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    <title>DEV Community: Sanchit Jain</title>
    <description>The latest articles on DEV Community by Sanchit Jain (@undiluted7027).</description>
    <link>https://dev.to/undiluted7027</link>
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      <title>DEV Community: Sanchit Jain</title>
      <link>https://dev.to/undiluted7027</link>
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      <title>I Built an Open-Source SDK to Use Any LLM Provider. Get Started in 2 Minutes.</title>
      <dc:creator>Sanchit Jain</dc:creator>
      <pubDate>Sat, 08 Nov 2025 16:35:20 +0000</pubDate>
      <link>https://dev.to/undiluted7027/i-built-an-open-source-sdk-to-use-any-llm-provider-get-started-in-2-minutes-3nhg</link>
      <guid>https://dev.to/undiluted7027/i-built-an-open-source-sdk-to-use-any-llm-provider-get-started-in-2-minutes-3nhg</guid>
      <description>&lt;p&gt;Hey Dev Community!&lt;/p&gt;

&lt;p&gt;For the last few weeks, I've been heads-down building a tool to solve a problem that's been driving me crazy: &lt;strong&gt;vendor lock-in when building AI agents.&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;I love the power of agents, but I hated that choosing a framework meant getting stuck with one provider. Want to switch from GPT-5 to Claude 4? That meant a painful rewrite.&lt;/p&gt;

&lt;p&gt;So, I built &lt;strong&gt;Allos&lt;/strong&gt;: an open-source, MIT-licensed agentic SDK for Python. The philosophy is simple: &lt;strong&gt;write your agent logic once, run it with any LLM provider.&lt;/strong&gt;&lt;/p&gt;

&lt;h3&gt;
  
  
  Show Me the Magic: 2-Minute Demo
&lt;/h3&gt;

&lt;p&gt;Before I explain more, just watch what it can do. Here's a 2-minute video where Allos builds a complete, multi-file FastAPI application from a single prompt.&lt;/p&gt;

&lt;p&gt;

  &lt;iframe src="https://www.youtube.com/embed/rWc-8awcAJo"&gt;
  &lt;/iframe&gt;


&lt;/p&gt;

&lt;h3&gt;
  
  
  Get Started in 2 Minutes
&lt;/h3&gt;

&lt;p&gt;You can replicate that experience right now.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;1. Install the SDK (with all providers):&lt;/strong&gt;&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;uv pip &lt;span class="nb"&gt;install&lt;/span&gt; &lt;span class="s2"&gt;"allos-agent-sdk[all]"&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;2. Set your API key:&lt;/strong&gt;&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="nb"&gt;export &lt;/span&gt;&lt;span class="nv"&gt;OPENAI_API_KEY&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="s2"&gt;"your_api_key_here"&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;3. Run your first agent!&lt;/strong&gt;&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;allos &lt;span class="s2"&gt;"Create a simple FastAPI app in main.py and tell me how to run it."&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;That's it. The agent will plan the steps, show you the code it's about to write, ask for your permission, and get it done.&lt;/p&gt;

&lt;h3&gt;
  
  
  The Core Promise: True Provider Freedom
&lt;/h3&gt;

&lt;p&gt;This is the main event. You can start a task with one provider and finish it with another, using the exact same code and session context.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="c"&gt;# Start with OpenAI&lt;/span&gt;
allos &lt;span class="nt"&gt;--provider&lt;/span&gt; openai &lt;span class="s2"&gt;"Refactor this code for readability."&lt;/span&gt;

&lt;span class="c"&gt;# Switch to Anthropic for deeper reasoning&lt;/span&gt;
allos &lt;span class="nt"&gt;--provider&lt;/span&gt; anthropic &lt;span class="nt"&gt;--session&lt;/span&gt; refactor.json &lt;span class="s2"&gt;"Continue the analysis."&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&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%2F0ai2169g77ln7gk40lb7.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%2F0ai2169g77ln7gk40lb7.png" alt="Example SRE workflow using different providers"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;h3&gt;
  
  
  Why is this simpler? Less Boilerplate.
&lt;/h3&gt;

&lt;p&gt;Frameworks should get out of your way. Allos is designed to be minimal and intuitive.&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%2Fo5nlh83w1e4qkws9tstt.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%2Fo5nlh83w1e4qkws9tstt.png" alt="Langchain basic implementation"&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%2Fxok5j6hqqrgrjulqs7qs.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%2Fxok5j6hqqrgrjulqs7qs.png" alt="Similar implementation with Allos"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;h3&gt;
  
  
  What's Included in the Box?
&lt;/h3&gt;

&lt;p&gt;Allos isn't just a wrapper; it's a full toolkit for building agents.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;  &lt;strong&gt;A Polished CLI:&lt;/strong&gt; The &lt;code&gt;allos&lt;/code&gt; command is your main entry point. It supports single-shot tasks, a full interactive mode (&lt;code&gt;-i&lt;/code&gt;), and session management (&lt;code&gt;-s&lt;/code&gt;).&lt;/li&gt;
&lt;/ul&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%2Fvo8mc7rn4yk0saykdsmx.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%2Fvo8mc7rn4yk0saykdsmx.png" alt="Allos CLI"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;Secure, Built-in Tools:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;  &lt;strong&gt;Filesystem:&lt;/strong&gt; &lt;code&gt;read_file&lt;/code&gt;, &lt;code&gt;write_file&lt;/code&gt;, &lt;code&gt;edit_file&lt;/code&gt;, &lt;code&gt;list_directory&lt;/code&gt;
&lt;/li&gt;
&lt;li&gt;  &lt;strong&gt;Execution:&lt;/strong&gt; &lt;code&gt;shell_exec&lt;/code&gt; (with timeouts and a dangerous command blocklist)&lt;/li&gt;
&lt;li&gt;  A &lt;strong&gt;human-in-the-loop permission system&lt;/strong&gt; means you're always in control.&lt;/li&gt;
&lt;/ul&gt;


&lt;/li&gt;

&lt;li&gt;

&lt;p&gt;&lt;strong&gt;Extensible by Design:&lt;/strong&gt; Creating your own tool is as simple as writing a Python class with a &lt;code&gt;@tool&lt;/code&gt; decorator.&lt;br&gt;
&lt;/p&gt;

&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="nd"&gt;@tool&lt;/span&gt;
&lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;DatabaseQueryTool&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;BaseTool&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="n"&gt;name&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;query_database&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
    &lt;span class="c1"&gt;# ... your implementation
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;




&lt;/li&gt;

&lt;/ul&gt;

&lt;h3&gt;
  
  
  The Roadmap: Building an Open Ecosystem
&lt;/h3&gt;

&lt;p&gt;This MVP is just the beginning. The public &lt;a href="https://github.com/Undiluted7027/allos-agent-sdk/blob/main/ROADMAP.md" rel="noopener noreferrer"&gt;roadmap&lt;/a&gt; is focused on what developers need next:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;  🔌 &lt;strong&gt;Ollama Support:&lt;/strong&gt; First-class support for running local models is our next major priority.&lt;/li&gt;
&lt;li&gt;  🌐 &lt;strong&gt;Web Tools:&lt;/strong&gt; Built-in &lt;code&gt;web_search&lt;/code&gt; and &lt;code&gt;web_fetch&lt;/code&gt; tools + &lt;strong&gt;MCP!&lt;/strong&gt;.&lt;/li&gt;
&lt;li&gt;  🧠 &lt;strong&gt;More Providers:&lt;/strong&gt; Google Gemini, Cohere, and more.&lt;/li&gt;
&lt;li&gt;  🤖 &lt;strong&gt;More Agentic Frameworks:&lt;/strong&gt; smolagents, Pydantic AI, and more.&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Join the Community!
&lt;/h3&gt;

&lt;p&gt;This project is built in the open, for the community. If you believe developers should have the freedom to choose their tools, I'd love your support.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;p&gt;⭐ &lt;strong&gt;Star us on GitHub:&lt;/strong&gt; This is the #1 way to help the project grow!&lt;br&gt;
&lt;a href="https://github.com/Undiluted7027/allos-agent-sdk" rel="noopener noreferrer"&gt;https://github.com/Undiluted7027/allos-agent-sdk&lt;/a&gt;&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;💬 &lt;a href="https://github.com/Undiluted7027/allos-agent-sdk/discussions" rel="noopener noreferrer"&gt;Join the Discussion&lt;/a&gt;: Share ideas, ask questions, and help shape the roadmap.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;🐛 &lt;a href="https://github.com/Undiluted7027/allos-agent-sdk/issues/new/choose" rel="noopener noreferrer"&gt;Report a Bug or Suggest a Feature&lt;/a&gt;.&lt;/p&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;We have a &lt;strong&gt;Stargazers Hall of Fame&lt;/strong&gt; in our &lt;code&gt;README&lt;/code&gt; to thank our earliest supporters!&lt;/p&gt;

&lt;p&gt;I'm incredibly proud of this first release and can't wait to see what you build with it. Let me know what you think in the comments&lt;/p&gt;

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