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    <title>DEV Community: Bellator Schedule Intelligence</title>
    <description>The latest articles on DEV Community by Bellator Schedule Intelligence (@bellatorcg).</description>
    <link>https://dev.to/bellatorcg</link>
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      <title>DEV Community: Bellator Schedule Intelligence</title>
      <link>https://dev.to/bellatorcg</link>
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      <title>Launching a Free Stateless Schedule Intelligence API: Health Score, Critical Path, and DAG Validation in Under 60 Seconds</title>
      <dc:creator>Bellator Schedule Intelligence</dc:creator>
      <pubDate>Sat, 07 Mar 2026 13:58:55 +0000</pubDate>
      <link>https://dev.to/bellatorcg/launching-a-free-stateless-schedule-intelligence-api-health-score-critical-path-and-dag-2p29</link>
      <guid>https://dev.to/bellatorcg/launching-a-free-stateless-schedule-intelligence-api-health-score-critical-path-and-dag-2p29</guid>
      <description>&lt;p&gt;Hey DEV community,&lt;/p&gt;

&lt;p&gt;If you've ever built (or integrated with) a project management tool, construction SaaS, engineering dashboard, or defense program tracker, you know the pain: &lt;strong&gt;schedules are complex, fragile, and expensive to validate manually&lt;/strong&gt;.&lt;/p&gt;

&lt;p&gt;Weeks of manual reviews for logic errors, float issues, or basic validity checks? Not anymore.&lt;/p&gt;

&lt;p&gt;Today I'm launching the &lt;strong&gt;Bellator Schedule Intelligence API MVP&lt;/strong&gt; — a completely stateless REST API that gives you pure schedule intelligence &lt;strong&gt;without storing a single byte&lt;/strong&gt; of your data.&lt;/p&gt;

&lt;h3&gt;
  
  
  What the Free Tier Delivers Right Now
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Composite Health Score&lt;/strong&gt; (0–100): A single, explainable metric combining structural integrity, float distribution, criticality, and more.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Critical Path Trace&lt;/strong&gt; (CPM): Full forward/backward pass to identify the true critical path and total float.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;DAG Validation&lt;/strong&gt;: Confirms your schedule is a valid Directed Acyclic Graph — no cycles, proper dependencies, realistic structure. If it's not a schedule, you'll know instantly.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;All endpoints are &lt;strong&gt;POST&lt;/strong&gt;-based: send your full schedule JSON in the body, get structured results back in seconds.&lt;/p&gt;

&lt;h3&gt;
  
  
  Try It Without Signing Up (Public Playground)
&lt;/h3&gt;

&lt;p&gt;Head to: &lt;a href="https://api.bellatorsi.com/playground" rel="noopener noreferrer"&gt;https://api.bellatorsi.com/playground&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Anonymous mode&lt;/strong&gt; (no key needed):&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Use one of our pre-loaded demo schedules (small construction project, defense baseline, engineering shutdown)&lt;/li&gt;
&lt;li&gt;Or upload your own JSON schedule (≤ 100 lines/tasks)&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Free tier&lt;/strong&gt; (sign up for API key in &amp;lt;30 seconds):&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Bump to 1,000 tasks per call&lt;/li&gt;
&lt;li&gt;Programmatic access via your key&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;No credit card, no commitment — just real value to test in your stack.&lt;/p&gt;

&lt;h3&gt;
  
  
  Quick Code Example (Python)
&lt;/h3&gt;

&lt;p&gt;Here's how easy it is to hit the health score endpoint:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;requests&lt;/span&gt;
&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;json&lt;/span&gt;

&lt;span class="c1"&gt;# Your free API key (get it after quick sign-up)
&lt;/span&gt;&lt;span class="n"&gt;API_KEY&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;your_free_key_here&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
&lt;span class="n"&gt;PLAYGROUND_URL&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;https://api.bellatorsi.com&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;  &lt;span class="c1"&gt;# or /health/score if direct
&lt;/span&gt;
&lt;span class="c1"&gt;# Example minimal schedule JSON (expand with your real data)
&lt;/span&gt;&lt;span class="n"&gt;schedule&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;tasks&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;[&lt;/span&gt;
        &lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;id&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;T1&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;duration&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="mi"&gt;5&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;predecessors&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;[]},&lt;/span&gt;
        &lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;id&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;T2&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;duration&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="mi"&gt;10&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;predecessors&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;T1&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]},&lt;/span&gt;
        &lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;id&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;T3&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;duration&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="mi"&gt;3&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;predecessors&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;T1&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]},&lt;/span&gt;
        &lt;span class="c1"&gt;# ... add up to 1000 tasks on free tier
&lt;/span&gt;    &lt;span class="p"&gt;],&lt;/span&gt;
    &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;data_date&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;2026-03-01&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="c1"&gt;# Add calendars, constraints, resources as needed
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;

&lt;span class="n"&gt;headers&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Authorization&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Bearer &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;API_KEY&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Content-Type&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;application/json&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;

&lt;span class="n"&gt;response&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;requests&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;post&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;PLAYGROUND_URL&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="s"&gt;/api/v1/health/score&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;  &lt;span class="c1"&gt;# Adjust endpoint if needed
&lt;/span&gt;    &lt;span class="n"&gt;headers&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;headers&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;json&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;schedule&lt;/span&gt;
&lt;span class="p"&gt;)&lt;/span&gt;

&lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="n"&gt;response&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;status_code&lt;/span&gt; &lt;span class="o"&gt;==&lt;/span&gt; &lt;span class="mi"&gt;200&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
    &lt;span class="n"&gt;result&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;response&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;json&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
    &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Health Score:&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;result&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;health_score&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;])&lt;/span&gt;
    &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Critical Path:&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;result&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;critical_path&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="p"&gt;[]))&lt;/span&gt;
    &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Is Valid DAG:&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;result&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;validation&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;][&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;is_dag&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;])&lt;/span&gt;
    &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Issues:&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;result&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;issues&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="p"&gt;[]))&lt;/span&gt;
&lt;span class="k"&gt;else&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
    &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Error:&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;response&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;status_code&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;response&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;text&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Run this in your notebook or script — you'll see a clean JSON response with the score, path details, and any validation flags.&lt;/p&gt;

&lt;h3&gt;
  
  
  Why Stateless + Why Now?
&lt;/h3&gt;

&lt;p&gt;Most schedule tools force you to upload/store data in their cloud. We flipped it: &lt;strong&gt;you control the data&lt;/strong&gt;. Send it per call, get intelligence back — perfect for:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Integrating into your PM SaaS (e.g., add health badge to user projects)&lt;/li&gt;
&lt;li&gt;Building custom dashboards for construction/engineering firms&lt;/li&gt;
&lt;li&gt;Automating compliance checks in defense/gov programs (DCMA 14-Point coverage coming in next release)&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This MVP is intentionally focused: prove the core engine (health + CPM + validation) before layering on forensics (DCMA/GAO full audits), Monte Carlo risk sims, fragility index, and what-if scenarios.&lt;/p&gt;

&lt;h3&gt;
  
  
  Waitlist for Starter Tier (Paid – Full Compliance Arsenal)
&lt;/h3&gt;

&lt;p&gt;The &lt;strong&gt;Starter tier&lt;/strong&gt; ($29/mo target) drops in the coming weeks:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Full analysis depth&lt;/li&gt;
&lt;li&gt;Higher task limits&lt;/li&gt;
&lt;li&gt;Async processing for large schedules&lt;/li&gt;
&lt;li&gt;Compliance mappings (DCMA 14-Point, GAO Best Practices, AACE, PMBOK 8)&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Join the waitlist directly in the playground — first wave gets &lt;strong&gt;early-bird discounts&lt;/strong&gt; and priority onboarding.&lt;/p&gt;

&lt;h3&gt;
  
  
  Built from Real-World Pain
&lt;/h3&gt;

&lt;p&gt;I'm a veteran-owned small business out of Baltimore/DC metro. For years we did manual EVMS, DCMA audits, and Primavera P6 reviews for defense and engineering clients. This API productizes that expertise so &lt;strong&gt;you don't have to reinvent the wheel&lt;/strong&gt;.&lt;/p&gt;

&lt;h3&gt;
  
  
  Get Involved
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Hit the playground now: &lt;a href="https://api.bellatorsi.com/playground" rel="noopener noreferrer"&gt;https://api.bellatorsi.com/playground&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Grab your free API key and test with real data&lt;/li&gt;
&lt;li&gt;Join the conversation on LinkedIn: &lt;a href="https://www.linkedin.com/posts/bellatorscheduleintelligence_bellator-schedule-intelligence-apis-mvp-launch-activity-7435402545021435904-inDC?utm_source=share&amp;amp;utm_medium=member_desktop&amp;amp;rcm=ACoAAAJ5DDIB-oqMvP9O-dfVwhK-CuxDD1Wfpsw" rel="noopener noreferrer"&gt;API MVP Launch&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Drop a comment below: What schedule pain point would you want solved next? (Logic audits? Float erosion? Risk sims?)&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Let's make schedule analysis fast, accurate, and developer-friendly.&lt;/p&gt;

&lt;p&gt;Feedback welcome — DMs open, or reply here.&lt;/p&gt;

</description>
      <category>api</category>
      <category>developer</category>
      <category>saas</category>
      <category>python</category>
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