
      <category>javascript</category>
      <category>monitoring</category>
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