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crackle-check

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2a7d5d5 verified 12 days ago

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<section class="scc" id="connect" aria-label="Connect your tool"><style>.scc{--a:var(--scc-accent,#4ea8de);color:inherit;font:inherit;line-height:1.5;max-width:60rem}
.scc h2{font-size:1.15em;margin:.2em 0 .3em}.scc h3{font-size:1em;margin:0 0 .2em}
.scc p{margin:.3em 0}.scc a{color:var(--a)}
.scc .scc-src{border:1px solid color-mix(in srgb,currentColor 18%,transparent);border-radius:10px;padding:.7em .9em;margin:.7em 0;background:color-mix(in srgb,currentColor 4%,transparent)}
.scc .scc-meta{font-size:.85em;opacity:.8}
.scc details{border-top:1px solid color-mix(in srgb,currentColor 12%,transparent);padding:.35em 0}
.scc summary{cursor:pointer;font-weight:600;list-style-position:inside}
.scc .scc-b{font-weight:400;font-size:.75em;padding:.05em .5em;border-radius:99px;margin-left:.5em;border:1px solid currentColor;opacity:.75;white-space:nowrap}
.scc .scc-b.ok{color:#3fb37f}.scc .scc-b.src{color:var(--a)}.scc .scc-b.warn{color:#e0a030}
.scc .scc-code{position:relative;margin:.4em 0 .2em}
.scc pre{margin:0;padding:.7em .8em;border-radius:8px;overflow:auto;font-size:.82em;background:color-mix(in srgb,currentColor 9%,transparent);white-space:pre}
.scc code{font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace}
.scc button.scc-copy{all:unset;box-sizing:border-box;position:absolute;top:.35em;right:.35em;font-size:.75em;line-height:1.4;padding:.1em .6em;border-radius:6px;border:1px solid color-mix(in srgb,currentColor 30%,transparent);background:color-mix(in srgb,currentColor 8%,transparent);color:inherit;cursor:pointer}
.scc button.scc-copy:hover{border-color:var(--a)}
.scc .scc-url{position:relative}.scc .scc-url pre{padding-right:4.5em;white-space:pre-wrap;word-break:break-all}
.scc .scc-go{display:inline-block;margin:.3em 0;padding:.25em .8em;border-radius:6px;border:1px solid var(--a);text-decoration:none}
.scc footer{font-size:.8em;opacity:.75;margin-top:.6em}</style>
<h2>Connect your tool</h2>
<p>Crackle Check runs from your own code and agents as well as this page, and the segments it reads are open data you can load yourself, with no account needed for either.</p>
<div class="scc-src" id="connect-api"><h3>Call Crackle Check from code or an agent</h3>
<p class="scc-meta">Code Apache 2.0; readers MIT; scans CC BY-NC 4.0 · Examples are precomputed; a new region uses ZeroGPU time, so pass Client(..., token=...) to use your own. Model output, not a reading.</p>
<div class="scc-url"><button type="button" class="scc-copy" data-testid="connect-copy" onclick="navigator.clipboard&&navigator.clipboard.writeText(this.parentNode.querySelector('code').innerText).then(()=>{this.textContent='Copied';setTimeout(()=>this.textContent='Copy',1200)})">Copy</button><pre><code>https://huggingface.co/spaces/SharpMeow/crackle-check</code></pre></div>
<details><summary>Python /check_example<span class="scc-b ok">tested 2026-10-24</span></summary>
<div class="scc-code"><button type="button" class="scc-copy" data-testid="connect-copy" onclick="navigator.clipboard&&navigator.clipboard.writeText(this.parentNode.querySelector('code').innerText).then(()=>{this.textContent='Copied';setTimeout(()=>this.textContent='Copy',1200)})">Copy</button><pre><code># pip install gradio_client
from gradio_client import Client

client = Client(&quot;SharpMeow/crackle-check&quot;)
result = client.predict(sample_id=&quot;0841-w00&quot;, reader=&quot;readerv3&quot;, api_name=&quot;/check_example&quot;)</code></pre></div></details>
<details><summary>Python /check_segment<span class="scc-b ok">tested 2026-10-24</span></summary>
<div class="scc-code"><button type="button" class="scc-copy" data-testid="connect-copy" onclick="navigator.clipboard&&navigator.clipboard.writeText(this.parentNode.querySelector('code').innerText).then(()=>{this.textContent='Copied';setTimeout(()=>this.textContent='Copy',1200)})">Copy</button><pre><code># pip install gradio_client
from gradio_client import Client

client = Client(&quot;SharpMeow/crackle-check&quot;)
result = client.predict(segment=&quot;PHerc0841/segments/20260220213127-w00&quot;, volume=&quot;&quot;, x=3008, y=2944, size=384, reader=&quot;readerv3&quot;, api_name=&quot;/check_segment&quot;)</code></pre></div></details>
<details><summary>Python /list_readers<span class="scc-b ok">tested 2026-10-24</span></summary>
<div class="scc-code"><button type="button" class="scc-copy" data-testid="connect-copy" onclick="navigator.clipboard&&navigator.clipboard.writeText(this.parentNode.querySelector('code').innerText).then(()=>{this.textContent='Copied';setTimeout(()=>this.textContent='Copy',1200)})">Copy</button><pre><code># pip install gradio_client
from gradio_client import Client

client = Client(&quot;SharpMeow/crackle-check&quot;)
result = client.predict(api_name=&quot;/list_readers&quot;)</code></pre></div></details>
<details><summary>curl /check_example<span class="scc-b ok">tested 2026-10-24</span></summary>
<div class="scc-code"><button type="button" class="scc-copy" data-testid="connect-copy" onclick="navigator.clipboard&&navigator.clipboard.writeText(this.parentNode.querySelector('code').innerText).then(()=>{this.textContent='Copied';setTimeout(()=>this.textContent='Copy',1200)})">Copy</button><pre><code>URL=https://sharpmeow-crackle-check.hf.space
EVENT=$(curl -s -X POST $URL/gradio_api/call/check_example -H &#x27;Content-Type: application/json&#x27; \
  -d &#x27;{&quot;data&quot;: [&quot;0841-w00&quot;, &quot;readerv3&quot;]}&#x27; | python3 -c &#x27;import json,sys; print(json.load(sys.stdin)[&quot;event_id&quot;])&#x27;)
curl -sN $URL/gradio_api/call/check_example/$EVENT</code></pre></div></details>
<details><summary>MCP (Claude, Cursor and other agents)<span class="scc-b ok">tested 2026-10-24</span></summary>
<div class="scc-code"><button type="button" class="scc-copy" data-testid="connect-copy" onclick="navigator.clipboard&&navigator.clipboard.writeText(this.parentNode.querySelector('code').innerText).then(()=>{this.textContent='Copied';setTimeout(()=>this.textContent='Copy',1200)})">Copy</button><pre><code>{
  &quot;mcpServers&quot;: {
    &quot;crackle-check&quot;: {
      &quot;url&quot;: &quot;https://sharpmeow-crackle-check.hf.space/gradio_api/mcp/sse&quot;
    }
  }
}

Tool list: https://sharpmeow-crackle-check.hf.space/gradio_api/mcp/schema</code></pre></div></details>
</div>
<div class="scc-src" id="connect-layers"><h3>The layers it reads, example PHerc0841 w00 (9.366 um surface volume)</h3>
<p class="scc-meta">CC BY-NC 4.0 (Vesuvius Challenge open data) · Shape (layers, height, width). Read live from the open data when someone runs a check; nothing is bundled. · <a href="https://scrollprize.org/data_browser/PHerc0841" target="_blank" rel="noopener">browse</a></p>
<div class="scc-url"><button type="button" class="scc-copy" data-testid="connect-copy" onclick="navigator.clipboard&&navigator.clipboard.writeText(this.parentNode.querySelector('code').innerText).then(()=>{this.textContent='Copied';setTimeout(()=>this.textContent='Copy',1200)})">Copy</button><pre><code>https://vesuvius-challenge-open-data.s3.us-east-1.amazonaws.com/PHerc0841/segments/20260220213127-w00/surface-volumes/9.366um-1.2m-113keV-volume-20250821151531.zarr</code></pre></div>
<details><summary>Python (zarr)<span class="scc-b ok">tested 2026-10-24</span></summary>
<div class="scc-code"><button type="button" class="scc-copy" data-testid="connect-copy" onclick="navigator.clipboard&&navigator.clipboard.writeText(this.parentNode.querySelector('code').innerText).then(()=>{this.textContent='Copied';setTimeout(()=>this.textContent='Copy',1200)})">Copy</button><pre><code># pip install &quot;zarr&gt;=3&quot; fsspec aiohttp
import zarr

root = zarr.open_group(&quot;https://vesuvius-challenge-open-data.s3.us-east-1.amazonaws.com/PHerc0841/segments/20260220213127-w00/surface-volumes/9.366um-1.2m-113keV-volume-20250821151531.zarr&quot;, mode=&quot;r&quot;)  # OME-Zarr, zarr v2
a = root[&quot;0&quot;]  # level 0 is full resolution; level L is 2**L times coarser
print(a.shape, a.dtype, a.chunks)
block = a[0:64, 2800:2864, 2900:2964]  # (z, y, x); reads only the chunks it touches</code></pre></div></details>
<details><summary>villa&#x27;s vesuvius package<span class="scc-b ok">tested 2026-10-24</span></summary>
<div class="scc-code"><button type="button" class="scc-copy" data-testid="connect-copy" onclick="navigator.clipboard&&navigator.clipboard.writeText(this.parentNode.querySelector('code').innerText).then(()=>{this.textContent='Copied';setTimeout(()=>this.textContent='Copy',1200)})">Copy</button><pre><code># pip install &quot;vesuvius[volume-only]&quot;
from vesuvius import Volume

v = Volume(type=&quot;zarr&quot;, path=&quot;https://vesuvius-challenge-open-data.s3.us-east-1.amazonaws.com/PHerc0841/segments/20260220213127-w00/surface-volumes/9.366um-1.2m-113keV-volume-20250821151531.zarr/0&quot;)  # one pyramid level
block = v[0:64, 2800:2864, 2900:2964]</code></pre></div></details>
<details><summary>curl<span class="scc-b ok">tested 2026-10-24</span></summary>
<div class="scc-code"><button type="button" class="scc-copy" data-testid="connect-copy" onclick="navigator.clipboard&&navigator.clipboard.writeText(this.parentNode.querySelector('code').innerText).then(()=>{this.textContent='Copied';setTimeout(()=>this.textContent='Copy',1200)})">Copy</button><pre><code>curl -s https://vesuvius-challenge-open-data.s3.us-east-1.amazonaws.com/PHerc0841/segments/20260220213127-w00/surface-volumes/9.366um-1.2m-113keV-volume-20250821151531.zarr/.zattrs            # OME multiscales metadata
curl -s https://vesuvius-challenge-open-data.s3.us-east-1.amazonaws.com/PHerc0841/segments/20260220213127-w00/surface-volumes/9.366um-1.2m-113keV-volume-20250821151531.zarr/0/.zarray     # one level: shape, chunks, dtype, codec</code></pre></div></details>
</div>
<footer>Machine-readable: <a href="https://huggingface.co/spaces/SharpMeow/crackle-check/blob/main/connect.json" target="_blank" rel="noopener">connect.json</a> and <a href="https://huggingface.co/spaces/SharpMeow/crackle-check/blob/main/CONNECT.md" target="_blank" rel="noopener">CONNECT.md</a>. Checked 2026-10-24. "Tested" means the snippet ran against this public data on that date. Scan data keeps its own license (the Vesuvius Challenge open data is CC BY-NC 4.0).</footer></section>

	<section class="scc" id="connect" aria-label="Connect your tool"><style>.scc{--a:var(--scc-accent,#4ea8de);color:inherit;font:inherit;line-height:1.5;max-width:60rem}
	.scc h2{font-size:1.15em;margin:.2em 0 .3em}.scc h3{font-size:1em;margin:0 0 .2em}
	.scc p{margin:.3em 0}.scc a{color:var(--a)}
	.scc .scc-src{border:1px solid color-mix(in srgb,currentColor 18%,transparent);border-radius:10px;padding:.7em .9em;margin:.7em 0;background:color-mix(in srgb,currentColor 4%,transparent)}
	.scc .scc-meta{font-size:.85em;opacity:.8}
	.scc details{border-top:1px solid color-mix(in srgb,currentColor 12%,transparent);padding:.35em 0}
	.scc summary{cursor:pointer;font-weight:600;list-style-position:inside}
	.scc .scc-b{font-weight:400;font-size:.75em;padding:.05em .5em;border-radius:99px;margin-left:.5em;border:1px solid currentColor;opacity:.75;white-space:nowrap}
	.scc .scc-b.ok{color:#3fb37f}.scc .scc-b.src{color:var(--a)}.scc .scc-b.warn{color:#e0a030}
	.scc .scc-code{position:relative;margin:.4em 0 .2em}
	.scc pre{margin:0;padding:.7em .8em;border-radius:8px;overflow:auto;font-size:.82em;background:color-mix(in srgb,currentColor 9%,transparent);white-space:pre}
	.scc code{font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace}
	.scc button.scc-copy{all:unset;box-sizing:border-box;position:absolute;top:.35em;right:.35em;font-size:.75em;line-height:1.4;padding:.1em .6em;border-radius:6px;border:1px solid color-mix(in srgb,currentColor 30%,transparent);background:color-mix(in srgb,currentColor 8%,transparent);color:inherit;cursor:pointer}
	.scc button.scc-copy:hover{border-color:var(--a)}
	.scc .scc-url{position:relative}.scc .scc-url pre{padding-right:4.5em;white-space:pre-wrap;word-break:break-all}
	.scc .scc-go{display:inline-block;margin:.3em 0;padding:.25em .8em;border-radius:6px;border:1px solid var(--a);text-decoration:none}
	.scc footer{font-size:.8em;opacity:.75;margin-top:.6em}</style>
	<h2>Connect your tool</h2>
	<p>Crackle Check runs from your own code and agents as well as this page, and the segments it reads are open data you can load yourself, with no account needed for either.</p>
	<div class="scc-src" id="connect-api"><h3>Call Crackle Check from code or an agent</h3>
	<p class="scc-meta">Code Apache 2.0; readers MIT; scans CC BY-NC 4.0 · Examples are precomputed; a new region uses ZeroGPU time, so pass Client(..., token=...) to use your own. Model output, not a reading.</p>
	<div class="scc-url"><button type="button" class="scc-copy" data-testid="connect-copy" onclick="navigator.clipboard&&navigator.clipboard.writeText(this.parentNode.querySelector('code').innerText).then(()=>{this.textContent='Copied';setTimeout(()=>this.textContent='Copy',1200)})">Copy</button><pre><code>https://huggingface.co/spaces/SharpMeow/crackle-check</code></pre></div>
	<details><summary>Python /check_example<span class="scc-b ok">tested 2026-10-24</span></summary>
	<div class="scc-code"><button type="button" class="scc-copy" data-testid="connect-copy" onclick="navigator.clipboard&&navigator.clipboard.writeText(this.parentNode.querySelector('code').innerText).then(()=>{this.textContent='Copied';setTimeout(()=>this.textContent='Copy',1200)})">Copy</button><pre><code># pip install gradio_client
	from gradio_client import Client

	client = Client("SharpMeow/crackle-check")
	result = client.predict(sample_id="0841-w00", reader="readerv3", api_name="/check_example")</code></pre></div></details>
	<details><summary>Python /check_segment<span class="scc-b ok">tested 2026-10-24</span></summary>
	<div class="scc-code"><button type="button" class="scc-copy" data-testid="connect-copy" onclick="navigator.clipboard&&navigator.clipboard.writeText(this.parentNode.querySelector('code').innerText).then(()=>{this.textContent='Copied';setTimeout(()=>this.textContent='Copy',1200)})">Copy</button><pre><code># pip install gradio_client
	from gradio_client import Client

	client = Client("SharpMeow/crackle-check")
	result = client.predict(segment="PHerc0841/segments/20260220213127-w00", volume="", x=3008, y=2944, size=384, reader="readerv3", api_name="/check_segment")</code></pre></div></details>
	<details><summary>Python /list_readers<span class="scc-b ok">tested 2026-10-24</span></summary>
	<div class="scc-code"><button type="button" class="scc-copy" data-testid="connect-copy" onclick="navigator.clipboard&&navigator.clipboard.writeText(this.parentNode.querySelector('code').innerText).then(()=>{this.textContent='Copied';setTimeout(()=>this.textContent='Copy',1200)})">Copy</button><pre><code># pip install gradio_client
	from gradio_client import Client

	client = Client("SharpMeow/crackle-check")
	result = client.predict(api_name="/list_readers")</code></pre></div></details>
	<details><summary>curl /check_example<span class="scc-b ok">tested 2026-10-24</span></summary>
	<div class="scc-code"><button type="button" class="scc-copy" data-testid="connect-copy" onclick="navigator.clipboard&&navigator.clipboard.writeText(this.parentNode.querySelector('code').innerText).then(()=>{this.textContent='Copied';setTimeout(()=>this.textContent='Copy',1200)})">Copy</button><pre><code>URL=https://sharpmeow-crackle-check.hf.space
	EVENT=$(curl -s -X POST $URL/gradio_api/call/check_example -H 'Content-Type: application/json' \
	-d '{"data": ["0841-w00", "readerv3"]}' \| python3 -c 'import json,sys; print(json.load(sys.stdin)["event_id"])')
	curl -sN $URL/gradio_api/call/check_example/$EVENT</code></pre></div></details>
	<details><summary>MCP (Claude, Cursor and other agents)<span class="scc-b ok">tested 2026-10-24</span></summary>
	<div class="scc-code"><button type="button" class="scc-copy" data-testid="connect-copy" onclick="navigator.clipboard&&navigator.clipboard.writeText(this.parentNode.querySelector('code').innerText).then(()=>{this.textContent='Copied';setTimeout(()=>this.textContent='Copy',1200)})">Copy</button><pre><code>{
	"mcpServers": {
	"crackle-check": {
	"url": "https://sharpmeow-crackle-check.hf.space/gradio_api/mcp/sse"
	}
	}
	}

	Tool list: https://sharpmeow-crackle-check.hf.space/gradio_api/mcp/schema</code></pre></div></details>
	</div>
	<div class="scc-src" id="connect-layers"><h3>The layers it reads, example PHerc0841 w00 (9.366 um surface volume)</h3>
	<p class="scc-meta">CC BY-NC 4.0 (Vesuvius Challenge open data) · Shape (layers, height, width). Read live from the open data when someone runs a check; nothing is bundled. · <a href="https://scrollprize.org/data_browser/PHerc0841" target="_blank" rel="noopener">browse</a></p>
	<div class="scc-url"><button type="button" class="scc-copy" data-testid="connect-copy" onclick="navigator.clipboard&&navigator.clipboard.writeText(this.parentNode.querySelector('code').innerText).then(()=>{this.textContent='Copied';setTimeout(()=>this.textContent='Copy',1200)})">Copy</button><pre><code>https://vesuvius-challenge-open-data.s3.us-east-1.amazonaws.com/PHerc0841/segments/20260220213127-w00/surface-volumes/9.366um-1.2m-113keV-volume-20250821151531.zarr</code></pre></div>
	<details><summary>Python (zarr)<span class="scc-b ok">tested 2026-10-24</span></summary>
	<div class="scc-code"><button type="button" class="scc-copy" data-testid="connect-copy" onclick="navigator.clipboard&&navigator.clipboard.writeText(this.parentNode.querySelector('code').innerText).then(()=>{this.textContent='Copied';setTimeout(()=>this.textContent='Copy',1200)})">Copy</button><pre><code># pip install "zarr>=3" fsspec aiohttp
	import zarr

	root = zarr.open_group("https://vesuvius-challenge-open-data.s3.us-east-1.amazonaws.com/PHerc0841/segments/20260220213127-w00/surface-volumes/9.366um-1.2m-113keV-volume-20250821151531.zarr", mode="r") # OME-Zarr, zarr v2
	a = root["0"] # level 0 is full resolution; level L is 2**L times coarser
	print(a.shape, a.dtype, a.chunks)
	block = a[0:64, 2800:2864, 2900:2964] # (z, y, x); reads only the chunks it touches</code></pre></div></details>
	<details><summary>villa's vesuvius package<span class="scc-b ok">tested 2026-10-24</span></summary>
	<div class="scc-code"><button type="button" class="scc-copy" data-testid="connect-copy" onclick="navigator.clipboard&&navigator.clipboard.writeText(this.parentNode.querySelector('code').innerText).then(()=>{this.textContent='Copied';setTimeout(()=>this.textContent='Copy',1200)})">Copy</button><pre><code># pip install "vesuvius[volume-only]"
	from vesuvius import Volume

	v = Volume(type="zarr", path="https://vesuvius-challenge-open-data.s3.us-east-1.amazonaws.com/PHerc0841/segments/20260220213127-w00/surface-volumes/9.366um-1.2m-113keV-volume-20250821151531.zarr/0") # one pyramid level
	block = v[0:64, 2800:2864, 2900:2964]</code></pre></div></details>
	<details><summary>curl<span class="scc-b ok">tested 2026-10-24</span></summary>
	<div class="scc-code"><button type="button" class="scc-copy" data-testid="connect-copy" onclick="navigator.clipboard&&navigator.clipboard.writeText(this.parentNode.querySelector('code').innerText).then(()=>{this.textContent='Copied';setTimeout(()=>this.textContent='Copy',1200)})">Copy</button><pre><code>curl -s https://vesuvius-challenge-open-data.s3.us-east-1.amazonaws.com/PHerc0841/segments/20260220213127-w00/surface-volumes/9.366um-1.2m-113keV-volume-20250821151531.zarr/.zattrs # OME multiscales metadata
	curl -s https://vesuvius-challenge-open-data.s3.us-east-1.amazonaws.com/PHerc0841/segments/20260220213127-w00/surface-volumes/9.366um-1.2m-113keV-volume-20250821151531.zarr/0/.zarray # one level: shape, chunks, dtype, codec</code></pre></div></details>
	</div>
	<footer>Machine-readable: <a href="https://huggingface.co/spaces/SharpMeow/crackle-check/blob/main/connect.json" target="_blank" rel="noopener">connect.json</a> and <a href="https://huggingface.co/spaces/SharpMeow/crackle-check/blob/main/CONNECT.md" target="_blank" rel="noopener">CONNECT.md</a>. Checked 2026-10-24. "Tested" means the snippet ran against this public data on that date. Scan data keeps its own license (the Vesuvius Challenge open data is CC BY-NC 4.0).</footer></section>