diff --git "a/graph/viz-python.html" "b/graph/viz-python.html"
--- "a/graph/viz-python.html"
+++ "b/graph/viz-python.html"
@@ -1,7 +1,7 @@
 <!DOCTYPE html>
 <html><head><meta charset="utf-8">
-<title>Knowledge Graph (40 nodes) - tag: python | top 40</title>
-<meta name="ctx-graph-export-id" content="ctx-graph-overlay-20260526T150500Z-102925-2913930">
+<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. -->
@@ -31,7 +31,7 @@
 </style>
 </head><body>
 <div id="sidebar">
-  <div id="title">Knowledge Graph (40 nodes) - tag: python | top 40</div>
+  <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>
@@ -55,7 +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="javascript">javascript (21)</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="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="agents">agents (8)</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="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="docs">docs (6)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="react">react (6)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="llm">llm (6)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="performance">performance (6)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="express">express (6)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="kubernetes">kubernetes (5)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="mcp">mcp (5)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="pattern">pattern (5)</span><span class="tag-btn" onclick="toggleTag(this)" data-tag="troubleshooting">troubleshooting (5)</span>
+    <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>
   </div>
 
   <h2>Labels</h2>
@@ -66,10 +66,10 @@
 <div id="graph"></div>
 
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