diff --git "a/graph/viz-python.html" "b/graph/viz-python.html"
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+++ "b/graph/viz-python.html"
@@ -1,186 +1,186 @@
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-<title>Knowledge Graph: python (90 nodes)</title>
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-const TYPE_COLORS = {"skill": "#6366f1", "agent": "#f59e0b", "mcp-server": "#06b6d4", "harness": "#22c55e"};
-const CTX_GRAPH_METADATA = {"export_id": "ctx-graph-rescore-20260527T171206Z-102928-2913960", "source_graph_nodes": 102928, "source_graph_edges": 2913960, "view_nodes": 90, "view_edges": 1725, "nodes": 90, "edges": 1725};
-const COMM_COLORS = ["#ef4444","#f97316","#eab308","#22c55e","#06b6d4","#3b82f6","#8b5cf6","#ec4899","#14b8a6","#f43f5e","#84cc16","#0ea5e9","#a855f7","#e11d48","#10b981"];
-
-function esc(s) { return String(s).replace(/&/g,'&amp;').replace(/</g,'&lt;').replace(/>/g,'&gt;').replace(/"/g,'&quot;').replace(/'/g,'&#39;'); }
-
-let activeTags = new Set();
-const allLabels = NODES.map(n => ({label:n.label, type:n.type})).sort((a,b) => a.label.localeCompare(b.label));
-
-function onSearch() {
-  const q = document.getElementById('search').value.toLowerCase();
-  const ac = document.getElementById('autocomplete');
-  if (q.length < 2) { ac.style.display='none'; applyFilters(); return; }
-  const matches = allLabels.filter(n => n.label.toLowerCase().includes(q)).slice(0, 12);
-  if (matches.length === 0) { ac.style.display='none'; applyFilters(); return; }
-  // Build DOM nodes with textContent to prevent XSS (labels may contain <,>,&,",').
-  while (ac.firstChild) ac.removeChild(ac.firstChild);
-  for (const m of matches) {
-    const item = document.createElement('div');
-    item.className = 'ac-item';
-    item.appendChild(document.createTextNode(m.label));
-    const typeSpan = document.createElement('span');
-    typeSpan.className = 'ac-type';
-    typeSpan.textContent = m.type;
-    item.appendChild(typeSpan);
-    item.addEventListener('click', () => selectAc(m.label));
-    ac.appendChild(item);
-  }
-  ac.style.display='block';
-  applyFilters();
-}
-
-function selectAc(label) {
-  document.getElementById('search').value = label;
-  document.getElementById('autocomplete').style.display='none';
-  applyFilters();
-}
-
-document.addEventListener('click', function(e) {
-  if (!e.target.closest('#search') && !e.target.closest('#autocomplete'))
-    document.getElementById('autocomplete').style.display='none';
-});
-
-function toggleTag(el) {
-  const tag = el.dataset.tag;
-  if (activeTags.has(tag)) { activeTags.delete(tag); el.classList.remove('active'); }
-  else { activeTags.add(tag); el.classList.add('active'); }
-  applyFilters();
-}
-
-function applyFilters() {
-  const search = document.getElementById('search').value.toLowerCase();
-  const enabledTypes = new Set(Array.from(document.querySelectorAll('.type-filter:checked')).map(el => el.dataset.type));
-  const minDeg = parseInt(document.getElementById('min-degree').value);
-  const showLabels = document.getElementById('show-labels').checked;
-
-  const visible = new Set();
-  const filtered = NODES.filter(n => {
-    if (!enabledTypes.has(n.type)) return false;
-    if (n.degree < minDeg) return false;
-    if (search && !n.label.toLowerCase().includes(search)) return false;
-    if (activeTags.size > 0 && !n.tags.some(t => activeTags.has(t))) return false;
-    visible.add(n.id);
-    return true;
-  });
-
-  const nodeById = new Map(NODES.map(n => [n.id, n]));
-  const edgeX = [], edgeY = [];
-  let edgeCount = 0;
-  EDGES.forEach(e => {
-    if (visible.has(e.source) && visible.has(e.target)) {
-      const s = nodeById.get(e.source);
-      const t = nodeById.get(e.target);
-      if (s && t) { edgeX.push(s.x, t.x, null); edgeY.push(s.y, t.y, null); edgeCount++; }
-    }
-  });
-
-  const traces = [{
-    x: edgeX, y: edgeY, mode: 'lines',
-    line: { width: 0.3, color: '#334155' },
-    hoverinfo: 'none', showlegend: false
-  }];
-
-  Object.keys(TYPE_COLORS).forEach(type => {
-    const tn = filtered.filter(n => n.type === type);
-    if (!tn.length) return;
-    traces.push({
-      x: tn.map(n=>n.x), y: tn.map(n=>n.y),
-      mode: showLabels ? 'markers+text' : 'markers',
-      name: type + 's (' + tn.length + ')',
-      marker: { size: tn.map(n=>n.size), color: tn.map(n=>COMM_COLORS[n.community%15]),
-                 line: { width: 1, color: '#1e293b' }, opacity: 0.85 },
-      text: tn.map(n=>n.label),
-      textposition: 'top center',
-      textfont: { size: 7, color: '#94a3b8' },
-      hovertext: tn.map(n => '<b>'+esc(n.label)+'</b><br>Type: '+esc(n.type)+'<br>Connections: '+n.degree+'<br>Tags: '+esc(n.tags.slice(0,5).join(', '))+'<br>Community: '+n.community),
-      hoverinfo: 'text'
-    });
-  });
-
-  const layout = {
-    showlegend: true, legend: { x:0, y:1, bgcolor:'rgba(30,41,59,0.9)', font:{color:'#e2e8f0'} },
-    xaxis: { showgrid:false, zeroline:false, showticklabels:false },
-    yaxis: { showgrid:false, zeroline:false, showticklabels:false },
-    plot_bgcolor: '#0f172a', paper_bgcolor: '#0f172a',
-    font: { color: '#e2e8f0' },
-    hovermode: 'closest',
-    margin: { l:10, r:10, t:10, b:10 }
-  };
-
-  Plotly.react('graph', traces, layout, { responsive: true });
-  document.getElementById('stat-line').textContent = filtered.length + ' nodes, ' + edgeCount + ' edges shown';
-}
-
-applyFilters();
+<!DOCTYPE html>
+<html><head><meta charset="utf-8">
+<title>Knowledge Graph: python (90 nodes)</title>
+<meta name="ctx-graph-export-id" content="ctx-graph-rescore-20260527T171206Z-102928-2913960">
+<!-- Pinned to an explicit version (not -latest) so served content can't change
+     silently. A real SRI hash would be better but must be generated from the
+     published release — see https://cdn.plot.ly/ for hashes. -->
+<script src="https://cdn.plot.ly/plotly-2.35.2.min.js" crossorigin="anonymous"></script>
+<style>
+  * { margin:0; padding:0; box-sizing:border-box; }
+  body { display:flex; height:100vh; background:#0f172a; color:#e2e8f0; font-family:system-ui; }
+  #sidebar { width:280px; padding:16px; overflow-y:auto; background:#1e293b; border-right:1px solid #334155; }
+  #graph { flex:1; }
+  h2 { font-size:14px; margin:12px 0 6px; color:#94a3b8; text-transform:uppercase; letter-spacing:1px; }
+  .filter-group { margin-bottom:12px; }
+  input[type=text] { width:100%; padding:6px 8px; background:#0f172a; border:1px solid #475569; color:#e2e8f0; border-radius:4px; font-size:13px; position:relative; }
+  #autocomplete { position:absolute; left:16px; right:16px; background:#1e293b; border:1px solid #475569; border-top:none; border-radius:0 0 4px 4px; max-height:200px; overflow-y:auto; z-index:10; display:none; }
+  .ac-item { padding:4px 8px; font-size:12px; cursor:pointer; color:#94a3b8; }
+  .ac-item:hover { background:#334155; color:#e2e8f0; }
+  .ac-item .ac-type { font-size:10px; color:#64748b; float:right; }
+  input[type=range] { width:100%; accent-color:#6366f1; }
+  label { display:block; font-size:12px; margin:2px 0; cursor:pointer; }
+  label:hover { color:#818cf8; }
+  .tag-btn { display:inline-block; padding:2px 8px; margin:2px; font-size:11px; border:1px solid #475569; border-radius:12px; cursor:pointer; background:transparent; color:#94a3b8; }
+  .tag-btn.active { background:#6366f1; color:white; border-color:#6366f1; }
+  .stat { font-size:12px; color:#64748b; margin:4px 0; }
+  #title { font-size:15px; font-weight:bold; color:#e2e8f0; margin-bottom:12px; }
+  .legend { display:flex; gap:12px; margin:8px 0; }
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+  .legend-dot { width:10px; height:10px; border-radius:50%; }
+</style>
+</head><body>
+<div id="sidebar">
+  <div id="title">Knowledge Graph: python (90 nodes)</div>
+  <div class="stat" id="stat-line">Loading...</div>
+  <div class="legend">
+    <div class="legend-item"><div class="legend-dot" style="background:#6366f1"></div>skill</div><div class="legend-item"><div class="legend-dot" style="background:#f59e0b"></div>agent</div><div class="legend-item"><div class="legend-dot" style="background:#06b6d4"></div>mcp-server</div><div class="legend-item"><div class="legend-dot" style="background:#22c55e"></div>harness</div>
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+  <h2>Tags</h2>
+  <div class="filter-group" id="tag-filters">
+    <span class="tag-btn" onclick="toggleTag(this)" data-tag="python">python (90)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="javascript">javascript (43)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="security">security (29)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="typescript">typescript (26)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="openai">openai (23)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="agents">agents (22)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="testing">testing (21)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="frontend">frontend (20)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="rust">rust (19)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="aws">aws (15)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="devops">devops (14)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="docker">docker (14)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="ai">ai (13)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="performance">performance (12)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="docs">docs (12)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="api">api (11)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="react">react (10)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="llm">llm (10)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="documentation">documentation (10)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="pattern">pattern (10)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="troubleshooting">troubleshooting (9)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="mcp">mcp (9)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="go">go (9)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="azure">azure (7)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="express">express (7)</span>
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+    <label><input type="checkbox" id="show-labels" checked onchange="applyFilters()"> Show labels</label>
+  </div>
+</div>
+<div id="graph"></div>
+
+<script>
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"skill:odoo-migration-helper", "weight": 0.03}, {"source": "skill:aws-serverless", "target": "skill:docx-official", "weight": 0.03}, {"source": "harness:langgraph", "target": "skill:azure-functions", "weight": 0.03}, {"source": "harness:langgraph", "target": "skill:docx-official", "weight": 0.03}, {"source": "harness:langgraph", "target": "skill:odoo-migration-helper", "weight": 0.03}, {"source": "skill:azure-functions", "target": "skill:odoo-migration-helper", "weight": 0.03}, {"source": "skill:azure-functions", "target": "skill:docx-official", "weight": 0.03}, {"source": "skill:docx-official", "target": "skill:odoo-migration-helper", "weight": 0.03}];
+const TYPE_COLORS = {"skill": "#6366f1", "agent": "#f59e0b", "mcp-server": "#06b6d4", "harness": "#22c55e"};
+const CTX_GRAPH_METADATA = {"export_id": "ctx-graph-rescore-20260527T171206Z-102928-2913960", "source_graph_nodes": 102928, "source_graph_edges": 2913960, "view_nodes": 90, "view_edges": 1725, "nodes": 90, "edges": 1725};
+const COMM_COLORS = ["#ef4444","#f97316","#eab308","#22c55e","#06b6d4","#3b82f6","#8b5cf6","#ec4899","#14b8a6","#f43f5e","#84cc16","#0ea5e9","#a855f7","#e11d48","#10b981"];
+
+function esc(s) { return String(s).replace(/&/g,'&amp;').replace(/</g,'&lt;').replace(/>/g,'&gt;').replace(/"/g,'&quot;').replace(/'/g,'&#39;'); }
+
+let activeTags = new Set();
+const allLabels = NODES.map(n => ({label:n.label, type:n.type})).sort((a,b) => a.label.localeCompare(b.label));
+
+function onSearch() {
+  const q = document.getElementById('search').value.toLowerCase();
+  const ac = document.getElementById('autocomplete');
+  if (q.length < 2) { ac.style.display='none'; applyFilters(); return; }
+  const matches = allLabels.filter(n => n.label.toLowerCase().includes(q)).slice(0, 12);
+  if (matches.length === 0) { ac.style.display='none'; applyFilters(); return; }
+  // Build DOM nodes with textContent to prevent XSS (labels may contain <,>,&,",').
+  while (ac.firstChild) ac.removeChild(ac.firstChild);
+  for (const m of matches) {
+    const item = document.createElement('div');
+    item.className = 'ac-item';
+    item.appendChild(document.createTextNode(m.label));
+    const typeSpan = document.createElement('span');
+    typeSpan.className = 'ac-type';
+    typeSpan.textContent = m.type;
+    item.appendChild(typeSpan);
+    item.addEventListener('click', () => selectAc(m.label));
+    ac.appendChild(item);
+  }
+  ac.style.display='block';
+  applyFilters();
+}
+
+function selectAc(label) {
+  document.getElementById('search').value = label;
+  document.getElementById('autocomplete').style.display='none';
+  applyFilters();
+}
+
+document.addEventListener('click', function(e) {
+  if (!e.target.closest('#search') && !e.target.closest('#autocomplete'))
+    document.getElementById('autocomplete').style.display='none';
+});
+
+function toggleTag(el) {
+  const tag = el.dataset.tag;
+  if (activeTags.has(tag)) { activeTags.delete(tag); el.classList.remove('active'); }
+  else { activeTags.add(tag); el.classList.add('active'); }
+  applyFilters();
+}
+
+function applyFilters() {
+  const search = document.getElementById('search').value.toLowerCase();
+  const enabledTypes = new Set(Array.from(document.querySelectorAll('.type-filter:checked')).map(el => el.dataset.type));
+  const minDeg = parseInt(document.getElementById('min-degree').value);
+  const showLabels = document.getElementById('show-labels').checked;
+
+  const visible = new Set();
+  const filtered = NODES.filter(n => {
+    if (!enabledTypes.has(n.type)) return false;
+    if (n.degree < minDeg) return false;
+    if (search && !n.label.toLowerCase().includes(search)) return false;
+    if (activeTags.size > 0 && !n.tags.some(t => activeTags.has(t))) return false;
+    visible.add(n.id);
+    return true;
+  });
+
+  const nodeById = new Map(NODES.map(n => [n.id, n]));
+  const edgeX = [], edgeY = [];
+  let edgeCount = 0;
+  EDGES.forEach(e => {
+    if (visible.has(e.source) && visible.has(e.target)) {
+      const s = nodeById.get(e.source);
+      const t = nodeById.get(e.target);
+      if (s && t) { edgeX.push(s.x, t.x, null); edgeY.push(s.y, t.y, null); edgeCount++; }
+    }
+  });
+
+  const traces = [{
+    x: edgeX, y: edgeY, mode: 'lines',
+    line: { width: 0.3, color: '#334155' },
+    hoverinfo: 'none', showlegend: false
+  }];
+
+  Object.keys(TYPE_COLORS).forEach(type => {
+    const tn = filtered.filter(n => n.type === type);
+    if (!tn.length) return;
+    traces.push({
+      x: tn.map(n=>n.x), y: tn.map(n=>n.y),
+      mode: showLabels ? 'markers+text' : 'markers',
+      name: type + 's (' + tn.length + ')',
+      marker: { size: tn.map(n=>n.size), color: tn.map(n=>COMM_COLORS[n.community%15]),
+                 line: { width: 1, color: '#1e293b' }, opacity: 0.85 },
+      text: tn.map(n=>n.label),
+      textposition: 'top center',
+      textfont: { size: 7, color: '#94a3b8' },
+      hovertext: tn.map(n => '<b>'+esc(n.label)+'</b><br>Type: '+esc(n.type)+'<br>Connections: '+n.degree+'<br>Tags: '+esc(n.tags.slice(0,5).join(', '))+'<br>Community: '+n.community),
+      hoverinfo: 'text'
+    });
+  });
+
+  const layout = {
+    showlegend: true, legend: { x:0, y:1, bgcolor:'rgba(30,41,59,0.9)', font:{color:'#e2e8f0'} },
+    xaxis: { showgrid:false, zeroline:false, showticklabels:false },
+    yaxis: { showgrid:false, zeroline:false, showticklabels:false },
+    plot_bgcolor: '#0f172a', paper_bgcolor: '#0f172a',
+    font: { color: '#e2e8f0' },
+    hovermode: 'closest',
+    margin: { l:10, r:10, t:10, b:10 }
+  };
+
+  Plotly.react('graph', traces, layout, { responsive: true });
+  document.getElementById('stat-line').textContent = filtered.length + ' nodes, ' + edgeCount + ' edges shown';
+}
+
+applyFilters();
 </script></body></html>
\ No newline at end of file
