๐ฆ ClawHub
data-pods
by @init-v
Create and manage modular portable database pods (SQLite + metadata + embeddings). Includes document ingestion with embeddings for semantic search. Full auto...
TERMINAL
clawhub install initv-data-pods๐ About This Skill
name: data-pods description: Create and manage modular portable database pods (SQLite + metadata + embeddings). Includes document ingestion with embeddings for semantic search. Full automation - just ask.
Data Pods
Overview
Create and manage portable, consent-scoped database pods. Handles document ingestion with embeddings and semantic search.Architecture
โโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโ
โ Ingestion โ โโโบ โ DB Pods โ โโโบ โ Generation โ
โ (ingest) โ โ (storage) โ โ (query) โ
โโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโ
Triggers
Core Features
1. Create Pod
When user asks to create a pod: 1. Ask for pod name and type (scholar/health/shared/projects) 2. Run:python3 .../scripts/pod.py create --type
3. Confirm creation2. Add Content (Manual)
When user asks to add content: 1. Ask for pod name, title, content, tags 2. Run:python3 .../scripts/pod.py add --title "" --content "<content>" --tags "<tags>"</code>
3. Confirm</p><p style="margin:8px 0"><h4 style="color:#d1d5db;margin:14px 0 6px;font-size:.95em">3. Ingest Documents (Automated)</h4>
When user wants to ingest files:
1. Ask for pod name and folder path
2. Run: <code style="background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em">python3 .../scripts/ingest.py ingest <pod> <folder></code>
3. Supports: PDF, TXT, MD, DOCX, PNG, JPG
4. Auto-embeds text (if sentence-transformers installed)</p><p style="margin:8px 0"><h4 style="color:#d1d5db;margin:14px 0 6px;font-size:.95em">4. Semantic Search</h4>
When user wants to search:
1. Ask for pod name and query
2. Run: <code style="background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em">python3 .../scripts/ingest.py search <pod> "<query>"</code>
3. Returns ranked results with citations</p><p style="margin:8px 0"><h4 style="color:#d1d5db;margin:14px 0 6px;font-size:.95em">5. Query (Basic)</h4>
When user asks to search notes:
1. Run: <code style="background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em">python3 .../scripts/pod.py query <pod> --text "<query>"</code></p><p style="margin:8px 0"><h4 style="color:#d1d5db;margin:14px 0 6px;font-size:.95em">6. Export</h4>
When user asks to export:
1. Run: <code style="background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em">python3 .../scripts/podsync.py pack <pod></code></p><p style="margin:8px 0"><h3 style="color:#e5e7eb;margin:18px 0 8px;font-size:1.05em">Dependencies</h3>
<pre style="background:#0a0a1c;border:1px solid #1e1e3f;border-radius:6px;padding:10px 12px;overflow-x:auto;font-size:.9em;margin:8px 0"><code style="color:#a5f3fc;background:none;padding:0;font-size:1em">pip install PyPDF2 python-docx pillow pytesseract sentence-transformers
</code></pre></p><p style="margin:8px 0"><h3 style="color:#e5e7eb;margin:18px 0 8px;font-size:1.05em">Storage Location</h3>
<code style="background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em">~/.openclaw/data-pods/</code></p><p style="margin:8px 0"><h3 style="color:#e5e7eb;margin:18px 0 8px;font-size:1.05em">Key Commands</h3>
<pre style="background:#0a0a1c;border:1px solid #1e1e3f;border-radius:6px;padding:10px 12px;overflow-x:auto;font-size:.9em;margin:8px 0"><code style="color:#a5f3fc;background:none;padding:0;font-size:1em"># Create pod
python3 .../scripts/pod.py create research --type scholar</p><p style="margin:8px 0"><h2 style="color:#f3f4f6;margin:20px 0 10px;font-size:1.15em">Add note</h2>
python3 .../scripts/pod.py add research --title "..." --content "..." --tags "..."</p><p style="margin:8px 0"><h2 style="color:#f3f4f6;margin:20px 0 10px;font-size:1.15em">Ingest folder</h2>
python3 .../scripts/ingest.py ingest research ./documents/</p><p style="margin:8px 0"><h2 style="color:#f3f4f6;margin:20px 0 10px;font-size:1.15em">Semantic search</h2>
python3 .../scripts/ingest.py search research "transformers"</p><p style="margin:8px 0"><h2 style="color:#f3f4f6;margin:20px 0 10px;font-size:1.15em">List documents</h2>
python3 .../scripts/ingest.py list research</p><p style="margin:8px 0"><h2 style="color:#f3f4f6;margin:20px 0 10px;font-size:1.15em">Query notes</h2>
python3 .../scripts/pod.py query research --text "..."
</code></pre></p><p style="margin:8px 0"><h3 style="color:#e5e7eb;margin:18px 0 8px;font-size:1.05em">Notes</h3>
<li style="color:#94a3b8;margin:3px 0">Ingestion auto-chunks large documents</li>
<li style="color:#94a3b8;margin:3px 0">Embeddings enable semantic search</li>
<li style="color:#94a3b8;margin:3px 0">File hash prevents duplicate ingestion</li>
<li style="color:#94a3b8;margin:3px 0">All data stored locally in SQLite</li>
</p></div></section><section class="skill-card" style="margin-bottom:20px"><h2 style="color:#f8fafc;font-size:1.2em;font-weight:800;margin:0 0 16px;display:flex;align-items:center;gap:8px">๐ Tips & Best Practices</h2><div style="font-size:.92em;color:#94a3b8;line-height:1.75"><p style="margin:8px 0"><li style="color:#94a3b8;margin:3px 0">Ingestion auto-chunks large documents</li>
<li style="color:#94a3b8;margin:3px 0">Embeddings enable semantic search</li>
<li style="color:#94a3b8;margin:3px 0">File hash prevents duplicate ingestion</li>
<li style="color:#94a3b8;margin:3px 0">All data stored locally in SQLite</li></p></div></section></div><div class="two-col-side"></div></div></div><script>
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Includes document ingestion with embeddings for semantic search. Full automation - just ask.\n\u003chr style=\"border:none;border-top:1px solid #1e1e3f;margin:12px 0\"\u003e\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003e\u003ch2 style=\"color:#f3f4f6;margin:20px 0 10px;font-size:1.15em\"\u003eData Pods\u003c/h2\u003e\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003e\u003ch3 style=\"color:#e5e7eb;margin:18px 0 8px;font-size:1.05em\"\u003eOverview\u003c/h3\u003e\nCreate and manage portable, consent-scoped database pods. Handles document ingestion with embeddings and semantic search.\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003e\u003ch3 style=\"color:#e5e7eb;margin:18px 0 8px;font-size:1.05em\"\u003eArchitecture\u003c/h3\u003e\n\u003cpre style=\"background:#0a0a1c;border:1px solid #1e1e3f;border-radius:6px;padding:10px 12px;overflow-x:auto;font-size:.9em;margin:8px 0\"\u003e\u003ccode style=\"color:#a5f3fc;background:none;padding:0;font-size:1em\"\u003eโโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโ\nโ Ingestion โ โโโบ โ DB Pods โ โโโบ โ Generation โ\nโ (ingest) โ โ (storage) โ โ (query) โ\nโโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโ\n\u003c/code\u003e\u003c/pre\u003e\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003e\u003ch3 style=\"color:#e5e7eb;margin:18px 0 8px;font-size:1.05em\"\u003eTriggers\u003c/h3\u003e\n\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003e\"create a pod\" / \"new pod\"\u003c/li\u003e\n\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003e\"list my pods\" / \"what pods do I have\"\u003c/li\u003e\n\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003e\"add to pod\" / \"add note\" / \"add content\"\u003c/li\u003e\n\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003e\"query pod\" / \"search pod\"\u003c/li\u003e\n\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003e\"ingest documents\" / \"add files\"\u003c/li\u003e\n\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003e\"semantic search\" / \"find็ธๅ
ณๅ
ๅฎน\"\u003c/li\u003e\n\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003e\"export pod\" / \"pack pod\"\u003c/li\u003e\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003e\u003ch3 style=\"color:#e5e7eb;margin:18px 0 8px;font-size:1.05em\"\u003eCore Features\u003c/h3\u003e\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003e\u003ch4 style=\"color:#d1d5db;margin:14px 0 6px;font-size:.95em\"\u003e1. Create Pod\u003c/h4\u003e\nWhen user asks to create a pod:\n1. Ask for pod name and type (scholar/health/shared/projects)\n2. Run: \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003epython3 .../scripts/pod.py create \u003cname\u003e --type \u003ctype\u003e\u003c/code\u003e\n3. Confirm creation\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003e\u003ch4 style=\"color:#d1d5db;margin:14px 0 6px;font-size:.95em\"\u003e2. Add Content (Manual)\u003c/h4\u003e\nWhen user asks to add content:\n1. Ask for pod name, title, content, tags\n2. Run: \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003epython3 .../scripts/pod.py add \u003cpod\u003e --title \"\u003ctitle\u003e\" --content \"\u003ccontent\u003e\" --tags \"\u003ctags\u003e\"\u003c/code\u003e\n3. Confirm\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003e\u003ch4 style=\"color:#d1d5db;margin:14px 0 6px;font-size:.95em\"\u003e3. Ingest Documents (Automated)\u003c/h4\u003e\nWhen user wants to ingest files:\n1. Ask for pod name and folder path\n2. Run: \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003epython3 .../scripts/ingest.py ingest \u003cpod\u003e \u003cfolder\u003e\u003c/code\u003e\n3. Supports: PDF, TXT, MD, DOCX, PNG, JPG\n4. Auto-embeds text (if sentence-transformers installed)\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003e\u003ch4 style=\"color:#d1d5db;margin:14px 0 6px;font-size:.95em\"\u003e4. Semantic Search\u003c/h4\u003e\nWhen user wants to search:\n1. Ask for pod name and query\n2. Run: \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003epython3 .../scripts/ingest.py search \u003cpod\u003e \"\u003cquery\u003e\"\u003c/code\u003e\n3. Returns ranked results with citations\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003e\u003ch4 style=\"color:#d1d5db;margin:14px 0 6px;font-size:.95em\"\u003e5. Query (Basic)\u003c/h4\u003e\nWhen user asks to search notes:\n1. Run: \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003epython3 .../scripts/pod.py query \u003cpod\u003e --text \"\u003cquery\u003e\"\u003c/code\u003e\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003e\u003ch4 style=\"color:#d1d5db;margin:14px 0 6px;font-size:.95em\"\u003e6. Export\u003c/h4\u003e\nWhen user asks to export:\n1. Run: \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003epython3 .../scripts/podsync.py pack \u003cpod\u003e\u003c/code\u003e\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003e\u003ch3 style=\"color:#e5e7eb;margin:18px 0 8px;font-size:1.05em\"\u003eDependencies\u003c/h3\u003e\n\u003cpre style=\"background:#0a0a1c;border:1px solid #1e1e3f;border-radius:6px;padding:10px 12px;overflow-x:auto;font-size:.9em;margin:8px 0\"\u003e\u003ccode style=\"color:#a5f3fc;background:none;padding:0;font-size:1em\"\u003epip install PyPDF2 python-docx pillow pytesseract sentence-transformers\n\u003c/code\u003e\u003c/pre\u003e\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003e\u003ch3 style=\"color:#e5e7eb;margin:18px 0 8px;font-size:1.05em\"\u003eStorage Location\u003c/h3\u003e\n\u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003e~/.openclaw/data-pods/\u003c/code\u003e\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003e\u003ch3 style=\"color:#e5e7eb;margin:18px 0 8px;font-size:1.05em\"\u003eKey Commands\u003c/h3\u003e\n\u003cpre style=\"background:#0a0a1c;border:1px solid #1e1e3f;border-radius:6px;padding:10px 12px;overflow-x:auto;font-size:.9em;margin:8px 0\"\u003e\u003ccode style=\"color:#a5f3fc;background:none;padding:0;font-size:1em\"\u003e# Create pod\npython3 .../scripts/pod.py create research --type scholar\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003e\u003ch2 style=\"color:#f3f4f6;margin:20px 0 10px;font-size:1.15em\"\u003eAdd note\u003c/h2\u003e\npython3 .../scripts/pod.py add research --title \"...\" --content \"...\" --tags \"...\"\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003e\u003ch2 style=\"color:#f3f4f6;margin:20px 0 10px;font-size:1.15em\"\u003eIngest folder\u003c/h2\u003e\npython3 .../scripts/ingest.py ingest research ./documents/\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003e\u003ch2 style=\"color:#f3f4f6;margin:20px 0 10px;font-size:1.15em\"\u003eSemantic search\u003c/h2\u003e\npython3 .../scripts/ingest.py search research \"transformers\"\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003e\u003ch2 style=\"color:#f3f4f6;margin:20px 0 10px;font-size:1.15em\"\u003eList documents\u003c/h2\u003e\npython3 .../scripts/ingest.py list research\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003e\u003ch2 style=\"color:#f3f4f6;margin:20px 0 10px;font-size:1.15em\"\u003eQuery notes\u003c/h2\u003e\npython3 .../scripts/pod.py query research --text \"...\"\n\u003c/code\u003e\u003c/pre\u003e\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003e\u003ch3 style=\"color:#e5e7eb;margin:18px 0 8px;font-size:1.05em\"\u003eNotes\u003c/h3\u003e\n\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003eIngestion auto-chunks large documents\u003c/li\u003e\n\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003eEmbeddings enable semantic search\u003c/li\u003e\n\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003eFile hash prevents duplicate ingestion\u003c/li\u003e\n\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003eAll data stored locally in SQLite\u003c/li\u003e\n\u003c/p\u003e"])</script><script>self.__next_f.push([1,"20:[\"$\",\"div\",null,{\"className\":\"skill-page\",\"children\":[[\"$\",\"script\",null,{\"type\":\"application/ld+json\",\"dangerouslySetInnerHTML\":{\"__html\":\"{\\\"@context\\\":\\\"https://schema.org\\\",\\\"@type\\\":\\\"SoftwareApplication\\\",\\\"name\\\":\\\"data-pods\\\",\\\"description\\\":\\\"Create and manage modular portable database pods (SQLite + metadata + embeddings). 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