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    <title>DEV Community: OnomeoAI</title>
    <description>The latest articles on DEV Community by OnomeoAI (@onomeoai).</description>
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      <title>DEV Community: OnomeoAI</title>
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      <title>I pinged 55 LLMs every 8 hours for a week. What stayed up, what broke, what vanished (Sep 15–21)</title>
      <dc:creator>OnomeoAI</dc:creator>
      <pubDate>Mon, 21 Sep 2026 15:52:05 +0000</pubDate>
      <link>https://dev.to/onomeoai/i-pinged-55-llms-every-8-hours-for-a-week-what-stayed-up-what-broke-what-vanished-sep-15-21-2kld</link>
      <guid>https://dev.to/onomeoai/i-pinged-55-llms-every-8-hours-for-a-week-what-stayed-up-what-broke-what-vanished-sep-15-21-2kld</guid>
      <description>&lt;p&gt;I run onomeo, a small site that gives out free daily credits for 55 models behind one OpenAI-compatible key. Every 8 hours the server sends each model the same prompt, "Reply with the single word: ok", and logs whether it answered and how long it took. This is week one of those logs: Sep 15 11:09 UTC to Sep 21 14:33 UTC, 692 tests.&lt;/p&gt;

&lt;h2&gt;
  
  
  The big models: 16 of 16 answered every test
&lt;/h2&gt;

&lt;p&gt;GPT-6 Astra, Claude Opus 5, Claude Sonnet 5, Claude Haiku 4.5, Gemini 3.1 Pro, GPT-5.6 Sol, Terra and Luna, Grok 4.6, Kimi K3, GLM-5.3, o3, DeepSeek V4 Pro, Llama 4 Maverick, Mistral Large 3 and Nemotron 3 Ultra joined on Sep 20 and passed all 3 tests since then. Three tests is a small sample; next week's report covers a full week for them. On onomeo they run on the same free daily credits, counted at 1x to 20x depending on the model.&lt;/p&gt;

&lt;h2&gt;
  
  
  14 free models passed all 19 tests
&lt;/h2&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Model&lt;/th&gt;
&lt;th&gt;Passed&lt;/th&gt;
&lt;th&gt;Avg response&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;
&lt;a class="mentioned-user" href="https://dev.to/cf"&gt;@cf&lt;/a&gt;/qwen/qwen2.5-coder-32b-instruct&lt;/td&gt;
&lt;td&gt;19/19&lt;/td&gt;
&lt;td&gt;0.35 s&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;
&lt;a class="mentioned-user" href="https://dev.to/cf"&gt;@cf&lt;/a&gt;/meta/llama-4-scout-17b-16e-instruct&lt;/td&gt;
&lt;td&gt;19/19&lt;/td&gt;
&lt;td&gt;0.36 s&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;ministral-3b-latest&lt;/td&gt;
&lt;td&gt;19/19&lt;/td&gt;
&lt;td&gt;0.37 s&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;ministral-8b-latest&lt;/td&gt;
&lt;td&gt;19/19&lt;/td&gt;
&lt;td&gt;0.48 s&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;
&lt;a class="mentioned-user" href="https://dev.to/cf"&gt;@cf&lt;/a&gt;/openai/gpt-oss-120b&lt;/td&gt;
&lt;td&gt;19/19&lt;/td&gt;
&lt;td&gt;1.11 s&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Qwen/Qwen3.8-Flash-Next&lt;/td&gt;
&lt;td&gt;19/19&lt;/td&gt;
&lt;td&gt;1.61 s&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;mistral-Nemo-Instruct-2407&lt;/td&gt;
&lt;td&gt;19/19&lt;/td&gt;
&lt;td&gt;1.93 s&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;codestral-latest&lt;/td&gt;
&lt;td&gt;19/19&lt;/td&gt;
&lt;td&gt;1.97 s&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;gemini-3-flash-preview&lt;/td&gt;
&lt;td&gt;19/19&lt;/td&gt;
&lt;td&gt;2.15 s&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;gemini-3.1-flash-lite&lt;/td&gt;
&lt;td&gt;19/19&lt;/td&gt;
&lt;td&gt;2.24 s&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;deepseek-v4-flash&lt;/td&gt;
&lt;td&gt;19/19&lt;/td&gt;
&lt;td&gt;2.35 s&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;stepfun/step-3.7-flash:free&lt;/td&gt;
&lt;td&gt;19/19&lt;/td&gt;
&lt;td&gt;2.68 s&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Shanghai_AI_Laboratory/Intern-S2-Preview&lt;/td&gt;
&lt;td&gt;19/19&lt;/td&gt;
&lt;td&gt;3.17 s&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;deepseek-v4.1-flash&lt;/td&gt;
&lt;td&gt;19/19&lt;/td&gt;
&lt;td&gt;39.85 s&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;Cloudflare's hosted models and Mistral's small ones were the fastest. The slowest in that table, deepseek-v4.1-flash, averaged 39.9 s, because it thinks before answering even a one-word prompt.&lt;/p&gt;

&lt;h2&gt;
  
  
  The flaky ones
&lt;/h2&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Model&lt;/th&gt;
&lt;th&gt;Passed&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;mistralai/mistral-nemotron&lt;/td&gt;
&lt;td&gt;9/19&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;poolside/laguna-s-2.1:free&lt;/td&gt;
&lt;td&gt;11/19&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;z-ai/glm-5.3-flash-free&lt;/td&gt;
&lt;td&gt;12/19&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;tencent/hy3-free&lt;/td&gt;
&lt;td&gt;12/19&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;nvidia/nemotron-3.5-lightning-30b-a3b&lt;/td&gt;
&lt;td&gt;15/19&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;h2&gt;
  
  
  New and gone
&lt;/h2&gt;

&lt;p&gt;New free models this week: google/gemma-4-26b-a4b-it:free (0/2 so far), inclusionai/ling-3.0-flash-vl:free (1/2 so far), nvidia/nemotron-3-nano-omni-30b-a3b-reasoning:free (0/2 so far).&lt;/p&gt;

&lt;p&gt;Gone: ModelScope stopped serving three models. Qwen3-235B-A22B-Thinking-2507 and Qwen3-Coder-30B-A3B-Instruct return "has no provider supported", and GLM-4.7-Flash returns an empty answer.&lt;/p&gt;

&lt;h2&gt;
  
  
  Caveats
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;A one-word prompt shows whether a model is up and how fast it starts. It says nothing about how smart it is.&lt;/li&gt;
&lt;li&gt;Models served through OpenRouter are tested once a day, not every 8 hours.&lt;/li&gt;
&lt;li&gt;A few SiliconFlow failures on Sep 15 were our fault: our account balance had dropped below zero. Fixed on Sep 16.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The live board updates every 8 hours: &lt;a href="https://onomeo.com/free-models?w=0922" rel="noopener noreferrer"&gt;https://onomeo.com/free-models?w=0922&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Disclosure: I run onomeo. This post was drafted with AI help from the site's own test logs.&lt;/p&gt;

</description>
      <category>ai</category>
      <category>llm</category>
      <category>api</category>
      <category>opensource</category>
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