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    <title>DEV Community: Вера Махлова</title>
    <description>The latest articles on DEV Community by Вера Махлова (@__9e5c331e456d).</description>
    <link>https://dev.to/__9e5c331e456d</link>
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      <title>DEV Community: Вера Махлова</title>
      <link>https://dev.to/__9e5c331e456d</link>
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      <title>SteeplyOpinionated: A PR Review Tool for Tea Recipes (Returns 418, Obviously)</title>
      <dc:creator>Вера Махлова</dc:creator>
      <pubDate>Sun, 12 Apr 2026 16:02:17 +0000</pubDate>
      <link>https://dev.to/__9e5c331e456d/steeplyopinionated-a-pr-review-tool-for-tea-recipes-returns-418-obviously-1g5k</link>
      <guid>https://dev.to/__9e5c331e456d/steeplyopinionated-a-pr-review-tool-for-tea-recipes-returns-418-obviously-1g5k</guid>
      <description>&lt;p&gt;&lt;em&gt;This is a submission for the &lt;a href="https://dev.to/challenges/aprilfools-2026"&gt;DEV April Fools Challenge&lt;/a&gt;&lt;/em&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  What I Built
&lt;/h2&gt;

&lt;p&gt;A pull request review tool that does absolutely nothing useful.&lt;br&gt;
You paste your tea recipe. A senior engineer reviews it. Every step has critical issues. The PR can never be merged. It returns HTTP 418 — I'm a teapot.&lt;br&gt;
Because someone had to build this. And that someone was me.&lt;/p&gt;
&lt;h2&gt;
  
  
  Demo
&lt;/h2&gt;
&lt;h2&gt;
  
  
  Code
&lt;/h2&gt;


&lt;div class="ltag-github-readme-tag"&gt;
  &lt;div class="readme-overview"&gt;
    &lt;h2&gt;
      &lt;img src="https://assets.dev.to/assets/github-logo-5a155e1f9a670af7944dd5e12375bc76ed542ea80224905ecaf878b9157cdefc.svg" alt="GitHub logo"&gt;
      &lt;a href="https://github.com/VeraStorozhenko" rel="noopener noreferrer"&gt;
        VeraStorozhenko
      &lt;/a&gt; / &lt;a href="https://github.com/VeraStorozhenko/steeply-opinionated" rel="noopener noreferrer"&gt;
        steeply-opinionated
      &lt;/a&gt;
    &lt;/h2&gt;
    &lt;h3&gt;
      
    &lt;/h3&gt;
  &lt;/div&gt;
&lt;/div&gt;


&lt;h2&gt;
  
  
  How I Built It
&lt;/h2&gt;

&lt;p&gt;Built with Python + FastAPI because enterprise tea deserves enterprise tooling.&lt;br&gt;
The reviewer is a highly sophisticated, enterprise-grade AI system — which is actually just a carefully curated list of passive-aggressive comments. No AI was harmed in the making of this tool. No AI was used either. Just pure, hand-crafted pedantry.&lt;br&gt;
Sample review comments:&lt;/p&gt;

&lt;p&gt;"Magic number detected. Extract 3 minutes to STEEP_DURATION_SECONDS environment variable."&lt;br&gt;
"No error handling. What if the kettle fails? Where is the retry logic?"&lt;br&gt;
"Side effects detected. This step mutates global state (the cup). Please isolate."&lt;br&gt;
"No unit tests found for this step. How do we know boiling actually works?"&lt;/p&gt;

&lt;p&gt;Every merge attempt returns HTTP 418 — I'm a teapot as nature intended.&lt;/p&gt;

&lt;h2&gt;
  
  
  Prize Category
&lt;/h2&gt;

&lt;p&gt;Best Ode to Larry Masinter — because RFC 2324 deserves a production-grade implementation. Thank you Larry for your vision. This is the tool he always dreamed of. Probably.&lt;/p&gt;

</description>
      <category>devchallenge</category>
      <category>418challenge</category>
      <category>showdev</category>
    </item>
    <item>
      <title>Freelance OS Copilot: A Notion MCP-Powered Operations System for Freelancers</title>
      <dc:creator>Вера Махлова</dc:creator>
      <pubDate>Mon, 23 Mar 2026 13:31:02 +0000</pubDate>
      <link>https://dev.to/__9e5c331e456d/freelance-os-copilot-a-notion-mcp-powered-operations-system-for-freelancers-4461</link>
      <guid>https://dev.to/__9e5c331e456d/freelance-os-copilot-a-notion-mcp-powered-operations-system-for-freelancers-4461</guid>
      <description>&lt;p&gt;&lt;em&gt;This is a submission for the &lt;a href="https://d&amp;lt;u&amp;gt;ev.to/challenges/notion-2026-03-04" rel="noopener noreferrer"&gt;Notion MCP Challenge&lt;/a&gt;&lt;/em&gt;&lt;/p&gt;

&lt;h1&gt;
  
  
  Freelance OS Copilot: A Notion MCP-Powered Operations System for Freelancers
&lt;/h1&gt;

&lt;h2&gt;
  
  
  What I Built
&lt;/h2&gt;

&lt;p&gt;I built &lt;strong&gt;Freelance OS Copilot&lt;/strong&gt;, a product that turns a freelancer's Notion workspace into an AI operations system.&lt;/p&gt;

&lt;p&gt;Instead of treating Notion like passive storage, the app helps answer practical questions like:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;What needs attention today?&lt;/li&gt;
&lt;li&gt;Which project is slipping?&lt;/li&gt;
&lt;li&gt;What should I tell the client?&lt;/li&gt;
&lt;li&gt;What should I do next?&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The product combines:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;a dashboard with urgent and at-risk project signals&lt;/li&gt;
&lt;li&gt;copilot quick actions for daily priorities and weekly reviews&lt;/li&gt;
&lt;li&gt;write-back actions for project creation, logging hours, and saving follow-up notes&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Project Rescue Mode&lt;/strong&gt;, the signature workflow&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Project Rescue Mode is the standout feature. When a project is risky, the app does not just flag it visually. It:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;explains why the project is risky&lt;/li&gt;
&lt;li&gt;proposes an internal recovery plan&lt;/li&gt;
&lt;li&gt;drafts a client-safe update&lt;/li&gt;
&lt;li&gt;highlights the immediate next move&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;That turns the app from “chat with your data” into a workflow-focused operating layer for freelancers.&lt;/p&gt;

&lt;h2&gt;
  
  
  Video Demo
&lt;/h2&gt;

&lt;p&gt;Video walkthrough: &lt;a href="https://www.loom.com/share/a987e0fa63f9489fb758cbb71854868c" rel="noopener noreferrer"&gt;https://www.loom.com/share/a987e0fa63f9489fb758cbb71854868c&lt;/a&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  Show us the code
&lt;/h2&gt;

&lt;p&gt;Code repository: &lt;a href="https://github.com/VeraStorozhenko/freelance-manager" rel="noopener noreferrer"&gt;https://github.com/VeraStorozhenko/freelance-manager&lt;/a&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  How I Used Notion MCP
&lt;/h2&gt;

&lt;p&gt;This project uses the &lt;strong&gt;official Notion MCP server&lt;/strong&gt; as part of the live workspace layer.&lt;/p&gt;

&lt;p&gt;The app includes an MCP connect flow with OAuth + PKCE, so the user can connect their Notion workspace and let the copilot work with live MCP tools instead of only local app context.&lt;/p&gt;

&lt;p&gt;That matters because it makes Notion an active operational memory layer, not just a storage backend.&lt;/p&gt;

&lt;p&gt;When MCP is connected, the product can:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;use live workspace context during copilot interactions&lt;/li&gt;
&lt;li&gt;stay aligned with the user's current Notion state&lt;/li&gt;
&lt;li&gt;support a more authentic AI workflow inside the product&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;I used MCP in a way that supports the core product thesis:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Detect -&amp;gt; Explain -&amp;gt; Recover -&amp;gt; Write Back&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;That shows up most clearly in &lt;strong&gt;Project Rescue Mode&lt;/strong&gt;, where the app uses workspace context to help recover risky work before it slips further.&lt;/p&gt;

&lt;h2&gt;
  
  
  Tech Stack
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Frontend:&lt;/strong&gt; React + Vite&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Backend:&lt;/strong&gt; FastAPI&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;AI layer:&lt;/strong&gt; Gemini&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Workspace layer:&lt;/strong&gt; Notion API + official Notion MCP server&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Testing:&lt;/strong&gt; Python &lt;code&gt;unittest&lt;/code&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Styling:&lt;/strong&gt; custom CSS&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Why I think this stands out
&lt;/h2&gt;

&lt;p&gt;I did not want to build another generic “chat with Notion” experience.&lt;/p&gt;

&lt;p&gt;I wanted to build a workflow product with a clear operational point of view.&lt;/p&gt;

&lt;p&gt;Freelance OS Copilot is built around:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;detecting project risk&lt;/li&gt;
&lt;li&gt;explaining what is going wrong&lt;/li&gt;
&lt;li&gt;helping recover the work&lt;/li&gt;
&lt;li&gt;supporting direct action in the same interface&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;That is the difference between an AI wrapper and a usable system.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fmi8bicuiula5vnybddwd.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fmi8bicuiula5vnybddwd.png" alt=" " width="800" height="825"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fsamkx0sd5py9w3qp5hgj.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fsamkx0sd5py9w3qp5hgj.png" alt=" " width="800" height="1009"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fmk2kg6tr5nf2jsp3d94i.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fmk2kg6tr5nf2jsp3d94i.png" alt=" " width="800" height="1145"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F66fe7u31vyfhmtef6bv2.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F66fe7u31vyfhmtef6bv2.png" alt=" " width="800" height="481"&gt;&lt;/a&gt;&lt;/p&gt;

</description>
      <category>devchallenge</category>
      <category>notionchallenge</category>
      <category>mcp</category>
      <category>ai</category>
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