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    <title>DEV Community: keenfolk1-lgtm</title>
    <description>The latest articles on DEV Community by keenfolk1-lgtm (@keenfolk1lgtm).</description>
    <link>https://dev.to/keenfolk1lgtm</link>
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      <title>DEV Community: keenfolk1-lgtm</title>
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      <title>How I Built 10 FastAPI Micro-APIs for AI Agents, RAG &amp; B2B SaaS ($0 Infra &amp; Free Tiers)</title>
      <dc:creator>keenfolk1-lgtm</dc:creator>
      <pubDate>Thu, 29 Oct 2026 19:04:42 +0000</pubDate>
      <link>https://dev.to/keenfolk1lgtm/how-i-built-10-fastapi-micro-apis-for-ai-agents-rag-b2b-saas-0-infra-free-tiers-4l1g</link>
      <guid>https://dev.to/keenfolk1lgtm/how-i-built-10-fastapi-micro-apis-for-ai-agents-rag-b2b-saas-0-infra-free-tiers-4l1g</guid>
      <description>&lt;p&gt;Building modern AI agents, RAG pipelines, and B2B SaaS products often means paying $49–$199/mo for bloated enterprise subscriptions just to solve one specific microservice problem — like stripping HTML noise before embedding, blocking prompt injections, catching disposable/alias trial abuse, or generating vector PDF invoices without a heavy headless Chrome container.&lt;/p&gt;

&lt;p&gt;Over the past few weeks, I built and deployed a suite of &lt;strong&gt;10 focused FastAPI micro-APIs&lt;/strong&gt; on RapidAPI Hub — engineered for low latency, clean JSON schemas, and generous free tiers (&lt;code&gt;150–250 requests/month&lt;/code&gt; at &lt;code&gt;$0.00/mo&lt;/code&gt;).&lt;/p&gt;

&lt;p&gt;Here is a look at the architecture, code examples, and how I solved Render's 750-hour free-tier workspace ceiling across 10 concurrent services.&lt;/p&gt;




&lt;h2&gt;
  
  
  1. AI, RAG &amp;amp; Security Stack (&lt;code&gt;CleanRead AI&lt;/code&gt;, &lt;code&gt;PromptShield AI&lt;/code&gt;, &lt;code&gt;RankPulse SEO&lt;/code&gt;)
&lt;/h2&gt;

&lt;h3&gt;
  
  
  CleanRead AI — Web-to-Markdown &amp;amp; Breadcrumb RAG Chunker
&lt;/h3&gt;

&lt;p&gt;Raw HTML wastes &lt;strong&gt;80–90% of an LLM's context window&lt;/strong&gt; on navbars, inline SVGs, and scripts. Worse, naive character chunking loses section hierarchy.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Live Hub:&lt;/strong&gt; &lt;a href="https://rapidapi.com/keenfolk1lgtm/api/cleanread-ai-web-to-markdown-llm-reader-api" rel="noopener noreferrer"&gt;CleanRead AI on RapidAPI&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;What it does:&lt;/strong&gt; Extracts clean GitHub-Flavored Markdown and splits documents into &lt;strong&gt;heading-contextualized chunks&lt;/strong&gt; (&lt;code&gt;"Guide &amp;gt; Installation &amp;gt; Docker"&lt;/code&gt;) with token estimates.&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  PromptShield AI — &lt;code&gt;&amp;lt;5ms&lt;/code&gt; Prompt Injection, PII &amp;amp; Secret Firewall
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Live Hub:&lt;/strong&gt; &lt;a href="https://rapidapi.com/keenfolk1lgtm/api/promptshield-ai-prompt-injection-pii-secret-guard-api" rel="noopener noreferrer"&gt;PromptShield AI on RapidAPI&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;What it does:&lt;/strong&gt; Deterministically catches instruction overrides (including &lt;strong&gt;Base64-encoded&lt;/strong&gt; and &lt;strong&gt;Zero-Width Unicode&lt;/strong&gt; obfuscated jailbreaks), redacts Luhn-verified credit cards, IBANs, SSNs, emails, and 13 cloud/AI secret formats (&lt;code&gt;sk-proj-...&lt;/code&gt;, AWS, GitHub PAT, Stripe) in under &lt;code&gt;5ms&lt;/code&gt;.
&lt;/li&gt;
&lt;/ul&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="n"&gt;resp&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="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;https://promptshield-ai-prompt-injection-pii-secret-guard-api.p.rapidapi.com/api/v1/scan&lt;/span&gt;&lt;span class="sh"&gt;"&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;X-RapidAPI-Key&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;YOUR_RAPIDAPI_KEY&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;X-RapidAPI-Host&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;promptshield-ai-prompt-injection-pii-secret-guard-api.p.rapidapi.com&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="n"&gt;json&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;text&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;Contact user@example.com with key sk-proj-1234567890abcdefghij&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;redact_mode&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;placeholder&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;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="n"&gt;resp&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;sanitized_text&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;])&lt;/span&gt;
&lt;span class="c1"&gt;# -&amp;gt; "Contact [EMAIL_1] with key [OPENAI_API_KEY_1]"
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  RankPulse SEO — On-Page Audit, SERP Pixel Simulator &amp;amp; AI Search (GEO)
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Live Hub:&lt;/strong&gt; &lt;a href="https://rapidapi.com/keenfolk1lgtm/api/rankpulse-seo-website-audit-schema-ai-search-geo-api" rel="noopener noreferrer"&gt;RankPulse SEO on RapidAPI&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;What it does:&lt;/strong&gt; Audits proportional Arial pixel widths (&lt;code&gt;600px&lt;/code&gt; desktop / &lt;code&gt;540px&lt;/code&gt; mobile), JSON-LD &lt;code&gt;@graph&lt;/code&gt; schemas, &lt;code&gt;/llms.txt&lt;/code&gt;, and RFC 9309 &lt;code&gt;robots.txt&lt;/code&gt; access across 8 AI crawlers (&lt;code&gt;GPTBot&lt;/code&gt;, &lt;code&gt;ClaudeBot&lt;/code&gt;, &lt;code&gt;PerplexityBot&lt;/code&gt;, &lt;code&gt;OAI-SearchBot&lt;/code&gt;, &lt;code&gt;Google-Extended&lt;/code&gt;, &lt;code&gt;CCBot&lt;/code&gt;).&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  2. B2B Lead Enrichment &amp;amp; Anti-Fraud Stack (&lt;code&gt;MailShield&lt;/code&gt;, &lt;code&gt;StackRadar B2B&lt;/code&gt;, &lt;code&gt;DialGuard&lt;/code&gt;)
&lt;/h2&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;&lt;a href="https://rapidapi.com/keenfolk1lgtm/api/mailshield-disposable-email-anti-fraud-verification-api" rel="noopener noreferrer"&gt;MailShield — Disposable Email &amp;amp; Anti-Fraud Verification API&lt;/a&gt;:&lt;/strong&gt; Detects 100k+ temp-mail domains, fingerprints disposable MX servers (&lt;code&gt;1secmail&lt;/code&gt;, &lt;code&gt;h-email.net&lt;/code&gt;), unmasks Gmail &lt;code&gt;+alias&lt;/code&gt; &amp;amp; dot tricks (&lt;code&gt;j.doe+trial99@googlemail.com&lt;/code&gt; -&amp;gt; &lt;code&gt;jdoe@gmail.com&lt;/code&gt;), and checks live MX/SPF/DMARC.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;&lt;a href="https://rapidapi.com/keenfolk1lgtm/api/stackradar-b2b-tech-stack-dns-contact-lead-api" rel="noopener noreferrer"&gt;StackRadar B2B — Tech Stack, DNS &amp;amp; Contact Lead API&lt;/a&gt;:&lt;/strong&gt; Extracts 115+ technology signatures, B2B buying/hiring signals (&lt;code&gt;is_actively_hiring&lt;/code&gt;, &lt;code&gt;has_payment_checkout&lt;/code&gt;), corporate email provider (Google Workspace vs M365), and public contact emails/socials from any domain.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;&lt;a href="https://rapidapi.com/keenfolk1lgtm/api/dialguard-global-phone-carrier-timezone-tcpa-api" rel="noopener noreferrer"&gt;DialGuard — Global Phone, Carrier, Timezone &amp;amp; TCPA API&lt;/a&gt;:&lt;/strong&gt; Validates phones across 240+ countries (&lt;code&gt;libphonenumber&lt;/code&gt; + IANA &lt;code&gt;tzdata&lt;/code&gt;), formats to E.164 &amp;amp; WhatsApp (&lt;code&gt;wa.me&lt;/code&gt;), detects mobile vs VoIP, and verifies &lt;strong&gt;FCC TCPA quiet hours (&lt;code&gt;8am–9pm&lt;/code&gt; recipient local time)&lt;/strong&gt; before AI voice agents (Vapi, Bland, Twilio) dial.&lt;/li&gt;
&lt;/ol&gt;




&lt;h2&gt;
  
  
  3. FinTech, PDF Invoicing &amp;amp; Media Stack (&lt;code&gt;FinGuard&lt;/code&gt;, &lt;code&gt;InvoiceForge&lt;/code&gt;, &lt;code&gt;QrForge Studio&lt;/code&gt;, &lt;code&gt;StreamSnap&lt;/code&gt;)
&lt;/h2&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;&lt;a href="https://rapidapi.com/keenfolk1lgtm/api/finguard-iban-eu-vat-card-luhn-global-tax-check-api" rel="noopener noreferrer"&gt;FinGuard — IBAN, EU VAT, Card Luhn &amp;amp; Global Tax Check API&lt;/a&gt;:&lt;/strong&gt; 79-country ISO 13616 IBAN decomposition, live &lt;strong&gt;European Commission VIES VAT&lt;/strong&gt; company lookup, French SIREN / Australian ABN checksums, and EU B2B Reverse-Charge tax calculation.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;&lt;a href="https://rapidapi.com/keenfolk1lgtm/api/invoiceforge-instant-pdf-html-invoice-receipt-api" rel="noopener noreferrer"&gt;InvoiceForge — Instant PDF &amp;amp; HTML Invoice &amp;amp; Receipt API&lt;/a&gt;:&lt;/strong&gt; Pure-Python &lt;strong&gt;Vector PDF 1.4 (&lt;code&gt;%PDF-1.4&lt;/code&gt;)&lt;/strong&gt; &amp;amp; HTML5 invoices, quotes, credit notes, and &lt;code&gt;PAID&lt;/code&gt; webhook receipts in &lt;code&gt;&amp;lt;5ms&lt;/code&gt; with &lt;code&gt;Decimal&lt;/code&gt;-exact multi-rate VAT accounting across 28 ISO 4217 currencies.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;&lt;a href="https://rapidapi.com/keenfolk1lgtm/api/qrforge-studio-custom-qr-wifi-vcard-payment-svg-api" rel="noopener noreferrer"&gt;QrForge Studio — Custom QR, WiFi, vCard &amp;amp; Payment SVG API&lt;/a&gt;:&lt;/strong&gt; Vector SVG &amp;amp; high-DPI PNG QR codes with &lt;code&gt;square | rounded | dots&lt;/code&gt; modules, center badges, and &lt;strong&gt;European EPC SEPA Instant Bank Transfer QR codes&lt;/strong&gt;.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;&lt;a href="https://rapidapi.com/keenfolk1lgtm/api/streamsnap-social-video-no-watermark-audio-extractor-api" rel="noopener noreferrer"&gt;StreamSnap — Social Video No-Watermark &amp;amp; Audio Extractor API&lt;/a&gt;:&lt;/strong&gt; Direct CDN no-watermark MP4 video &amp;amp; MP3 audio stream extractor for Whisper AI transcription &amp;amp; creator bots.&lt;/li&gt;
&lt;/ol&gt;




&lt;h2&gt;
  
  
  Solving the Render Free-Tier 750-Hour Math Across 10 Services
&lt;/h2&gt;

&lt;p&gt;Render gives &lt;code&gt;750 Free Instance Hours / month&lt;/code&gt; shared across the entire workspace. If you naively ping 10 services every 10 minutes (&lt;code&gt;24/7&lt;/code&gt;), you consume &lt;code&gt;10 × 24h × 31d = 7,440h/mo&lt;/code&gt; and &lt;strong&gt;suspend your entire account in 3.1 days&lt;/strong&gt;.&lt;/p&gt;

&lt;p&gt;Instead, I built a quota-safe GitHub Actions monitor (&lt;code&gt;3x/day&lt;/code&gt; every 8 hours + RapidAPI's &lt;code&gt;1x/day&lt;/code&gt; daily health check). Since each wake window lasts &lt;code&gt;15 minutes (0.25h)&lt;/code&gt;, all 10 services consume just &lt;code&gt;310h / 750h (41.3%)&lt;/code&gt; per month — leaving &lt;code&gt;440h/mo&lt;/code&gt; (&lt;code&gt;~1,760&lt;/code&gt; active 15-minute traffic windows) for real API users while automatically opening a GitHub Issue alert if any endpoint ever degrades.&lt;/p&gt;




&lt;h2&gt;
  
  
  Try the APIs (Free Tiers Live)
&lt;/h2&gt;

&lt;p&gt;All 10 APIs are live on RapidAPI Hub with interactive Swagger playgrounds and permanent &lt;code&gt;$0.00/mo&lt;/code&gt; Basic plans:&lt;br&gt;
👉 &lt;strong&gt;&lt;a href="https://rapidapi.com/user/keenfolk1lgtm" rel="noopener noreferrer"&gt;Explore the full 10-API Portfolio on RapidAPI Hub (&lt;code&gt;keenfolk1lgtm&lt;/code&gt;)&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Feedback, feature requests, or questions about the FastAPI / Render architecture are super welcome in the comments!&lt;/p&gt;

</description>
      <category>python</category>
      <category>api</category>
      <category>ai</category>
      <category>webdev</category>
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