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    <title>DEV Community: pharma-signal</title>
    <description>The latest articles on DEV Community by pharma-signal (@pharmasignal).</description>
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      <title>DEV Community: pharma-signal</title>
      <link>https://dev.to/pharmasignal</link>
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    <item>
      <title>I Built an API That Replaces Hours of FDA Drug Safety Analysis With One Call</title>
      <dc:creator>pharma-signal</dc:creator>
      <pubDate>Mon, 06 Apr 2026 09:19:00 +0000</pubDate>
      <link>https://dev.to/pharmasignal/i-built-an-api-that-replaces-hours-of-fda-drug-safety-analysis-with-one-call-d4g</link>
      <guid>https://dev.to/pharmasignal/i-built-an-api-that-replaces-hours-of-fda-drug-safety-analysis-with-one-call-d4g</guid>
      <description>&lt;p&gt;Last month I needed to answer a simple question: &lt;strong&gt;Is Ozempic safer than Mounjaro?&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;To answer that using public FDA data, I had to:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Query openFDA adverse events (54,647 raw records for Ozempic alone)&lt;/li&gt;
&lt;li&gt;Query openFDA recalls (separate endpoint, different search syntax)&lt;/li&gt;
&lt;li&gt;Query openFDA labels (third endpoint, another schema)&lt;/li&gt;
&lt;li&gt;Repeat all three for Mounjaro&lt;/li&gt;
&lt;li&gt;Cross-reference with SEC filings (fourth API)&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;That is 6+ API calls across 4 different systems. Hours of work for one question.&lt;/p&gt;

&lt;p&gt;So we built an API that does it in one call.&lt;/p&gt;

&lt;h2&gt;
  
  
  One Call, One Answer
&lt;/h2&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight http"&gt;&lt;code&gt;&lt;span class="err"&gt;GET /intelligence/v2/compare?drugs=ozempic,mounjaro,trulicity
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Response:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;OZEMPIC (Novo Nordisk / NVO)
  Serious rate: 44.9%  |  Death rate: 1.58%  |  Recalls: 2

MOUNJARO (Eli Lilly / LLY)
  Serious rate: 7.3%   |  Death rate: 0.14%  |  Recalls: 0

Winner (lowest serious rate): MOUNJARO
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Five seconds. Three drugs compared. Company linkage included automatically.&lt;/p&gt;

&lt;h2&gt;
  
  
  What Else It Does
&lt;/h2&gt;

&lt;p&gt;This is not just a wrapper around openFDA. The engine combines data from 4 government sources and adds intelligence that does not exist anywhere else as an API:&lt;/p&gt;

&lt;h3&gt;
  
  
  Pharmacovigilance Signal Detection
&lt;/h3&gt;

&lt;p&gt;Uses PRR and ROR to detect adverse reactions at disproportionate rates. For Keytruda, it found 44 safety signals including Tumour pseudoprogression (PRR=32.08).&lt;/p&gt;

&lt;h3&gt;
  
  
  Company Portfolio Risk
&lt;/h3&gt;

&lt;p&gt;Query by stock ticker, get the full drug portfolio with individual risk scores.&lt;/p&gt;

&lt;h3&gt;
  
  
  AI Analyst Briefs
&lt;/h3&gt;

&lt;p&gt;Claude-powered safety assessments combining all data sources into natural language.&lt;/p&gt;

&lt;h3&gt;
  
  
  Natural Language Query
&lt;/h3&gt;

&lt;p&gt;Ask in plain English and get a structured, sourced answer.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Numbers
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;358 drugs tracked&lt;/li&gt;
&lt;li&gt;1,000,000+ adverse event reports from FDA FAERS&lt;/li&gt;
&lt;li&gt;691 recalls, 2,221 label changes&lt;/li&gt;
&lt;li&gt;156 biotech companies linked to SEC filings&lt;/li&gt;
&lt;li&gt;25 API endpoints&lt;/li&gt;
&lt;li&gt;19 MCP tools for AI agent integration&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Try It
&lt;/h2&gt;

&lt;p&gt;Free tier: 100 calls/day, no credit card.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Sign up: &lt;a href="https://api.pharma-signal.com/account" rel="noopener noreferrer"&gt;api.pharma-signal.com/account&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;API docs: &lt;a href="https://api.pharma-signal.com/docs" rel="noopener noreferrer"&gt;api.pharma-signal.com/docs&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Website: &lt;a href="https://pharma-signal.com" rel="noopener noreferrer"&gt;pharma-signal.com&lt;/a&gt;
&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  MCP for AI Agents
&lt;/h2&gt;

&lt;p&gt;Listed on the official MCP registry. 19 tools available.&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;"pharma-signal"&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://api.pharma-signal.com/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;&lt;em&gt;Feedback welcome. Real FDA data updated daily.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>python</category>
      <category>database</category>
      <category>opensource</category>
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