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ant-pro-page-container-children-container" style="padding-inline:0;padding-block-end:0;padding-block-start:40px"><div class="sc-1c0xtl9-0 kMgEVL"><div class="sc-1c0xtl9-8 jsOPmD"><div class="sc-1c0xtl9-9 cslRFF"><div class="sc-1c0xtl9-1 jpnGFj"><nav class="sc-1c0xtl9-2 feFHco"><a href="/blog" data-discover="true">Blog</a></nav></div><h1 class="sc-1c0xtl9-3 Bwa-Do">How to Use Xiaomi MiMo v2.6 Pro on AIHubMix: Setup Guide</h1><div class="sc-1c0xtl9-5 gGIGKA"><span>AIHubMix</span><time dateTime="2026-09-28T06:26:24.000+00:00">September 28, 2026</time><span>7 min read</span></div><img src="https://aihubmix.com/blog-media/images/2026/09/d4d084e7a8c234b6.png" alt="How to Use Xiaomi MiMo v2.6 Pro on AIHubMix: Setup Guide" fetchPriority="high" class="sc-1c0xtl9-6 dHXlSg"/><article data-blog-article="true" class="sc-1c0xtl9-7 jonNQo"><p><strong>Update (October 23, 2026):</strong> <code>mimo-v2.5-pro</code> was retired on 21 October 2026, and AIHubMix no longer accepts requests for it. Use <code>mimo-v2.6-pro</code>, which costs the same.</p><p><strong>In short:</strong>&nbsp;point the official&nbsp;<code>openai</code>&nbsp;Python SDK at&nbsp;<code>https://aihubmix.com/v1</code>, use model ID&nbsp;<code>mimo-v2.6-pro</code>, and authenticate with your AIHubMix key. The API is OpenAI-compatible (callable in the same format as OpenAI's), so no special client is required. Setup takes about five minutes.</p><h2 id="key-points">Key points</h2><ul><li><strong>OpenAI-compatible API</strong>&nbsp;— change&nbsp;<code>base_url</code>, nothing else</li><li>Paid&nbsp;<strong><code>mimo-v2.6-pro</code></strong>&nbsp;· free&nbsp;<strong><code>xiaomi-mimo-v2.6-pro-free</code></strong>&nbsp;[1] [2]</li><li><strong>$0.48/M</strong>&nbsp;input ·&nbsp;<strong>$0.96/M</strong>&nbsp;output [1]</li><li>Free tier&nbsp;<strong>5 requests/min · 100/day · 1M tokens/day</strong>&nbsp;[2]</li><li>Context&nbsp;<strong>1.05M tokens</strong>&nbsp;· max output&nbsp;<strong>131K tokens</strong>&nbsp;[1]</li><li>Requirements: Python 3.9+, an AIHubMix API key</li></ul><h2 id="reference-values">Reference values</h2>
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<div class="blog-table-scroll"><table data-line="15" class="code-line" dir="auto" style="border-collapse: collapse; margin-bottom: 0.7em; color: rgb(187, 190, 191); font-family: -apple-system, &quot;system-ui&quot;, &quot;Segoe WPC&quot;, &quot;Segoe UI&quot;, system-ui, Ubuntu, &quot;Droid Sans&quot;, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 2; text-align: start; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; white-space: normal; text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;"><thead data-line="15" class="code-line" dir="auto"><tr data-line="15" class="code-line" dir="auto"><th style="text-align: left; border-bottom: 1px solid rgba(255, 255, 255, 0.69); padding: 5px 10px; border-top-color: rgba(255, 255, 255, 0.69); border-right-color: rgba(255, 255, 255, 0.69); border-left-color: rgba(255, 255, 255, 0.69);"></th><th style="text-align: left; border-bottom: 1px solid rgba(255, 255, 255, 0.69); padding: 5px 10px; border-top-color: rgba(255, 255, 255, 0.69); border-right-color: rgba(255, 255, 255, 0.69); border-left-color: rgba(255, 255, 255, 0.69);"></th></tr></thead><tbody data-line="17" class="code-line" dir="auto"><tr data-line="17" class="code-line" dir="auto"><td style="padding: 5px 10px; border-color: rgba(255, 255, 255, 0.18);">Base URL</td><td style="padding: 5px 10px; border-color: rgba(255, 255, 255, 0.18);"><code style="font-family: Menlo, Monaco, &quot;Courier New&quot;, monospace; color: rgb(140, 140, 140); background-color: rgb(38, 38, 38); padding: 1px 3px; border-radius: 4px; font-size: 1em; line-height: 1.357em;">https://aihubmix.com/v1</code></td></tr><tr data-line="18" class="code-line" dir="auto"><td style="padding: 5px 10px; border-top: 1px solid rgba(255, 255, 255, 0.18); border-right-color: rgba(255, 255, 255, 0.18); border-bottom-color: rgba(255, 255, 255, 0.18); border-left-color: rgba(255, 255, 255, 0.18);">Protocol</td><td style="padding: 5px 10px; border-top: 1px solid rgba(255, 255, 255, 0.18); border-right-color: rgba(255, 255, 255, 0.18); border-bottom-color: rgba(255, 255, 255, 0.18); border-left-color: rgba(255, 255, 255, 0.18);">OpenAI Chat Completions</td></tr><tr data-line="19" class="code-line" dir="auto"><td style="padding: 5px 10px; border-top: 1px solid rgba(255, 255, 255, 0.18); border-right-color: rgba(255, 255, 255, 0.18); border-bottom-color: rgba(255, 255, 255, 0.18); border-left-color: rgba(255, 255, 255, 0.18);">Paid model ID</td><td style="padding: 5px 10px; border-top: 1px solid rgba(255, 255, 255, 0.18); border-right-color: rgba(255, 255, 255, 0.18); border-bottom-color: rgba(255, 255, 255, 0.18); border-left-color: rgba(255, 255, 255, 0.18);"><code style="font-family: Menlo, Monaco, &quot;Courier New&quot;, monospace; color: rgb(140, 140, 140); background-color: rgb(38, 38, 38); padding: 1px 3px; border-radius: 4px; font-size: 1em; line-height: 1.357em;">mimo-v2.6-pro</code></td></tr><tr data-line="20" class="code-line" dir="auto"><td style="padding: 5px 10px; border-top: 1px solid rgba(255, 255, 255, 0.18); border-right-color: rgba(255, 255, 255, 0.18); border-bottom-color: rgba(255, 255, 255, 0.18); border-left-color: rgba(255, 255, 255, 0.18);">Free model ID</td><td style="padding: 5px 10px; border-top: 1px solid rgba(255, 255, 255, 0.18); border-right-color: rgba(255, 255, 255, 0.18); border-bottom-color: rgba(255, 255, 255, 0.18); border-left-color: rgba(255, 255, 255, 0.18);"><code style="font-family: Menlo, Monaco, &quot;Courier New&quot;, monospace; color: rgb(140, 140, 140); background-color: rgb(38, 38, 38); padding: 1px 3px; border-radius: 4px; font-size: 1em; line-height: 1.357em;">xiaomi-mimo-v2.6-pro-free</code></td></tr><tr data-line="21" class="code-line" dir="auto"><td style="padding: 5px 10px; border-top: 1px solid rgba(255, 255, 255, 0.18); border-right-color: rgba(255, 255, 255, 0.18); border-bottom-color: rgba(255, 255, 255, 0.18); border-left-color: rgba(255, 255, 255, 0.18);">Pricing (paid)</td><td style="padding: 5px 10px; border-top: 1px solid rgba(255, 255, 255, 0.18); border-right-color: rgba(255, 255, 255, 0.18); border-bottom-color: rgba(255, 255, 255, 0.18); border-left-color: rgba(255, 255, 255, 0.18);">$0.48/M input · $0.96/M output · $0.0038/M cache read [1]</td></tr><tr data-line="22" class="code-line" dir="auto"><td style="padding: 5px 10px; border-top: 1px solid rgba(255, 255, 255, 0.18); border-right-color: rgba(255, 255, 255, 0.18); border-bottom-color: rgba(255, 255, 255, 0.18); border-left-color: rgba(255, 255, 255, 0.18);">Free tier limits</td><td style="padding: 5px 10px; border-top: 1px solid rgba(255, 255, 255, 0.18); border-right-color: rgba(255, 255, 255, 0.18); border-bottom-color: rgba(255, 255, 255, 0.18); border-left-color: rgba(255, 255, 255, 0.18);">5 req/min · 100 req/day · 1M tokens/day [2]</td></tr><tr data-line="23" class="code-line" dir="auto"><td style="padding: 5px 10px; border-top: 1px solid rgba(255, 255, 255, 0.18); border-right-color: rgba(255, 255, 255, 0.18); border-bottom-color: rgba(255, 255, 255, 0.18); border-left-color: rgba(255, 255, 255, 0.18);">Context window</td><td style="padding: 5px 10px; border-top: 1px solid rgba(255, 255, 255, 0.18); border-right-color: rgba(255, 255, 255, 0.18); border-bottom-color: rgba(255, 255, 255, 0.18); border-left-color: rgba(255, 255, 255, 0.18);">1.05M tokens [1]</td></tr><tr data-line="24" class="code-line" dir="auto"><td style="padding: 5px 10px; border-top: 1px solid rgba(255, 255, 255, 0.18); border-right-color: rgba(255, 255, 255, 0.18); border-bottom-color: rgba(255, 255, 255, 0.18); border-left-color: rgba(255, 255, 255, 0.18);">Max output</td><td style="padding: 5px 10px; border-top: 1px solid rgba(255, 255, 255, 0.18); border-right-color: rgba(255, 255, 255, 0.18); border-bottom-color: rgba(255, 255, 255, 0.18); border-left-color: rgba(255, 255, 255, 0.18);">131K tokens [1]</td></tr><tr data-line="25" class="code-line" dir="auto"><td style="padding: 5px 10px; border-top: 1px solid rgba(255, 255, 255, 0.18); border-right-color: rgba(255, 255, 255, 0.18); border-bottom-color: rgba(255, 255, 255, 0.18); border-left-color: rgba(255, 255, 255, 0.18);">Input modalities</td><td style="padding: 5px 10px; border-top: 1px solid rgba(255, 255, 255, 0.18); border-right-color: rgba(255, 255, 255, 0.18); border-bottom-color: rgba(255, 255, 255, 0.18); border-left-color: rgba(255, 255, 255, 0.18);">Text, vision, audio, video — text output only [1]</td></tr><tr data-line="26" class="code-line" dir="auto"><td style="padding: 5px 10px; border-top: 1px solid rgba(255, 255, 255, 0.18); border-right-color: rgba(255, 255, 255, 0.18); border-bottom-color: rgba(255, 255, 255, 0.18); border-left-color: rgba(255, 255, 255, 0.18);">Listed features</td><td style="padding: 5px 10px; border-top: 1px solid rgba(255, 255, 255, 0.18); border-right-color: rgba(255, 255, 255, 0.18); border-bottom-color: rgba(255, 255, 255, 0.18); border-left-color: rgba(255, 255, 255, 0.18);">Streaming, tool calling, structured outputs, prompt caching [1]</td></tr></tbody></table></div>
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<h2 id="should-you-use-v26-pro-or-v25-pro">Should you use v2.6 Pro or v2.5 Pro?</h2><p>Use v2.6 Pro. It is the same price and accepts more kinds of input.</p>
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<div class="blog-table-scroll"><table data-line="32" class="code-line" dir="auto" style="border-collapse: collapse; margin-bottom: 0.7em; color: rgb(187, 190, 191); font-family: -apple-system, &quot;system-ui&quot;, &quot;Segoe WPC&quot;, &quot;Segoe UI&quot;, system-ui, Ubuntu, &quot;Droid Sans&quot;, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 2; text-align: start; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; white-space: normal; text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;"><thead data-line="32" class="code-line" dir="auto"><tr data-line="32" class="code-line" dir="auto"><th style="text-align: left; border-bottom: 1px solid rgba(255, 255, 255, 0.69); padding: 5px 10px; border-top-color: rgba(255, 255, 255, 0.69); border-right-color: rgba(255, 255, 255, 0.69); border-left-color: rgba(255, 255, 255, 0.69);"></th><th style="text-align: left; border-bottom: 1px solid rgba(255, 255, 255, 0.69); padding: 5px 10px; border-top-color: rgba(255, 255, 255, 0.69); border-right-color: rgba(255, 255, 255, 0.69); border-left-color: rgba(255, 255, 255, 0.69);"><code style="font-family: Menlo, Monaco, &quot;Courier New&quot;, monospace; color: rgb(140, 140, 140); background-color: rgb(38, 38, 38); padding: 1px 3px; border-radius: 4px; font-size: 1em; line-height: 1.357em;">mimo-v2.5-pro</code></th><th style="text-align: left; border-bottom: 1px solid rgba(255, 255, 255, 0.69); padding: 5px 10px; border-top-color: rgba(255, 255, 255, 0.69); border-right-color: rgba(255, 255, 255, 0.69); border-left-color: rgba(255, 255, 255, 0.69);"><code style="font-family: Menlo, Monaco, &quot;Courier New&quot;, monospace; color: rgb(140, 140, 140); background-color: rgb(38, 38, 38); padding: 1px 3px; border-radius: 4px; font-size: 1em; line-height: 1.357em;">mimo-v2.6-pro</code></th></tr></thead><tbody data-line="34" class="code-line" dir="auto"><tr data-line="34" class="code-line" dir="auto"><td style="padding: 5px 10px; border-color: rgba(255, 255, 255, 0.18);">Input</td><td style="padding: 5px 10px; border-color: rgba(255, 255, 255, 0.18);">Text only [5]</td><td style="padding: 5px 10px; border-color: rgba(255, 255, 255, 0.18);">Text, vision, audio, video [1]</td></tr><tr data-line="35" class="code-line" dir="auto"><td style="padding: 5px 10px; border-top: 1px solid rgba(255, 255, 255, 0.18); border-right-color: rgba(255, 255, 255, 0.18); border-bottom-color: rgba(255, 255, 255, 0.18); border-left-color: rgba(255, 255, 255, 0.18);">Price in / out</td><td style="padding: 5px 10px; border-top: 1px solid rgba(255, 255, 255, 0.18); border-right-color: rgba(255, 255, 255, 0.18); border-bottom-color: rgba(255, 255, 255, 0.18); border-left-color: rgba(255, 255, 255, 0.18);">$0.48/M · $0.96/M [5]</td><td style="padding: 5px 10px; border-top: 1px solid rgba(255, 255, 255, 0.18); border-right-color: rgba(255, 255, 255, 0.18); border-bottom-color: rgba(255, 255, 255, 0.18); border-left-color: rgba(255, 255, 255, 0.18);">$0.48/M · $0.96/M [1]</td></tr><tr data-line="36" class="code-line" dir="auto"><td style="padding: 5px 10px; border-top: 1px solid rgba(255, 255, 255, 0.18); border-right-color: rgba(255, 255, 255, 0.18); border-bottom-color: rgba(255, 255, 255, 0.18); border-left-color: rgba(255, 255, 255, 0.18);">Context / max output</td><td style="padding: 5px 10px; border-top: 1px solid rgba(255, 255, 255, 0.18); border-right-color: rgba(255, 255, 255, 0.18); border-bottom-color: rgba(255, 255, 255, 0.18); border-left-color: rgba(255, 255, 255, 0.18);">1.05M · 131K [5]</td><td style="padding: 5px 10px; border-top: 1px solid rgba(255, 255, 255, 0.18); border-right-color: rgba(255, 255, 255, 0.18); border-bottom-color: rgba(255, 255, 255, 0.18); border-left-color: rgba(255, 255, 255, 0.18);">1.05M · 131K [1]</td></tr><tr data-line="37" class="code-line" dir="auto"><td style="padding: 5px 10px; border-top: 1px solid rgba(255, 255, 255, 0.18); border-right-color: rgba(255, 255, 255, 0.18); border-bottom-color: rgba(255, 255, 255, 0.18); border-left-color: rgba(255, 255, 255, 0.18);">Availability</td><td style="padding: 5px 10px; border-top: 1px solid rgba(255, 255, 255, 0.18); border-right-color: rgba(255, 255, 255, 0.18); border-bottom-color: rgba(255, 255, 255, 0.18); border-left-color: rgba(255, 255, 255, 0.18);">Retires 21 October 2026 [5]</td><td style="padding: 5px 10px; border-top: 1px solid rgba(255, 255, 255, 0.18); border-right-color: rgba(255, 255, 255, 0.18); border-bottom-color: rgba(255, 255, 255, 0.18); border-left-color: rgba(255, 255, 255, 0.18);">Current [1]</td></tr></tbody></table></div>
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<p>Xiaomi's release notes say V2.6 "adopts the same API pricing as the V2.5 series" and give V2.6-Pro 46 points on the Artificial Analysis Intelligence Index — the top open-source score at the time of writing, above Kimi K3 and Qwen3.8 Max and below Claude Fable 5.1 and GPT-6 Astra [4]. The clearest generation-over-generation line in the notes is about the cheaper model: V2.6-<strong>Flash</strong>&nbsp;"has comprehensively outperformed MiMo-V2.5-Pro" [4].</p><p>Two things to keep in mind. Xiaomi has not published a direct V2.6-Pro vs V2.5-Pro benchmark table, so the comparison above is specs and price. And&nbsp;<code>mimo-v2.5-pro</code>&nbsp;is scheduled to retire on 21 October 2026 with&nbsp;<code>mimo-v2.6-pro</code>&nbsp;named as the migration target [5], so anything new built on v2.5 would need moving almost immediately.</p><h2 id="why-aihubmix">Why AIHubMix</h2><ul><li><strong>You only change&nbsp;<code>base_url</code>.</strong>&nbsp;The gateway speaks the OpenAI Chat Completions format, so the official SDK works unmodified. Anthropic-format&nbsp;<code>/v1/messages</code>&nbsp;(beta) and native Gemini calls are available on the same key [6].</li><li><strong>One key covers many vendors.</strong>&nbsp;<code>GET /v1/models</code>&nbsp;returned 416 model IDs on the day of setup, 21 of them MiMo variants [3]. Changing model means changing one string in your script.</li><li><strong>You can test for free first.</strong>&nbsp;<code>xiaomi-mimo-v2.6-pro-free</code>&nbsp;costs $0 within 5 requests/min, 100/day and 1M tokens/day [2] — enough to prove the setup works before you spend anything.</li><li><strong>No subscription.</strong>&nbsp;Billing is pay-as-you-go with no membership or monthly fee [6], and the paid MiMo rate matches the model page at $0.48/M in and $0.96/M out [1].</li><li><strong>Debugging is faster.</strong>&nbsp;If a call fails, point the same script at another vendor's model. A success there means your key, URL and request shape are fine, and the problem is the model — one call instead of an afternoon.</li></ul><h2 id="how-to-set-it-up">How to set it up</h2><h3 id="1-create-the-project">1. Create the project</h3><pre><code class="language-bash">mkdir mimo-demo &amp;&amp; cd mimo-demo
python3 -m venv .venv
.venv/bin/pip install "openai&gt;=1.40" "python-dotenv&gt;=1.0"
</code></pre><h3 id="2-store-your-key">2. Store your key</h3><pre><code class="language-bash">printf 'AIHUBMIX_API_KEY=your_key_here\n' &gt; .env
chmod 600 .env
printf '.env\n.venv/\n__pycache__/\n' &gt; .gitignore
</code></pre><p>Never hardcode the key in your script, and never commit&nbsp;<code>.env</code>.</p><h3 id="3-create-the-client">3. Create the client</h3><p>Save as&nbsp;<code>chat.py</code>:</p><pre><code class="language-python">import os
import sys

from dotenv import load_dotenv
from openai import OpenAI

load_dotenv()

client = OpenAI(
    api_key=os.environ["AIHUBMIX_API_KEY"],
    base_url="https://aihubmix.com/v1",
)

prompt = sys.argv[1] if len(sys.argv) &gt; 1 else "Introduce yourself in one sentence."

stream = client.chat.completions.create(
    model="mimo-v2.6-pro",
    messages=[{"role": "user", "content": prompt}],
    max_tokens=1024,
    stream=True,
)

for chunk in stream:
    if not chunk.choices:
        continue
    piece = chunk.choices[0].delta.content
    if piece:
        print(piece, end="", flush=True)
print()
</code></pre><p>Keep both checks inside the loop. Some chunks arrive with an empty&nbsp;<code>choices</code>&nbsp;array, which raises&nbsp;<code>IndexError</code>&nbsp;if indexed;&nbsp;<code>delta.content</code>&nbsp;is&nbsp;<code>None</code>&nbsp;on the first and last frames, which&nbsp;<code>print</code>&nbsp;would output as the literal text&nbsp;<code>None</code>.</p><h3 id="4-run-it">4. Run it</h3><pre><code class="language-bash">.venv/bin/python chat.py "Introduce yourself in one sentence."
</code></pre><blockquote>I'm MiMo, a large language model developed by Xiaomi's LLM Core Team, here to assist with answering questions, writing, and a wide range of helpful tasks.</blockquote><p>Expect roughly six seconds to the first tokens, against the 6.4s listed on the model page [1].</p><h3 id="5-adjust-as-needed">5. Adjust as needed</h3><p>For a non-streaming call, drop&nbsp;<code>stream=True</code>&nbsp;and read&nbsp;<code>response.choices[0].message.content</code>. To switch models, change the&nbsp;<code>model</code>&nbsp;argument. Raise&nbsp;<code>max_tokens</code>&nbsp;for longer output — the default of 1024 above is well below the model's limit [1].</p><h2 id="checklist">Checklist</h2><ul><li>[ ] Virtualenv created;&nbsp;<code>openai</code>&nbsp;and&nbsp;<code>python-dotenv</code>&nbsp;installed</li><li>[ ]&nbsp;<code>.env</code>&nbsp;contains your real key,&nbsp;<code>chmod 600</code></li><li>[ ]&nbsp;<code>.env</code>&nbsp;listed in&nbsp;<code>.gitignore</code></li><li>[ ]&nbsp;<code>base_url</code>&nbsp;is&nbsp;<code>https://aihubmix.com/v1</code>&nbsp;— the&nbsp;<code>/v1</code>&nbsp;is required</li><li>[ ] Model ID is&nbsp;<code>mimo-v2.6-pro</code>&nbsp;(paid) or&nbsp;<code>xiaomi-mimo-v2.6-pro-free</code>&nbsp;(free)</li><li>[ ] Streaming loop guards&nbsp;<code>chunk.choices</code>&nbsp;and&nbsp;<code>delta.content</code></li><li>[ ] A test call returns text</li></ul><h2 id="faq">FAQ</h2><p><strong>Is the API really OpenAI-compatible?</strong>&nbsp;Yes — standard Chat Completions. Any OpenAI-compatible client works by setting the base URL to&nbsp;<code>https://aihubmix.com/v1</code>&nbsp;and passing your AIHubMix key as the bearer token. AIHubMix's documentation notes that&nbsp;<code>coding-xiaomi-mimo-v2.6-flash</code>&nbsp;supports OpenAI-compatible formats only [3].</p><p><strong>Which model ID should I use?</strong>&nbsp;<code>mimo-v2.6-pro</code>&nbsp;for paid,&nbsp;<code>xiaomi-mimo-v2.6-pro-free</code>&nbsp;for free. The two tiers use different naming conventions — free variants carry the&nbsp;<code>xiaomi-</code>&nbsp;prefix and paid ones do not, which is easy to get wrong.</p><p><strong>What other variants are available?</strong>&nbsp;<code>mimo-v2.6-pro-ultraspeed</code>,&nbsp;<code>mimo-v2.6-flash</code>,&nbsp;<code>mimo-v2.5-pro</code>, and coding-tuned IDs such as&nbsp;<code>coding-xiaomi-mimo-v2.6-pro</code>&nbsp;[3]. List them from the API:</p><pre><code class="language-bash">curl -s https://aihubmix.com/v1/models \
  -H "Authorization: Bearer $AIHUBMIX_API_KEY" \
  | python -c "
import json,sys
for i in sorted(m['id'] for m in json.load(sys.stdin)['data']):
    if 'mimo' in i: print(i)
"
</code></pre><p><strong>I get&nbsp;<code>429</code>&nbsp;— what does it mean?</strong>&nbsp;It depends on the message, and the two cases need opposite handling. "rate limited by provider" is a per-minute throttle: wait and retry. "reached the limit of the free model quota" means your account's free quota is exhausted and shared across free models — retrying will not help, so switch to&nbsp;<code>mimo-v2.6-pro</code>.</p><p><strong>I get&nbsp;<code>400</code>&nbsp;"cannot be served at the moment".</strong>&nbsp;First confirm the ID against the API:</p><pre><code class="language-bash">curl -s https://aihubmix.com/v1/models \
  -H "Authorization: Bearer $AIHUBMIX_API_KEY" \
  | python -c "import json,sys; print('mimo-v2.6-pro' in [m['id'] for m in json.load(sys.stdin)['data']])"
</code></pre><p>If that prints&nbsp;<code>True</code>, repeat the chat call with curl and look for&nbsp;<code>"code": "no_available_channel"</code>. That means the model is listed but has no upstream capacity at that moment — a provider-side condition that no local change will fix. Wait, or contact AIHubMix support with the request ID from the response.</p><p><strong>How can I tell whether a problem is mine or the provider's?</strong>&nbsp;Call a different vendor's model with the same key and script — for example&nbsp;<code>gpt-4o-mini</code>. If it succeeds, your key, base URL and request format are correct and the problem is that specific model. If it fails too, check your key and billing.</p><p><strong>Why is my output cut off mid-sentence?</strong>&nbsp;You reached&nbsp;<code>max_tokens</code>, not a model limit. Raise it.</p><p><strong>How do I check my account status?</strong></p><pre><code class="language-bash">curl -s https://aihubmix.com/v1/dashboard/billing/subscription \
  -H "Authorization: Bearer $AIHUBMIX_API_KEY"
</code></pre><p>Look at&nbsp;<code>has_payment_method</code>&nbsp;and the limit fields.</p><h2 id="next-steps">Next steps</h2><p>The script above is a working foundation. MiMo v2.6 Pro's listed capabilities include tool calling, structured outputs, vision and audio input, and prompt caching [1] — all through the same OpenAI-compatible interface, so extending the client is mostly a matter of adding standard parameters. Start with the free tier to confirm your setup, then switch the model ID to&nbsp;<code>mimo-v2.6-pro</code>&nbsp;for regular use.</p><hr><h3 id="sources">Sources</h3><ul><li>[1] AIHubMix model page,&nbsp;<code>mimo-v2.6-pro</code>:&nbsp;<a href="https://aihubmix.com/model/mimo-v2.6-pro">https://aihubmix.com/model/mimo-v2.6-pro</a>&nbsp;(accessed 28 September 2026)</li><li>[2] AIHubMix model page,&nbsp;<code>xiaomi-mimo-v2.6-pro-free</code>:&nbsp;<a href="https://aihubmix.com/model/xiaomi-mimo-v2.6-pro-free">https://aihubmix.com/model/xiaomi-mimo-v2.6-pro-free</a>&nbsp;(accessed 28 September 2026)</li><li>[3] Variant IDs and format notes from the&nbsp;<code>GET /v1/models</code>&nbsp;endpoint and AIHubMix model pages (accessed 28 September 2026)</li><li>[4] Xiaomi MiMo release notes, V2.6 series:&nbsp;<a href="https://mimo.mi.com/docs/en-US/news/latest/v2-6">https://mimo.mi.com/docs/en-US/news/latest/v2-6</a>&nbsp;(accessed 28 September 2026)</li><li>[5] AIHubMix model page,&nbsp;<code>mimo-v2.5-pro</code>:&nbsp;<a href="https://aihubmix.com/model/mimo-v2.5-pro">https://aihubmix.com/model/mimo-v2.5-pro</a>&nbsp;(accessed 28 September 2026)</li><li>[6] AIHubMix product documentation:&nbsp;<a href="https://docs.aihubmix.com/en">https://docs.aihubmix.com/en</a>&nbsp;(accessed 28 September 2026)</li></ul></article><div class="sc-1c0xtl9-16 hUosnH"><div><span class="brand-logo"><img class="brand-logo-light" src="/brand/light.svg?v=20260909" width="110" height="24" alt="AIHubMix"/></span><p class="sc-1c0xtl9-17 cebqkZ">One gateway to multiple AI providers.
Built for production.</p></div><a href="/" class="sc-1c0xtl9-15 sc-1c0xtl9-18 czYpSp cMkKAz">Visit AIHubMix<svg viewBox="0 0 24 24" xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="currentColor" aria-hidden="true" class="remixicon "><path d="M16.1716 10.9999L10.8076 5.63589L12.2218 4.22168L20 11.9999L12.2218 19.778L10.8076 18.3638L16.1716 12.9999H4V10.9999H16.1716Z"></path></svg></a></div><div class="sc-1c0xtl9-19 DWxSg"><h2 class="sc-1c0xtl9-20 bdVRff">More from the blog</h2><div class="sc-1c0xtl9-21 bXzQsu"><a class="sc-1c0xtl9-22 jlSeMr" href="/blog/gpt-image-2-6-api-tutorial-drafts-finals-and-migration-gotchas" data-discover="true"><div class="sc-1c0xtl9-23 kdkCIq"><img src="https://aihubmix.com/blog-media/images/2026/11/c53fbd60a3eef465.png" alt="GPT Image 2.6 API tutorial: drafts, finals, and migration gotchas" loading="lazy"/></div><div class="sc-1c0xtl9-24 jiOOqg"><h3>GPT Image 2.6 API tutorial: drafts, finals, and migration gotchas</h3><time dateTime="2026-11-05T08:59:05.000+00:00">November 5, 2026</time></div></a><a class="sc-1c0xtl9-22 jlSeMr" href="/blog/gpt-image-2-6-vs-2-5-is-the-upgrade-worth-it" data-discover="true"><div class="sc-1c0xtl9-23 kdkCIq"><img src="https://aihubmix.com/blog-media/images/2026/11/6af60d3f1108b2b2.png" alt="GPT Image 2.6 vs 2.5: is the upgrade worth it?" loading="lazy"/></div><div class="sc-1c0xtl9-24 jiOOqg"><h3>GPT Image 2.6 vs 2.5: is the upgrade worth it?</h3><time dateTime="2026-11-05T08:58:28.000+00:00">November 5, 2026</time></div></a><a class="sc-1c0xtl9-22 jlSeMr" href="/blog/best-ai-models" data-discover="true"><div class="sc-1c0xtl9-23 kdkCIq"><img src="https://aihubmix.com/blog-media/images/2026/11/f8ab86dcbe4ecbc2.png" alt="Best AI Models in 2026: Rankings, Prices, and How to Choose" loading="lazy"/></div><div class="sc-1c0xtl9-24 jiOOqg"><h3>Best AI Models in 2026: Rankings, Prices, and How to Choose</h3><time dateTime="2026-11-05T08:17:34.000+00:00">November 5, 2026</time></div></a></div></div></div><aside class="sc-1c0xtl9-10 cpcDux"><div class="sc-1c0xtl9-11 hxUGEH">On this page</div><div class="sc-1c0xtl9-12 dmMZCQ"><div class="css-1xohofr ant-anchor-wrapper" style="max-height:100vh"><div class="ant-anchor ant-anchor-fixed"><span class="ant-anchor-ink"></span><div class="ant-anchor-link"><a class="ant-anchor-link-title" href="#key-points" title="Key points">Key points</a></div><div class="ant-anchor-link"><a class="ant-anchor-link-title" href="#reference-values" title="Reference values">Reference values</a></div><div class="ant-anchor-link"><a class="ant-anchor-link-title" href="#should-you-use-v26-pro-or-v25-pro" title="Should you use v2.6 Pro or v2.5 Pro?">Should you use v2.6 Pro or v2.5 Pro?</a></div><div class="ant-anchor-link"><a class="ant-anchor-link-title" href="#why-aihubmix" title="Why AIHubMix">Why AIHubMix</a></div><div class="ant-anchor-link"><a class="ant-anchor-link-title" href="#how-to-set-it-up" title="How to set it up">How to set it up</a><div class="ant-anchor-link"><a class="ant-anchor-link-title" href="#1-create-the-project" title="1. Create the project">1. Create the project</a></div><div class="ant-anchor-link"><a class="ant-anchor-link-title" href="#2-store-your-key" title="2. Store your key">2. Store your key</a></div><div class="ant-anchor-link"><a class="ant-anchor-link-title" href="#3-create-the-client" title="3. Create the client">3. Create the client</a></div><div class="ant-anchor-link"><a class="ant-anchor-link-title" href="#4-run-it" title="4. Run it">4. Run it</a></div><div class="ant-anchor-link"><a class="ant-anchor-link-title" href="#5-adjust-as-needed" title="5. Adjust as needed">5. Adjust as needed</a></div></div><div class="ant-anchor-link"><a class="ant-anchor-link-title" href="#checklist" title="Checklist">Checklist</a></div><div class="ant-anchor-link"><a class="ant-anchor-link-title" href="#faq" title="FAQ">FAQ</a></div><div class="ant-anchor-link"><a class="ant-anchor-link-title" href="#next-steps" title="Next steps">Next steps</a><div class="ant-anchor-link"><a class="ant-anchor-link-title" href="#sources" title="Sources">Sources</a></div></div></div></div></div><div class="sc-1c0xtl9-13 ifprbj"><span class="brand-logo"><img class="brand-logo-light" src="/brand/light.svg?v=20260909" width="110" height="24" alt="AIHubMix"/></span><p id="blog-cta-headline" class="sc-1c0xtl9-14 gijIP">Use MiMo V2.6 Pro on AIHubMix</p><a href="/model/mimo-v2.6-pro" aria-describedby="blog-cta-headline" class="sc-1c0xtl9-15 czYpSp">View model &amp; pricing<svg viewBox="0 0 24 24" xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="currentColor" aria-hidden="true" class="remixicon "><path d="M16.1716 10.9999L10.8076 5.63589L12.2218 4.22168L20 11.9999L12.2218 19.778L10.8076 18.3638L16.1716 12.9999H4V10.9999H16.1716Z"></path></svg></a></div></aside></div></div><script id="seo-jsonld-page" type="application/ld+json">{"@context":"https://schema.org","@type":"BlogPosting","headline":"How to Use Xiaomi MiMo v2.6 Pro on AIHubMix: Setup Guide","description":"Update (October 23, 2026): mimo-v2.5-pro was retired on 21 October 2026, and AIHubMix no longer accepts requests for it. 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import("/static/entry.client-D3GyZyxc.js");</script><!--$--><script>window.__reactRouterContext.streamController.enqueue("[{\"_1\":2,\"_3\":-5,\"_4\":-5},\"loaderData\",{\"_5\":6},\"actionData\",\"errors\",\"blog\",{\"_7\":8,\"_9\":10,\"_11\":12,\"_8\":13,\"_14\":15,\"_16\":17,\"_18\":19,\"_20\":10},\"kind\",\"post\",\"locale\",\"en\",\"slug\",\"how-to-use-xiaomi-mimo-v2-6-pro-on-aihubmix-setup-guide\",{\"_11\":12,\"_29\":73,\"_31\":74,\"_33\":34,\"_75\":76,\"_35\":77,\"_37\":-5,\"_38\":34,\"_39\":78,\"_41\":79,\"_42\":57,\"_44\":45,\"_46\":80},\"related\",[25,26,27],\"modelCount\",714,\"ctaModel\",{\"_21\":22,\"_23\":24},\"htmlLang\",\"id\",\"mimo-v2.6-pro\",\"name\",\"MiMo V2.6 Pro\",{\"_11\":62,\"_29\":63,\"_31\":64,\"_33\":34,\"_35\":65,\"_37\":-5,\"_38\":34,\"_39\":66,\"_41\":67,\"_42\":68,\"_44\":45,\"_46\":69},{\"_11\":51,\"_29\":52,\"_31\":53,\"_33\":34,\"_35\":54,\"_37\":-5,\"_38\":34,\"_39\":55,\"_41\":56,\"_42\":57,\"_44\":45,\"_46\":58},{\"_11\":28,\"_29\":30,\"_31\":32,\"_33\":34,\"_35\":36,\"_37\":-5,\"_38\":34,\"_39\":40,\"_41\":40,\"_42\":43,\"_44\":45,\"_46\":47},\"best-ai-models\",\"title\",\"Best AI Models in 2026: Rankings, Prices, and How to Choose\",\"excerpt\",\"Last updated: November 5, 2026. The AI model market changes every few weeks, so this guide is built to be revised. It separates the three leaderboards, records list prices, and gives a decision table you can re-run when the next model ships.\\n\\n\\nRight now, \\\"the strongest AI model\\\" has three different answers, and they are not interchangeable.\\n\\n\\nGemini 4 Carbon tops the Artificial Analysis Intelligence Index at 60, but Google has released it only to a subset of cyber defenders and partners in its F\",\"has_custom_excerpt\",false,\"feature_image\",\"https://aihubmix.com/blog-media/images/2026/11/f8ab86dcbe4ecbc2.png\",\"og_image\",\"featured\",\"published_at\",\"2026-11-05T08:17:34.000+00:00\",\"updated_at\",\"reading_time\",14,\"author\",\"AIHubMix\",\"tags\",[48],{\"_23\":49,\"_11\":50},\"Opinion\",\"opinion\",\"gpt-image-2-6-vs-2-5-is-the-upgrade-worth-it\",\"GPT Image 2.6 vs 2.5: is the upgrade worth it?\",\"OpenAI released GPT Image 2.6 on November 4, 2026, in the same two variants as the previous version: Sunburst for detailed work and Flare for fast iteration. The price did not move. A 1024x1024 high-quality image still costs about $0.211 in output tokens, and the token rates are identical to 2.5.\\n\\n\\nWhat did move is speed and output type. AIHubMix's model page says the Images 2.6 family generates 50% faster — without stating the baseline — and that Flare can return a low-quality image in as littl\",\"https://aihubmix.com/blog-media/images/2026/11/6af60d3f1108b2b2.png\",\"2026-11-05T08:58:28.000+00:00\",\"2026-11-05T10:14:45.000+00:00\",7,[59],{\"_23\":60,\"_11\":61},\"News\",\"news\",\"gpt-image-2-6-api-tutorial-drafts-finals-and-migration-gotchas\",\"GPT Image 2.6 API tutorial: drafts, finals, and migration gotchas\",\"Moving a basic image call from GPT Image 2.5 to 2.6 is a model-ID change. The endpoints are the same, the token rates are the same, and the three recommended sizes are the same. The parts that need attention are Batch, which 2.5 has and 2.6 does not; the Responses image tool, which OpenAI's 2.5 and 2.6 materials describe differently; and the controls — complexity, SVG, GIF, and markup — which are documented for OpenAI's Image API but are not in AIHubMix's published parameter schema yet.\\n\\n\\nThis t\",\"https://aihubmix.com/blog-media/images/2026/11/c53fbd60a3eef465.png\",\"2026-11-05T08:59:05.000+00:00\",\"2026-11-05T10:14:48.000+00:00\",8,[70],{\"_23\":71,\"_11\":72},\"Tutorial\",\"tutorial\",\"How to Use Xiaomi MiMo v2.6 Pro on AIHubMix: Setup Guide\",\"Update (October 23, 2026): mimo-v2.5-pro was retired on 21 October 2026, and AIHubMix no longer accepts requests for it. Use mimo-v2.6-pro, which costs the same.\\n\\nIn short: point the official openai Python SDK at https://aihubmix.com/v1, use model ID mimo-v2.6-pro, and authenticate with your AIHubMix key. The API is OpenAI-compatible (callable in the same format as OpenAI's), so no special client is required. Setup takes about five minutes.\\n\\n\\nKey points\\n\\n * OpenAI-compatible API — change base_ur\",\"html\",\"\u003cp\u003e\u003cstrong\u003eUpdate (October 23, 2026):\u003c/strong\u003e \u003ccode\u003emimo-v2.5-pro\u003c/code\u003e was retired on 21 October 2026, and AIHubMix no longer accepts requests for it. Use \u003ccode\u003emimo-v2.6-pro\u003c/code\u003e, which costs the same.\u003c/p\u003e\u003cp\u003e\u003cstrong\u003eIn short:\u003c/strong\u003e\u0026nbsp;point the official\u0026nbsp;\u003ccode\u003eopenai\u003c/code\u003e\u0026nbsp;Python SDK at\u0026nbsp;\u003ccode\u003ehttps://aihubmix.com/v1\u003c/code\u003e, use model ID\u0026nbsp;\u003ccode\u003emimo-v2.6-pro\u003c/code\u003e, and authenticate with your AIHubMix key. The API is OpenAI-compatible (callable in the same format as OpenAI's), so no special client is required. Setup takes about five minutes.\u003c/p\u003e\u003ch2 id=\\\"key-points\\\"\u003eKey points\u003c/h2\u003e\u003cul\u003e\u003cli\u003e\u003cstrong\u003eOpenAI-compatible API\u003c/strong\u003e\u0026nbsp;— change\u0026nbsp;\u003ccode\u003ebase_url\u003c/code\u003e, nothing else\u003c/li\u003e\u003cli\u003ePaid\u0026nbsp;\u003cstrong\u003e\u003ccode\u003emimo-v2.6-pro\u003c/code\u003e\u003c/strong\u003e\u0026nbsp;· free\u0026nbsp;\u003cstrong\u003e\u003ccode\u003exiaomi-mimo-v2.6-pro-free\u003c/code\u003e\u003c/strong\u003e\u0026nbsp;[1] [2]\u003c/li\u003e\u003cli\u003e\u003cstrong\u003e$0.48/M\u003c/strong\u003e\u0026nbsp;input ·\u0026nbsp;\u003cstrong\u003e$0.96/M\u003c/strong\u003e\u0026nbsp;output [1]\u003c/li\u003e\u003cli\u003eFree tier\u0026nbsp;\u003cstrong\u003e5 requests/min · 100/day · 1M tokens/day\u003c/strong\u003e\u0026nbsp;[2]\u003c/li\u003e\u003cli\u003eContext\u0026nbsp;\u003cstrong\u003e1.05M tokens\u003c/strong\u003e\u0026nbsp;· max output\u0026nbsp;\u003cstrong\u003e131K tokens\u003c/strong\u003e\u0026nbsp;[1]\u003c/li\u003e\u003cli\u003eRequirements: Python 3.9+, an AIHubMix API key\u003c/li\u003e\u003c/ul\u003e\u003ch2 id=\\\"reference-values\\\"\u003eReference values\u003c/h2\u003e\\n\u003c!--kg-card-begin: html--\u003e\\n\u003ctable data-line=\\\"15\\\" class=\\\"code-line\\\" dir=\\\"auto\\\" style=\\\"border-collapse: collapse; margin-bottom: 0.7em; color: rgb(187, 190, 191); font-family: -apple-system, \u0026quot;system-ui\u0026quot;, \u0026quot;Segoe WPC\u0026quot;, \u0026quot;Segoe UI\u0026quot;, system-ui, Ubuntu, \u0026quot;Droid Sans\u0026quot;, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 2; text-align: start; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; white-space: normal; text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;\\\"\u003e\u003cthead data-line=\\\"15\\\" class=\\\"code-line\\\" dir=\\\"auto\\\"\u003e\u003ctr data-line=\\\"15\\\" class=\\\"code-line\\\" dir=\\\"auto\\\"\u003e\u003cth style=\\\"text-align: left; border-bottom: 1px solid rgba(255, 255, 255, 0.69); padding: 5px 10px; border-top-color: rgba(255, 255, 255, 0.69); border-right-color: rgba(255, 255, 255, 0.69); border-left-color: rgba(255, 255, 255, 0.69);\\\"\u003e\u003c/th\u003e\u003cth style=\\\"text-align: left; border-bottom: 1px solid rgba(255, 255, 255, 0.69); padding: 5px 10px; border-top-color: rgba(255, 255, 255, 0.69); border-right-color: rgba(255, 255, 255, 0.69); border-left-color: rgba(255, 255, 255, 0.69);\\\"\u003e\u003c/th\u003e\u003c/tr\u003e\u003c/thead\u003e\u003ctbody data-line=\\\"17\\\" class=\\\"code-line\\\" dir=\\\"auto\\\"\u003e\u003ctr data-line=\\\"17\\\" class=\\\"code-line\\\" dir=\\\"auto\\\"\u003e\u003ctd style=\\\"padding: 5px 10px; border-color: rgba(255, 255, 255, 0.18);\\\"\u003eBase URL\u003c/td\u003e\u003ctd style=\\\"padding: 5px 10px; border-color: rgba(255, 255, 255, 0.18);\\\"\u003e\u003ccode style=\\\"font-family: Menlo, Monaco, \u0026quot;Courier New\u0026quot;, monospace; color: rgb(140, 140, 140); background-color: rgb(38, 38, 38); padding: 1px 3px; border-radius: 4px; font-size: 1em; line-height: 1.357em;\\\"\u003ehttps://aihubmix.com/v1\u003c/code\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr data-line=\\\"18\\\" class=\\\"code-line\\\" dir=\\\"auto\\\"\u003e\u003ctd style=\\\"padding: 5px 10px; border-top: 1px solid rgba(255, 255, 255, 0.18); border-right-color: rgba(255, 255, 255, 0.18); border-bottom-color: rgba(255, 255, 255, 0.18); border-left-color: rgba(255, 255, 255, 0.18);\\\"\u003eProtocol\u003c/td\u003e\u003ctd style=\\\"padding: 5px 10px; border-top: 1px solid rgba(255, 255, 255, 0.18); border-right-color: rgba(255, 255, 255, 0.18); border-bottom-color: rgba(255, 255, 255, 0.18); border-left-color: rgba(255, 255, 255, 0.18);\\\"\u003eOpenAI Chat Completions\u003c/td\u003e\u003c/tr\u003e\u003ctr data-line=\\\"19\\\" class=\\\"code-line\\\" dir=\\\"auto\\\"\u003e\u003ctd style=\\\"padding: 5px 10px; border-top: 1px solid rgba(255, 255, 255, 0.18); border-right-color: rgba(255, 255, 255, 0.18); border-bottom-color: rgba(255, 255, 255, 0.18); border-left-color: rgba(255, 255, 255, 0.18);\\\"\u003ePaid model ID\u003c/td\u003e\u003ctd style=\\\"padding: 5px 10px; border-top: 1px solid rgba(255, 255, 255, 0.18); border-right-color: rgba(255, 255, 255, 0.18); border-bottom-color: rgba(255, 255, 255, 0.18); border-left-color: rgba(255, 255, 255, 0.18);\\\"\u003e\u003ccode style=\\\"font-family: Menlo, Monaco, \u0026quot;Courier New\u0026quot;, monospace; color: rgb(140, 140, 140); background-color: rgb(38, 38, 38); padding: 1px 3px; border-radius: 4px; font-size: 1em; line-height: 1.357em;\\\"\u003emimo-v2.6-pro\u003c/code\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr data-line=\\\"20\\\" class=\\\"code-line\\\" dir=\\\"auto\\\"\u003e\u003ctd style=\\\"padding: 5px 10px; border-top: 1px solid rgba(255, 255, 255, 0.18); border-right-color: rgba(255, 255, 255, 0.18); border-bottom-color: rgba(255, 255, 255, 0.18); border-left-color: rgba(255, 255, 255, 0.18);\\\"\u003eFree model ID\u003c/td\u003e\u003ctd style=\\\"padding: 5px 10px; border-top: 1px solid rgba(255, 255, 255, 0.18); border-right-color: rgba(255, 255, 255, 0.18); border-bottom-color: rgba(255, 255, 255, 0.18); border-left-color: rgba(255, 255, 255, 0.18);\\\"\u003e\u003ccode style=\\\"font-family: Menlo, Monaco, \u0026quot;Courier New\u0026quot;, monospace; color: rgb(140, 140, 140); background-color: rgb(38, 38, 38); padding: 1px 3px; border-radius: 4px; font-size: 1em; line-height: 1.357em;\\\"\u003exiaomi-mimo-v2.6-pro-free\u003c/code\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr data-line=\\\"21\\\" class=\\\"code-line\\\" dir=\\\"auto\\\"\u003e\u003ctd style=\\\"padding: 5px 10px; border-top: 1px solid rgba(255, 255, 255, 0.18); border-right-color: rgba(255, 255, 255, 0.18); border-bottom-color: rgba(255, 255, 255, 0.18); border-left-color: rgba(255, 255, 255, 0.18);\\\"\u003ePricing (paid)\u003c/td\u003e\u003ctd style=\\\"padding: 5px 10px; border-top: 1px solid rgba(255, 255, 255, 0.18); border-right-color: rgba(255, 255, 255, 0.18); border-bottom-color: rgba(255, 255, 255, 0.18); border-left-color: rgba(255, 255, 255, 0.18);\\\"\u003e$0.48/M input · $0.96/M output · $0.0038/M cache read [1]\u003c/td\u003e\u003c/tr\u003e\u003ctr data-line=\\\"22\\\" class=\\\"code-line\\\" dir=\\\"auto\\\"\u003e\u003ctd style=\\\"padding: 5px 10px; border-top: 1px solid rgba(255, 255, 255, 0.18); border-right-color: rgba(255, 255, 255, 0.18); border-bottom-color: rgba(255, 255, 255, 0.18); border-left-color: rgba(255, 255, 255, 0.18);\\\"\u003eFree tier limits\u003c/td\u003e\u003ctd style=\\\"padding: 5px 10px; border-top: 1px solid rgba(255, 255, 255, 0.18); border-right-color: rgba(255, 255, 255, 0.18); border-bottom-color: rgba(255, 255, 255, 0.18); border-left-color: rgba(255, 255, 255, 0.18);\\\"\u003e5 req/min · 100 req/day · 1M tokens/day [2]\u003c/td\u003e\u003c/tr\u003e\u003ctr data-line=\\\"23\\\" class=\\\"code-line\\\" dir=\\\"auto\\\"\u003e\u003ctd style=\\\"padding: 5px 10px; border-top: 1px solid rgba(255, 255, 255, 0.18); border-right-color: rgba(255, 255, 255, 0.18); border-bottom-color: rgba(255, 255, 255, 0.18); border-left-color: rgba(255, 255, 255, 0.18);\\\"\u003eContext window\u003c/td\u003e\u003ctd style=\\\"padding: 5px 10px; border-top: 1px solid rgba(255, 255, 255, 0.18); border-right-color: rgba(255, 255, 255, 0.18); border-bottom-color: rgba(255, 255, 255, 0.18); border-left-color: rgba(255, 255, 255, 0.18);\\\"\u003e1.05M tokens [1]\u003c/td\u003e\u003c/tr\u003e\u003ctr data-line=\\\"24\\\" class=\\\"code-line\\\" dir=\\\"auto\\\"\u003e\u003ctd style=\\\"padding: 5px 10px; border-top: 1px solid rgba(255, 255, 255, 0.18); border-right-color: rgba(255, 255, 255, 0.18); border-bottom-color: rgba(255, 255, 255, 0.18); border-left-color: rgba(255, 255, 255, 0.18);\\\"\u003eMax output\u003c/td\u003e\u003ctd style=\\\"padding: 5px 10px; border-top: 1px solid rgba(255, 255, 255, 0.18); border-right-color: rgba(255, 255, 255, 0.18); border-bottom-color: rgba(255, 255, 255, 0.18); border-left-color: rgba(255, 255, 255, 0.18);\\\"\u003e131K tokens [1]\u003c/td\u003e\u003c/tr\u003e\u003ctr data-line=\\\"25\\\" class=\\\"code-line\\\" dir=\\\"auto\\\"\u003e\u003ctd style=\\\"padding: 5px 10px; border-top: 1px solid rgba(255, 255, 255, 0.18); border-right-color: rgba(255, 255, 255, 0.18); border-bottom-color: rgba(255, 255, 255, 0.18); border-left-color: rgba(255, 255, 255, 0.18);\\\"\u003eInput modalities\u003c/td\u003e\u003ctd style=\\\"padding: 5px 10px; border-top: 1px solid rgba(255, 255, 255, 0.18); border-right-color: rgba(255, 255, 255, 0.18); border-bottom-color: rgba(255, 255, 255, 0.18); border-left-color: rgba(255, 255, 255, 0.18);\\\"\u003eText, vision, audio, video — text output only [1]\u003c/td\u003e\u003c/tr\u003e\u003ctr data-line=\\\"26\\\" class=\\\"code-line\\\" dir=\\\"auto\\\"\u003e\u003ctd style=\\\"padding: 5px 10px; border-top: 1px solid rgba(255, 255, 255, 0.18); border-right-color: rgba(255, 255, 255, 0.18); border-bottom-color: rgba(255, 255, 255, 0.18); border-left-color: rgba(255, 255, 255, 0.18);\\\"\u003eListed features\u003c/td\u003e\u003ctd style=\\\"padding: 5px 10px; border-top: 1px solid rgba(255, 255, 255, 0.18); border-right-color: rgba(255, 255, 255, 0.18); border-bottom-color: rgba(255, 255, 255, 0.18); border-left-color: rgba(255, 255, 255, 0.18);\\\"\u003eStreaming, tool calling, structured outputs, prompt caching [1]\u003c/td\u003e\u003c/tr\u003e\u003c/tbody\u003e\u003c/table\u003e\\n\u003c!--kg-card-end: html--\u003e\\n\u003ch2 id=\\\"should-you-use-v26-pro-or-v25-pro\\\"\u003eShould you use v2.6 Pro or v2.5 Pro?\u003c/h2\u003e\u003cp\u003eUse v2.6 Pro. It is the same price and accepts more kinds of input.\u003c/p\u003e\\n\u003c!--kg-card-begin: html--\u003e\\n\u003ctable data-line=\\\"32\\\" class=\\\"code-line\\\" dir=\\\"auto\\\" style=\\\"border-collapse: collapse; margin-bottom: 0.7em; color: rgb(187, 190, 191); font-family: -apple-system, \u0026quot;system-ui\u0026quot;, \u0026quot;Segoe WPC\u0026quot;, \u0026quot;Segoe UI\u0026quot;, system-ui, Ubuntu, \u0026quot;Droid Sans\u0026quot;, sans-serif; font-size: 14px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 2; text-align: start; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; white-space: normal; text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;\\\"\u003e\u003cthead data-line=\\\"32\\\" class=\\\"code-line\\\" dir=\\\"auto\\\"\u003e\u003ctr data-line=\\\"32\\\" class=\\\"code-line\\\" dir=\\\"auto\\\"\u003e\u003cth style=\\\"text-align: left; border-bottom: 1px solid rgba(255, 255, 255, 0.69); padding: 5px 10px; border-top-color: rgba(255, 255, 255, 0.69); border-right-color: rgba(255, 255, 255, 0.69); border-left-color: rgba(255, 255, 255, 0.69);\\\"\u003e\u003c/th\u003e\u003cth style=\\\"text-align: left; border-bottom: 1px solid rgba(255, 255, 255, 0.69); padding: 5px 10px; border-top-color: rgba(255, 255, 255, 0.69); border-right-color: rgba(255, 255, 255, 0.69); border-left-color: rgba(255, 255, 255, 0.69);\\\"\u003e\u003ccode style=\\\"font-family: Menlo, Monaco, \u0026quot;Courier New\u0026quot;, monospace; color: rgb(140, 140, 140); background-color: rgb(38, 38, 38); padding: 1px 3px; border-radius: 4px; font-size: 1em; line-height: 1.357em;\\\"\u003emimo-v2.5-pro\u003c/code\u003e\u003c/th\u003e\u003cth style=\\\"text-align: left; border-bottom: 1px solid rgba(255, 255, 255, 0.69); padding: 5px 10px; border-top-color: rgba(255, 255, 255, 0.69); border-right-color: rgba(255, 255, 255, 0.69); border-left-color: rgba(255, 255, 255, 0.69);\\\"\u003e\u003ccode style=\\\"font-family: Menlo, Monaco, \u0026quot;Courier New\u0026quot;, monospace; color: rgb(140, 140, 140); background-color: rgb(38, 38, 38); padding: 1px 3px; border-radius: 4px; font-size: 1em; line-height: 1.357em;\\\"\u003emimo-v2.6-pro\u003c/code\u003e\u003c/th\u003e\u003c/tr\u003e\u003c/thead\u003e\u003ctbody data-line=\\\"34\\\" class=\\\"code-line\\\" dir=\\\"auto\\\"\u003e\u003ctr data-line=\\\"34\\\" class=\\\"code-line\\\" dir=\\\"auto\\\"\u003e\u003ctd style=\\\"padding: 5px 10px; border-color: rgba(255, 255, 255, 0.18);\\\"\u003eInput\u003c/td\u003e\u003ctd style=\\\"padding: 5px 10px; border-color: rgba(255, 255, 255, 0.18);\\\"\u003eText only [5]\u003c/td\u003e\u003ctd style=\\\"padding: 5px 10px; border-color: rgba(255, 255, 255, 0.18);\\\"\u003eText, vision, audio, video [1]\u003c/td\u003e\u003c/tr\u003e\u003ctr data-line=\\\"35\\\" class=\\\"code-line\\\" dir=\\\"auto\\\"\u003e\u003ctd style=\\\"padding: 5px 10px; border-top: 1px solid rgba(255, 255, 255, 0.18); border-right-color: rgba(255, 255, 255, 0.18); border-bottom-color: rgba(255, 255, 255, 0.18); border-left-color: rgba(255, 255, 255, 0.18);\\\"\u003ePrice in / out\u003c/td\u003e\u003ctd style=\\\"padding: 5px 10px; border-top: 1px solid rgba(255, 255, 255, 0.18); border-right-color: rgba(255, 255, 255, 0.18); border-bottom-color: rgba(255, 255, 255, 0.18); border-left-color: rgba(255, 255, 255, 0.18);\\\"\u003e$0.48/M · $0.96/M [5]\u003c/td\u003e\u003ctd style=\\\"padding: 5px 10px; border-top: 1px solid rgba(255, 255, 255, 0.18); border-right-color: rgba(255, 255, 255, 0.18); border-bottom-color: rgba(255, 255, 255, 0.18); border-left-color: rgba(255, 255, 255, 0.18);\\\"\u003e$0.48/M · $0.96/M [1]\u003c/td\u003e\u003c/tr\u003e\u003ctr data-line=\\\"36\\\" class=\\\"code-line\\\" dir=\\\"auto\\\"\u003e\u003ctd style=\\\"padding: 5px 10px; border-top: 1px solid rgba(255, 255, 255, 0.18); border-right-color: rgba(255, 255, 255, 0.18); border-bottom-color: rgba(255, 255, 255, 0.18); border-left-color: rgba(255, 255, 255, 0.18);\\\"\u003eContext / max output\u003c/td\u003e\u003ctd style=\\\"padding: 5px 10px; border-top: 1px solid rgba(255, 255, 255, 0.18); border-right-color: rgba(255, 255, 255, 0.18); border-bottom-color: rgba(255, 255, 255, 0.18); border-left-color: rgba(255, 255, 255, 0.18);\\\"\u003e1.05M · 131K [5]\u003c/td\u003e\u003ctd style=\\\"padding: 5px 10px; border-top: 1px solid rgba(255, 255, 255, 0.18); border-right-color: rgba(255, 255, 255, 0.18); border-bottom-color: rgba(255, 255, 255, 0.18); border-left-color: rgba(255, 255, 255, 0.18);\\\"\u003e1.05M · 131K [1]\u003c/td\u003e\u003c/tr\u003e\u003ctr data-line=\\\"37\\\" class=\\\"code-line\\\" dir=\\\"auto\\\"\u003e\u003ctd style=\\\"padding: 5px 10px; border-top: 1px solid rgba(255, 255, 255, 0.18); border-right-color: rgba(255, 255, 255, 0.18); border-bottom-color: rgba(255, 255, 255, 0.18); border-left-color: rgba(255, 255, 255, 0.18);\\\"\u003eAvailability\u003c/td\u003e\u003ctd style=\\\"padding: 5px 10px; border-top: 1px solid rgba(255, 255, 255, 0.18); border-right-color: rgba(255, 255, 255, 0.18); border-bottom-color: rgba(255, 255, 255, 0.18); border-left-color: rgba(255, 255, 255, 0.18);\\\"\u003eRetires 21 October 2026 [5]\u003c/td\u003e\u003ctd style=\\\"padding: 5px 10px; border-top: 1px solid rgba(255, 255, 255, 0.18); border-right-color: rgba(255, 255, 255, 0.18); border-bottom-color: rgba(255, 255, 255, 0.18); border-left-color: rgba(255, 255, 255, 0.18);\\\"\u003eCurrent [1]\u003c/td\u003e\u003c/tr\u003e\u003c/tbody\u003e\u003c/table\u003e\\n\u003c!--kg-card-end: html--\u003e\\n\u003cp\u003eXiaomi's release notes say V2.6 \\\"adopts the same API pricing as the V2.5 series\\\" and give V2.6-Pro 46 points on the Artificial Analysis Intelligence Index — the top open-source score at the time of writing, above Kimi K3 and Qwen3.8 Max and below Claude Fable 5.1 and GPT-6 Astra [4]. The clearest generation-over-generation line in the notes is about the cheaper model: V2.6-\u003cstrong\u003eFlash\u003c/strong\u003e\u0026nbsp;\\\"has comprehensively outperformed MiMo-V2.5-Pro\\\" [4].\u003c/p\u003e\u003cp\u003eTwo things to keep in mind. Xiaomi has not published a direct V2.6-Pro vs V2.5-Pro benchmark table, so the comparison above is specs and price. And\u0026nbsp;\u003ccode\u003emimo-v2.5-pro\u003c/code\u003e\u0026nbsp;is scheduled to retire on 21 October 2026 with\u0026nbsp;\u003ccode\u003emimo-v2.6-pro\u003c/code\u003e\u0026nbsp;named as the migration target [5], so anything new built on v2.5 would need moving almost immediately.\u003c/p\u003e\u003ch2 id=\\\"why-aihubmix\\\"\u003eWhy AIHubMix\u003c/h2\u003e\u003cul\u003e\u003cli\u003e\u003cstrong\u003eYou only change\u0026nbsp;\u003ccode\u003ebase_url\u003c/code\u003e.\u003c/strong\u003e\u0026nbsp;The gateway speaks the OpenAI Chat Completions format, so the official SDK works unmodified. Anthropic-format\u0026nbsp;\u003ccode\u003e/v1/messages\u003c/code\u003e\u0026nbsp;(beta) and native Gemini calls are available on the same key [6].\u003c/li\u003e\u003cli\u003e\u003cstrong\u003eOne key covers many vendors.\u003c/strong\u003e\u0026nbsp;\u003ccode\u003eGET /v1/models\u003c/code\u003e\u0026nbsp;returned 416 model IDs on the day of setup, 21 of them MiMo variants [3]. Changing model means changing one string in your script.\u003c/li\u003e\u003cli\u003e\u003cstrong\u003eYou can test for free first.\u003c/strong\u003e\u0026nbsp;\u003ccode\u003exiaomi-mimo-v2.6-pro-free\u003c/code\u003e\u0026nbsp;costs $0 within 5 requests/min, 100/day and 1M tokens/day [2] — enough to prove the setup works before you spend anything.\u003c/li\u003e\u003cli\u003e\u003cstrong\u003eNo subscription.\u003c/strong\u003e\u0026nbsp;Billing is pay-as-you-go with no membership or monthly fee [6], and the paid MiMo rate matches the model page at $0.48/M in and $0.96/M out [1].\u003c/li\u003e\u003cli\u003e\u003cstrong\u003eDebugging is faster.\u003c/strong\u003e\u0026nbsp;If a call fails, point the same script at another vendor's model. A success there means your key, URL and request shape are fine, and the problem is the model — one call instead of an afternoon.\u003c/li\u003e\u003c/ul\u003e\u003ch2 id=\\\"how-to-set-it-up\\\"\u003eHow to set it up\u003c/h2\u003e\u003ch3 id=\\\"1-create-the-project\\\"\u003e1. Create the project\u003c/h3\u003e\u003cpre\u003e\u003ccode class=\\\"language-bash\\\"\u003emkdir mimo-demo \u0026amp;\u0026amp; cd mimo-demo\\npython3 -m venv .venv\\n.venv/bin/pip install \\\"openai\u0026gt;=1.40\\\" \\\"python-dotenv\u0026gt;=1.0\\\"\\n\u003c/code\u003e\u003c/pre\u003e\u003ch3 id=\\\"2-store-your-key\\\"\u003e2. Store your key\u003c/h3\u003e\u003cpre\u003e\u003ccode class=\\\"language-bash\\\"\u003eprintf 'AIHUBMIX_API_KEY=your_key_here\\\\n' \u0026gt; .env\\nchmod 600 .env\\nprintf '.env\\\\n.venv/\\\\n__pycache__/\\\\n' \u0026gt; .gitignore\\n\u003c/code\u003e\u003c/pre\u003e\u003cp\u003eNever hardcode the key in your script, and never commit\u0026nbsp;\u003ccode\u003e.env\u003c/code\u003e.\u003c/p\u003e\u003ch3 id=\\\"3-create-the-client\\\"\u003e3. Create the client\u003c/h3\u003e\u003cp\u003eSave as\u0026nbsp;\u003ccode\u003echat.py\u003c/code\u003e:\u003c/p\u003e\u003cpre\u003e\u003ccode class=\\\"language-python\\\"\u003eimport os\\nimport sys\\n\\nfrom dotenv import load_dotenv\\nfrom openai import OpenAI\\n\\nload_dotenv()\\n\\nclient = OpenAI(\\n    api_key=os.environ[\\\"AIHUBMIX_API_KEY\\\"],\\n    base_url=\\\"https://aihubmix.com/v1\\\",\\n)\\n\\nprompt = sys.argv[1] if len(sys.argv) \u0026gt; 1 else \\\"Introduce yourself in one sentence.\\\"\\n\\nstream = client.chat.completions.create(\\n    model=\\\"mimo-v2.6-pro\\\",\\n    messages=[{\\\"role\\\": \\\"user\\\", \\\"content\\\": prompt}],\\n    max_tokens=1024,\\n    stream=True,\\n)\\n\\nfor chunk in stream:\\n    if not chunk.choices:\\n        continue\\n    piece = chunk.choices[0].delta.content\\n    if piece:\\n        print(piece, end=\\\"\\\", flush=True)\\nprint()\\n\u003c/code\u003e\u003c/pre\u003e\u003cp\u003eKeep both checks inside the loop. Some chunks arrive with an empty\u0026nbsp;\u003ccode\u003echoices\u003c/code\u003e\u0026nbsp;array, which raises\u0026nbsp;\u003ccode\u003eIndexError\u003c/code\u003e\u0026nbsp;if indexed;\u0026nbsp;\u003ccode\u003edelta.content\u003c/code\u003e\u0026nbsp;is\u0026nbsp;\u003ccode\u003eNone\u003c/code\u003e\u0026nbsp;on the first and last frames, which\u0026nbsp;\u003ccode\u003eprint\u003c/code\u003e\u0026nbsp;would output as the literal text\u0026nbsp;\u003ccode\u003eNone\u003c/code\u003e.\u003c/p\u003e\u003ch3 id=\\\"4-run-it\\\"\u003e4. Run it\u003c/h3\u003e\u003cpre\u003e\u003ccode class=\\\"language-bash\\\"\u003e.venv/bin/python chat.py \\\"Introduce yourself in one sentence.\\\"\\n\u003c/code\u003e\u003c/pre\u003e\u003cblockquote\u003eI'm MiMo, a large language model developed by Xiaomi's LLM Core Team, here to assist with answering questions, writing, and a wide range of helpful tasks.\u003c/blockquote\u003e\u003cp\u003eExpect roughly six seconds to the first tokens, against the 6.4s listed on the model page [1].\u003c/p\u003e\u003ch3 id=\\\"5-adjust-as-needed\\\"\u003e5. Adjust as needed\u003c/h3\u003e\u003cp\u003eFor a non-streaming call, drop\u0026nbsp;\u003ccode\u003estream=True\u003c/code\u003e\u0026nbsp;and read\u0026nbsp;\u003ccode\u003eresponse.choices[0].message.content\u003c/code\u003e. To switch models, change the\u0026nbsp;\u003ccode\u003emodel\u003c/code\u003e\u0026nbsp;argument. Raise\u0026nbsp;\u003ccode\u003emax_tokens\u003c/code\u003e\u0026nbsp;for longer output — the default of 1024 above is well below the model's limit [1].\u003c/p\u003e\u003ch2 id=\\\"checklist\\\"\u003eChecklist\u003c/h2\u003e\u003cul\u003e\u003cli\u003e[ ] Virtualenv created;\u0026nbsp;\u003ccode\u003eopenai\u003c/code\u003e\u0026nbsp;and\u0026nbsp;\u003ccode\u003epython-dotenv\u003c/code\u003e\u0026nbsp;installed\u003c/li\u003e\u003cli\u003e[ ]\u0026nbsp;\u003ccode\u003e.env\u003c/code\u003e\u0026nbsp;contains your real key,\u0026nbsp;\u003ccode\u003echmod 600\u003c/code\u003e\u003c/li\u003e\u003cli\u003e[ ]\u0026nbsp;\u003ccode\u003e.env\u003c/code\u003e\u0026nbsp;listed in\u0026nbsp;\u003ccode\u003e.gitignore\u003c/code\u003e\u003c/li\u003e\u003cli\u003e[ ]\u0026nbsp;\u003ccode\u003ebase_url\u003c/code\u003e\u0026nbsp;is\u0026nbsp;\u003ccode\u003ehttps://aihubmix.com/v1\u003c/code\u003e\u0026nbsp;— the\u0026nbsp;\u003ccode\u003e/v1\u003c/code\u003e\u0026nbsp;is required\u003c/li\u003e\u003cli\u003e[ ] Model ID is\u0026nbsp;\u003ccode\u003emimo-v2.6-pro\u003c/code\u003e\u0026nbsp;(paid) or\u0026nbsp;\u003ccode\u003exiaomi-mimo-v2.6-pro-free\u003c/code\u003e\u0026nbsp;(free)\u003c/li\u003e\u003cli\u003e[ ] Streaming loop guards\u0026nbsp;\u003ccode\u003echunk.choices\u003c/code\u003e\u0026nbsp;and\u0026nbsp;\u003ccode\u003edelta.content\u003c/code\u003e\u003c/li\u003e\u003cli\u003e[ ] A test call returns text\u003c/li\u003e\u003c/ul\u003e\u003ch2 id=\\\"faq\\\"\u003eFAQ\u003c/h2\u003e\u003cp\u003e\u003cstrong\u003eIs the API really OpenAI-compatible?\u003c/strong\u003e\u0026nbsp;Yes — standard Chat Completions. Any OpenAI-compatible client works by setting the base URL to\u0026nbsp;\u003ccode\u003ehttps://aihubmix.com/v1\u003c/code\u003e\u0026nbsp;and passing your AIHubMix key as the bearer token. AIHubMix's documentation notes that\u0026nbsp;\u003ccode\u003ecoding-xiaomi-mimo-v2.6-flash\u003c/code\u003e\u0026nbsp;supports OpenAI-compatible formats only [3].\u003c/p\u003e\u003cp\u003e\u003cstrong\u003eWhich model ID should I use?\u003c/strong\u003e\u0026nbsp;\u003ccode\u003emimo-v2.6-pro\u003c/code\u003e\u0026nbsp;for paid,\u0026nbsp;\u003ccode\u003exiaomi-mimo-v2.6-pro-free\u003c/code\u003e\u0026nbsp;for free. The two tiers use different naming conventions — free variants carry the\u0026nbsp;\u003ccode\u003exiaomi-\u003c/code\u003e\u0026nbsp;prefix and paid ones do not, which is easy to get wrong.\u003c/p\u003e\u003cp\u003e\u003cstrong\u003eWhat other variants are available?\u003c/strong\u003e\u0026nbsp;\u003ccode\u003emimo-v2.6-pro-ultraspeed\u003c/code\u003e,\u0026nbsp;\u003ccode\u003emimo-v2.6-flash\u003c/code\u003e,\u0026nbsp;\u003ccode\u003emimo-v2.5-pro\u003c/code\u003e, and coding-tuned IDs such as\u0026nbsp;\u003ccode\u003ecoding-xiaomi-mimo-v2.6-pro\u003c/code\u003e\u0026nbsp;[3]. List them from the API:\u003c/p\u003e\u003cpre\u003e\u003ccode class=\\\"language-bash\\\"\u003ecurl -s https://aihubmix.com/v1/models \\\\\\n  -H \\\"Authorization: Bearer $AIHUBMIX_API_KEY\\\" \\\\\\n  | python -c \\\"\\nimport json,sys\\nfor i in sorted(m['id'] for m in json.load(sys.stdin)['data']):\\n    if 'mimo' in i: print(i)\\n\\\"\\n\u003c/code\u003e\u003c/pre\u003e\u003cp\u003e\u003cstrong\u003eI get\u0026nbsp;\u003ccode\u003e429\u003c/code\u003e\u0026nbsp;— what does it mean?\u003c/strong\u003e\u0026nbsp;It depends on the message, and the two cases need opposite handling. \\\"rate limited by provider\\\" is a per-minute throttle: wait and retry. \\\"reached the limit of the free model quota\\\" means your account's free quota is exhausted and shared across free models — retrying will not help, so switch to\u0026nbsp;\u003ccode\u003emimo-v2.6-pro\u003c/code\u003e.\u003c/p\u003e\u003cp\u003e\u003cstrong\u003eI get\u0026nbsp;\u003ccode\u003e400\u003c/code\u003e\u0026nbsp;\\\"cannot be served at the moment\\\".\u003c/strong\u003e\u0026nbsp;First confirm the ID against the API:\u003c/p\u003e\u003cpre\u003e\u003ccode class=\\\"language-bash\\\"\u003ecurl -s https://aihubmix.com/v1/models \\\\\\n  -H \\\"Authorization: Bearer $AIHUBMIX_API_KEY\\\" \\\\\\n  | python -c \\\"import json,sys; print('mimo-v2.6-pro' in [m['id'] for m in json.load(sys.stdin)['data']])\\\"\\n\u003c/code\u003e\u003c/pre\u003e\u003cp\u003eIf that prints\u0026nbsp;\u003ccode\u003eTrue\u003c/code\u003e, repeat the chat call with curl and look for\u0026nbsp;\u003ccode\u003e\\\"code\\\": \\\"no_available_channel\\\"\u003c/code\u003e. That means the model is listed but has no upstream capacity at that moment — a provider-side condition that no local change will fix. Wait, or contact AIHubMix support with the request ID from the response.\u003c/p\u003e\u003cp\u003e\u003cstrong\u003eHow can I tell whether a problem is mine or the provider's?\u003c/strong\u003e\u0026nbsp;Call a different vendor's model with the same key and script — for example\u0026nbsp;\u003ccode\u003egpt-4o-mini\u003c/code\u003e. If it succeeds, your key, base URL and request format are correct and the problem is that specific model. If it fails too, check your key and billing.\u003c/p\u003e\u003cp\u003e\u003cstrong\u003eWhy is my output cut off mid-sentence?\u003c/strong\u003e\u0026nbsp;You reached\u0026nbsp;\u003ccode\u003emax_tokens\u003c/code\u003e, not a model limit. Raise it.\u003c/p\u003e\u003cp\u003e\u003cstrong\u003eHow do I check my account status?\u003c/strong\u003e\u003c/p\u003e\u003cpre\u003e\u003ccode class=\\\"language-bash\\\"\u003ecurl -s https://aihubmix.com/v1/dashboard/billing/subscription \\\\\\n  -H \\\"Authorization: Bearer $AIHUBMIX_API_KEY\\\"\\n\u003c/code\u003e\u003c/pre\u003e\u003cp\u003eLook at\u0026nbsp;\u003ccode\u003ehas_payment_method\u003c/code\u003e\u0026nbsp;and the limit fields.\u003c/p\u003e\u003ch2 id=\\\"next-steps\\\"\u003eNext steps\u003c/h2\u003e\u003cp\u003eThe script above is a working foundation. MiMo v2.6 Pro's listed capabilities include tool calling, structured outputs, vision and audio input, and prompt caching [1] — all through the same OpenAI-compatible interface, so extending the client is mostly a matter of adding standard parameters. Start with the free tier to confirm your setup, then switch the model ID to\u0026nbsp;\u003ccode\u003emimo-v2.6-pro\u003c/code\u003e\u0026nbsp;for regular use.\u003c/p\u003e\u003chr\u003e\u003ch3 id=\\\"sources\\\"\u003eSources\u003c/h3\u003e\u003cul\u003e\u003cli\u003e[1] AIHubMix model page,\u0026nbsp;\u003ccode\u003emimo-v2.6-pro\u003c/code\u003e:\u0026nbsp;\u003ca href=\\\"https://aihubmix.com/model/mimo-v2.6-pro\\\"\u003ehttps://aihubmix.com/model/mimo-v2.6-pro\u003c/a\u003e\u0026nbsp;(accessed 28 September 2026)\u003c/li\u003e\u003cli\u003e[2] AIHubMix model page,\u0026nbsp;\u003ccode\u003exiaomi-mimo-v2.6-pro-free\u003c/code\u003e:\u0026nbsp;\u003ca href=\\\"https://aihubmix.com/model/xiaomi-mimo-v2.6-pro-free\\\"\u003ehttps://aihubmix.com/model/xiaomi-mimo-v2.6-pro-free\u003c/a\u003e\u0026nbsp;(accessed 28 September 2026)\u003c/li\u003e\u003cli\u003e[3] Variant IDs and format notes from the\u0026nbsp;\u003ccode\u003eGET /v1/models\u003c/code\u003e\u0026nbsp;endpoint and AIHubMix model pages (accessed 28 September 2026)\u003c/li\u003e\u003cli\u003e[4] Xiaomi MiMo release notes, V2.6 series:\u0026nbsp;\u003ca href=\\\"https://mimo.mi.com/docs/en-US/news/latest/v2-6\\\"\u003ehttps://mimo.mi.com/docs/en-US/news/latest/v2-6\u003c/a\u003e\u0026nbsp;(accessed 28 September 2026)\u003c/li\u003e\u003cli\u003e[5] AIHubMix model page,\u0026nbsp;\u003ccode\u003emimo-v2.5-pro\u003c/code\u003e:\u0026nbsp;\u003ca href=\\\"https://aihubmix.com/model/mimo-v2.5-pro\\\"\u003ehttps://aihubmix.com/model/mimo-v2.5-pro\u003c/a\u003e\u0026nbsp;(accessed 28 September 2026)\u003c/li\u003e\u003cli\u003e[6] AIHubMix product documentation:\u0026nbsp;\u003ca href=\\\"https://docs.aihubmix.com/en\\\"\u003ehttps://docs.aihubmix.com/en\u003c/a\u003e\u0026nbsp;(accessed 28 September 2026)\u003c/li\u003e\u003c/ul\u003e\",\"https://aihubmix.com/blog-media/images/2026/09/d4d084e7a8c234b6.png\",\"2026-09-28T06:26:24.000+00:00\",\"2026-10-23T08:28:59.000+00:00\",[]]\n");</script><!--$--><script>window.__reactRouterContext.streamController.close();</script><!--/$--><!--/$--></body></html>