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    <title>DEV Community: dmae97</title>
    <description>The latest articles on DEV Community by dmae97 (@dmae97).</description>
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      <title>I Made Kimi Build Its Own Tiny Coding Team in 2 Days</title>
      <dc:creator>dmae97</dc:creator>
      <pubDate>Fri, 01 May 2026 23:38:39 +0000</pubDate>
      <link>https://dev.to/dmae97/i-made-kimi-build-its-own-tiny-coding-team-in-2-days-2n0l</link>
      <guid>https://dev.to/dmae97/i-made-kimi-build-its-own-tiny-coding-team-in-2-days-2n0l</guid>
      <description>&lt;p&gt;I built a small experimental CLI called &lt;code&gt;oh-my-kimichan&lt;/code&gt;.&lt;/p&gt;

&lt;p&gt;The funny part: I built it with Kimi Code CLI itself.&lt;/p&gt;

&lt;p&gt;The original idea was not serious.&lt;/p&gt;

&lt;p&gt;I just wanted to see if Kimi could help me build a small orchestration layer around Kimi Code CLI — something that turns a single coding assistant into a tiny coding team.&lt;/p&gt;

&lt;p&gt;Two days later, the project had:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;19 GitHub stars&lt;/li&gt;
&lt;li&gt;360+ npm downloads&lt;/li&gt;
&lt;li&gt;a published npm CLI&lt;/li&gt;
&lt;li&gt;a DAG runner&lt;/li&gt;
&lt;li&gt;run state&lt;/li&gt;
&lt;li&gt;logs/replay&lt;/li&gt;
&lt;li&gt;worktree isolation&lt;/li&gt;
&lt;li&gt;evidence gates&lt;/li&gt;
&lt;li&gt;a live terminal HUD&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;It is still rough.&lt;br&gt;&lt;br&gt;
It is not production-grade.&lt;br&gt;&lt;br&gt;
It is not an official Moonshot AI project.&lt;/p&gt;

&lt;p&gt;But it became interesting enough that I decided to keep polishing it in public.&lt;/p&gt;
&lt;h2&gt;
  
  
  What is oh-my-kimichan?
&lt;/h2&gt;

&lt;p&gt;&lt;code&gt;oh-my-kimichan&lt;/code&gt; is an unofficial experimental wrapper around Kimi Code CLI.&lt;/p&gt;

&lt;p&gt;The goal is simple:&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;Turn Kimi Code CLI into a small spec-driven coding team.&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;Instead of only running one prompt, OMK tries to structure the workflow like this:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;goal
→ spec / plan
→ DAG
→ workers
→ reviewer
→ evidence gates
→ summary
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;The current CLI looks roughly like this:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;npm i &lt;span class="nt"&gt;-g&lt;/span&gt; oh-my-kimichan

omk init
omk doctor
omk plan &lt;span class="s2"&gt;"add login"&lt;/span&gt;
omk parallel &lt;span class="s2"&gt;"implement login"&lt;/span&gt;
omk verify
omk logs latest
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Why I built it
&lt;/h2&gt;

&lt;p&gt;I have been experimenting with multi-agent coding workflows for a while.&lt;/p&gt;

&lt;p&gt;Most tools in this space are centered around Claude Code, Codex, or OpenCode.&lt;/p&gt;

&lt;p&gt;But Kimi Code CLI felt surprisingly strong in my own workflow.&lt;/p&gt;

&lt;p&gt;So I wanted to test a simple question:&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;What would a Kimi-native orchestration CLI look like?&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;Not a huge platform.&lt;br&gt;&lt;br&gt;
Not a full replacement for Claude Code or OpenCode.&lt;br&gt;&lt;br&gt;
Just a small layer that understands Kimi's behavior and adds structure around it.&lt;/p&gt;
&lt;h2&gt;
  
  
  What it currently does
&lt;/h2&gt;

&lt;p&gt;The current prototype includes:&lt;/p&gt;
&lt;h3&gt;
  
  
  Stable Kimi runner
&lt;/h3&gt;

&lt;p&gt;The runner now separates:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;exit code&lt;/li&gt;
&lt;li&gt;stderr&lt;/li&gt;
&lt;li&gt;timeout&lt;/li&gt;
&lt;li&gt;MCP failure&lt;/li&gt;
&lt;li&gt;
&lt;code&gt;--print&lt;/code&gt; mode failure&lt;/li&gt;
&lt;li&gt;debug logs&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Earlier, I made the mistake of treating "stdout exists" as success.&lt;/p&gt;

&lt;p&gt;That was convenient for a prototype, but wrong for a real runner.&lt;/p&gt;

&lt;p&gt;Now OMK is moving toward stricter failure classification.&lt;/p&gt;
&lt;h3&gt;
  
  
  Run state
&lt;/h3&gt;

&lt;p&gt;Each run creates a local state directory:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;.omk/runs/&amp;lt;run-id&amp;gt;/
  goal.md
  plan.md
  state.json
  events.jsonl
  artifacts/
  logs/
  workers/
  evidence.json
  summary.md
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;This makes the run inspectable and replayable.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;omk runs
omk status
omk logs latest
omk replay &amp;lt;run-id&amp;gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  DAG execution
&lt;/h3&gt;

&lt;p&gt;OMK uses a DAG-based execution model.&lt;/p&gt;

&lt;p&gt;Each node can have:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;dependencies&lt;/li&gt;
&lt;li&gt;role&lt;/li&gt;
&lt;li&gt;retry policy&lt;/li&gt;
&lt;li&gt;timeout&lt;/li&gt;
&lt;li&gt;failure policy&lt;/li&gt;
&lt;li&gt;evidence requirements&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The current shape is still simple, but it already makes the workflow easier to reason about than one giant prompt.&lt;/p&gt;

&lt;h3&gt;
  
  
  Worktree isolation
&lt;/h3&gt;

&lt;p&gt;Worker execution is moving toward real Git worktree isolation.&lt;/p&gt;

&lt;p&gt;The target structure is:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;git worktree add .omk/worktrees/&amp;lt;run-id&amp;gt;/&amp;lt;worker-id&amp;gt; &lt;span class="nt"&gt;-b&lt;/span&gt; omk/&amp;lt;run-id&amp;gt;/&amp;lt;worker-id&amp;gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;This should make parallel agent work safer and easier to merge.&lt;/p&gt;

&lt;h3&gt;
  
  
  Evidence gates
&lt;/h3&gt;

&lt;p&gt;Instead of trusting the model's final message, OMK verifies concrete evidence.&lt;/p&gt;

&lt;p&gt;Example:&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;"node"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"reviewer"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"required"&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;span class="nl"&gt;"type"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"file-exists"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"src/auth/service.ts"&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="nl"&gt;"type"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"command-pass"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"command"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"npm test"&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="nl"&gt;"type"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"diff-nonempty"&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="nl"&gt;"type"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"summary-present"&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;The goal is to make agent output less hand-wavy.&lt;/p&gt;

&lt;h2&gt;
  
  
  New direction: spec-driven execution
&lt;/h2&gt;

&lt;p&gt;I recently started connecting OMK with Spec Kit-style planning.&lt;/p&gt;

&lt;p&gt;The idea is:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;spec
→ plan
→ tasks
→ OMK DAG
→ Kimi workers
→ evidence gates
→ report
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;So the future flow should feel like this:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;omk feature &lt;span class="s2"&gt;"add OAuth login"&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Internally, OMK should:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;create or detect a spec&lt;/li&gt;
&lt;li&gt;generate a plan&lt;/li&gt;
&lt;li&gt;convert tasks into a DAG&lt;/li&gt;
&lt;li&gt;run Kimi workers in isolated worktrees&lt;/li&gt;
&lt;li&gt;verify evidence&lt;/li&gt;
&lt;li&gt;generate a report&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;That is the direction I want to explore next.&lt;/p&gt;

&lt;h2&gt;
  
  
  What went wrong
&lt;/h2&gt;

&lt;p&gt;A lot.&lt;/p&gt;

&lt;p&gt;The first version had rough edges:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;too much README marketing&lt;/li&gt;
&lt;li&gt;not enough hard verification&lt;/li&gt;
&lt;li&gt;weak failure classification&lt;/li&gt;
&lt;li&gt;workspace copy pretending to be worktree isolation&lt;/li&gt;
&lt;li&gt;experimental commands mixed with stable commands&lt;/li&gt;
&lt;li&gt;debug logs leaking into normal output&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The biggest lesson:&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;Multi-agent coding tools should not trust text output.&lt;br&gt;&lt;br&gt;
They need state, logs, evidence, replay, and verification.&lt;/p&gt;
&lt;/blockquote&gt;

&lt;h2&gt;
  
  
  What I am building next
&lt;/h2&gt;

&lt;p&gt;For the next few days, I am focusing on:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;code&gt;omk spec&lt;/code&gt;&lt;/li&gt;
&lt;li&gt;&lt;code&gt;omk dag from-spec&lt;/code&gt;&lt;/li&gt;
&lt;li&gt;&lt;code&gt;omk feature&lt;/code&gt;&lt;/li&gt;
&lt;li&gt;better &lt;code&gt;omk summary&lt;/code&gt;
&lt;/li&gt;
&lt;li&gt;better &lt;code&gt;omk mcp doctor&lt;/code&gt;
&lt;/li&gt;
&lt;li&gt;real worktree merge flow&lt;/li&gt;
&lt;li&gt;cleaner README and demo GIF&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The current goal is not to build a huge agent platform.&lt;/p&gt;

&lt;p&gt;The goal is smaller:&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;Make Kimi Code CLI feel like a tiny, inspectable, spec-driven coding team.&lt;/p&gt;
&lt;/blockquote&gt;

&lt;h2&gt;
  
  
  Repository
&lt;/h2&gt;

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

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;https://github.com/dmae97/oh-my-kimichan
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



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

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;npm i &lt;span class="nt"&gt;-g&lt;/span&gt; oh-my-kimichan
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



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

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;omk init
omk doctor
omk plan &lt;span class="s2"&gt;"add login"&lt;/span&gt;
omk parallel &lt;span class="s2"&gt;"implement login"&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Again: this is experimental and unofficial.&lt;/p&gt;

&lt;p&gt;But if you are interested in Kimi Code CLI, agent orchestration, DAG-based coding workflows, or spec-driven AI development, I would love feedback.&lt;/p&gt;

</description>
      <category>ai</category>
      <category>opensource</category>
      <category>cli</category>
      <category>agents</category>
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