diff --git "a/graph/viz-python.html" "b/graph/viz-python.html"
--- "a/graph/viz-python.html"
+++ "b/graph/viz-python.html"
@@ -1,7 +1,11 @@
 <!DOCTYPE html>
 <html><head><meta charset="utf-8">
 <title>Knowledge Graph (40 nodes) - tag: python | top 40</title>
-<script src="https://cdn.plot.ly/plotly-latest.min.js"></script>
+<meta name="ctx-graph-export-id" content="ctx-graph-20260505T111202Z-102696-2900834">
+<!-- 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; }
@@ -30,8 +34,7 @@
   <div id="title">Knowledge Graph (40 nodes) - tag: python | top 40</div>
   <div class="stat" id="stat-line">Loading...</div>
   <div class="legend">
-    <div class="legend-item"><div class="legend-dot" style="background:#6366f1"></div>Skills</div>
-    <div class="legend-item"><div class="legend-dot" style="background:#f59e0b"></div>Agents</div>
+    <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>
   </div>
 
   <h2>Search</h2>
@@ -42,8 +45,7 @@
 
   <h2>Node Type</h2>
   <div class="filter-group">
-    <label><input type="checkbox" id="show-skills" checked onchange="applyFilters()"> Skills</label>
-    <label><input type="checkbox" id="show-agents" checked onchange="applyFilters()"> Agents</label>
+    <label><input type="checkbox" class="type-filter" data-type="skill" checked onchange="applyFilters()"> skill</label><label><input type="checkbox" class="type-filter" data-type="agent" checked onchange="applyFilters()"> agent</label><label><input type="checkbox" class="type-filter" data-type="mcp-server" checked onchange="applyFilters()"> mcp-server</label><label><input type="checkbox" class="type-filter" data-type="harness" checked onchange="applyFilters()"> harness</label>
   </div>
 
   <h2>Min Connections: <span id="deg-val">1</span></h2>
@@ -53,7 +55,7 @@
 
   <h2>Tags</h2>
   <div class="filter-group" id="tag-filters">
-    <span class="tag-btn" onclick="toggleTag(this)" data-tag="python">python (40)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="typescript">typescript (40)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="security">security (35)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="testing">testing (34)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="ai">ai (27)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="frontend">frontend (27)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="devops">devops (26)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="automation">automation (19)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="api">api (16)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="javascript">javascript (15)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="docs">docs (12)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="go">go (11)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="docker">docker (10)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="rust">rust (9)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="java">java (9)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="agents">agents (8)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="react">react (7)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="database">database (7)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="django">django (6)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="documentation">documentation (6)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="kubernetes">kubernetes (5)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="decision">decision (5)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="swift">swift (5)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="llm">llm (5)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="performance">performance (4)</span>
+    <span class="tag-btn" onclick="toggleTag(this)" data-tag="python">python (40)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="javascript">javascript (22)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="security">security (16)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="rust">rust (15)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="typescript">typescript (14)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="aws">aws (13)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="docker">docker (12)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="testing">testing (11)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="agents">agents (8)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="devops">devops (8)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="openai">openai (8)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="documentation">documentation (7)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="go">go (7)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="ai">ai (7)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="frontend">frontend (7)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="api">api (7)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="express">express (7)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="react">react (6)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="performance">performance (6)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="llm">llm (6)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="docs">docs (6)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="troubleshooting">troubleshooting (5)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="java">java (5)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="django">django (5)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="kubernetes">kubernetes (5)</span>
   </div>
 
   <h2>Labels</h2>
@@ -64,11 +66,14 @@
 <div id="graph"></div>
 
 <script>
-const NODES = [{"id": "agent:python-pro", "label": "python-pro", "type": "agent", "x": -0.5199, "y": 0.2837, "degree": 39, "tags": ["python", "typescript", "javascript", "ai", "testing", "security", "devops", "frontend", "api", "docs", "automation"], "community": 46, "size": 19.6}, {"id": "agent:terraform-engineer", "label": "terraform-engineer", "type": "agent", "x": -0.0564, "y": -0.1438, "degree": 39, "tags": ["python", "typescript", "kubernetes", "terraform", "aws", "azure", "gcp", "ai", "testing", "security", "devops", "frontend", "docs", "automation"], "community": 7, "size": 19.6}, {"id": "agent:deployment-engineer", "label": "deployment-engineer", "type": "agent", "x": -0.3807, "y": -0.5905, "degree": 39, "tags": ["python", "typescript", "docker", "ai", "testing", "security", "devops", "frontend", "automation"], "community": 40, "size": 19.6}, {"id": "agent:security-engineer", "label": "security-engineer", "type": "agent", "x": -0.115, "y": 0.3619, "degree": 39, "tags": ["python", "typescript", "rust", "docker", "kubernetes", "ai", "testing", "security", "devops", "frontend", "api", "automation"], "community": 40, "size": 19.6}, {"id": "skill:incident-response-smart-fix", "label": "incident-response-smart-fix", "type": "skill", "x": -0.7497, "y": 0.0123, "degree": 39, "tags": ["python", "typescript", "rust", "ai", "testing", "security", "devops", "frontend", "automation"], "community": 29, "size": 19.6}, {"id": "skill:pr-triage", "label": "pr-triage", "type": "skill", "x": -0.1413, "y": 0.7931, "degree": 39, "tags": ["python", "typescript", "rust", "go", "agents", "security", "decision"], "community": 0, "size": 19.6}, {"id": "agent:scenario-enterprise-feature", "label": "scenario-enterprise-feature", "type": "agent", "x": -0.0174, "y": 0.0704, "degree": 39, "tags": ["python", "typescript", "ai", "testing", "security", "devops", "frontend", "api", "automation"], "community": 34, "size": 19.6}, {"id": "skill:circleci-automation", "label": 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-const EDGES = [{"source": "agent:python-pro", "target": "skill:agent-sort", "weight": 2}, {"source": "agent:python-pro", "target": "skill:alpha-vantage", "weight": 9}, {"source": "agent:python-pro", "target": "skill:backend-security-coder", "weight": 9}, {"source": "agent:python-pro", "target": "skill:cicd-automation-workflow-automate", "weight": 9}, {"source": "agent:python-pro", "target": "skill:circleci-automation", "weight": 9}, {"source": "agent:python-pro", "target": "skill:claude-api", "weight": 2}, {"source": "agent:python-pro", "target": "skill:claude-settings-audit", "weight": 3}, {"source": "agent:python-pro", "target": "skill:deployment-patterns", "weight": 3}, {"source": "agent:python-pro", "target": "skill:design-patterns", "weight": 4}, {"source": "agent:python-pro", "target": "skill:doc-traceability-validator", "weight": 2}, {"source": "agent:python-pro", "target": "skill:faf-wizard", "weight": 5}, {"source": "agent:python-pro", "target": "skill:hugging-face-tool-builder", "weight": 9}, {"source": "agent:python-pro", "target": "skill:incident-response-smart-fix", "weight": 8}, {"source": "agent:python-pro", "target": "skill:legacy-modernizer", "weight": 10}, {"source": "agent:python-pro", "target": "skill:openant-pipeline", "weight": 5}, {"source": "agent:python-pro", "target": "skill:openant-repo-inspection", "weight": 5}, {"source": "agent:python-pro", "target": "skill:openant-vuln-hunting", "weight": 5}, {"source": "agent:python-pro", "target": "skill:pr-triage", "weight": 3}, {"source": "agent:python-pro", "target": "skill:prompt-optimizer", "weight": 4}, {"source": "agent:python-pro", "target": "skill:transformers-js", "weight": 4}, {"source": "agent:python-pro", "target": "skill:verification-loop", "weight": 8}, {"source": "agent:python-pro", "target": "skill:wiki-onboarding", "weight": 9}, {"source": "agent:python-pro", "target": "agent:backend-developer", "weight": 10}, {"source": "agent:python-pro", "target": 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+const TYPE_COLORS = {"skill": "#6366f1", "agent": "#f59e0b", "mcp-server": "#06b6d4", "harness": "#22c55e"};
+const CTX_GRAPH_METADATA = {"export_id": "ctx-graph-20260505T111202Z-102696-2900834", "source_graph_nodes": 102696, "source_graph_edges": 2900834, "view_nodes": 40, "view_edges": 480, "nodes": 40, "edges": 480};
 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));
 
@@ -115,15 +120,13 @@ function toggleTag(el) {
 
 function applyFilters() {
   const search = document.getElementById('search').value.toLowerCase();
-  const showSkills = document.getElementById('show-skills').checked;
-  const showAgents = document.getElementById('show-agents').checked;
+  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 (!showSkills && n.type === 'skill') return false;
-    if (!showAgents && n.type === 'agent') return false;
+    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;
@@ -131,12 +134,13 @@ function applyFilters() {
     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 = NODES.find(n => n.id === e.source);
-      const t = NODES.find(n => n.id === 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++; }
     }
   });
@@ -147,7 +151,7 @@ function applyFilters() {
     hoverinfo: 'none', showlegend: false
   }];
 
-  ['skill','agent'].forEach(type => {
+  Object.keys(TYPE_COLORS).forEach(type => {
     const tn = filtered.filter(n => n.type === type);
     if (!tn.length) return;
     traces.push({
@@ -159,7 +163,7 @@ function applyFilters() {
       text: tn.map(n=>n.label),
       textposition: 'top center',
       textfont: { size: 7, color: '#94a3b8' },
-      hovertext: tn.map(n => '<b>'+n.label+'</b><br>Type: '+n.type+'<br>Connections: '+n.degree+'<br>Tags: '+n.tags.slice(0,5).join(', ')+'<br>Community: '+n.community),
+      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'
     });
   });
