diff --git a/projects/dttb/graphify-out/.graphify_root b/projects/dttb/graphify-out/.graphify_root
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+/root/knowledge-base/projects/dttb
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diff --git a/projects/dttb/graphify-out/GRAPH_REPORT.md b/projects/dttb/graphify-out/GRAPH_REPORT.md
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+# Graph Report - dttb  (2026-05-06)
+
+## Corpus Check
+- 1 files · ~22,438 words
+- Verdict: corpus is large enough that graph structure adds value.
+
+## Summary
+- 18 nodes · 28 edges · 4 communities (3 shown, 1 thin omitted)
+- Extraction: 100% EXTRACTED · 0% INFERRED · 0% AMBIGUOUS
+- Token cost: 0 input · 0 output
+
+## Graph Freshness
+- Built from commit: `3220238c`
+- Run `git rev-parse HEAD` and compare to check if the graph is stale.
+- Run `graphify update .` after code changes (no API cost).
+
+## Community Hubs (Navigation)
+- [[_COMMUNITY_Community 0|Community 0]]
+- [[_COMMUNITY_Community 1|Community 1]]
+- [[_COMMUNITY_Community 2|Community 2]]
+- [[_COMMUNITY_Community 3|Community 3]]
+
+## God Nodes (most connected - your core abstractions)
+1. `nc_request()` - 6 edges
+2. `main()` - 6 edges
+3. `send_message()` - 5 edges
+4. `build_system_prompt()` - 4 edges
+5. `get_last_message_id()` - 4 edges
+6. `poll_new_messages()` - 4 edges
+7. `join_room()` - 4 edges
+8. `load_knowledge_base()` - 3 edges
+9. `get_ai_reply()` - 3 edges
+10. `Load all .md files from knowledge-base repo into context string` - 1 edges
+
+## Surprising Connections (you probably didn't know these)
+- `main()` --calls--> `build_system_prompt()`  [EXTRACTED]
+  nextcloud-talk-bot.py → nextcloud-talk-bot.py  _Bridges community 2 → community 0_
+- `get_last_message_id()` --calls--> `nc_request()`  [EXTRACTED]
+  nextcloud-talk-bot.py → nextcloud-talk-bot.py  _Bridges community 1 → community 3_
+- `poll_new_messages()` --calls--> `nc_request()`  [EXTRACTED]
+  nextcloud-talk-bot.py → nextcloud-talk-bot.py  _Bridges community 1 → community 0_
+- `main()` --calls--> `get_last_message_id()`  [EXTRACTED]
+  nextcloud-talk-bot.py → nextcloud-talk-bot.py  _Bridges community 3 → community 0_
+
+## Communities (4 total, 1 thin omitted)
+
+### Community 0 - "Community 0"
+Cohesion: 0.47
+Nodes (5): get_ai_reply(), main(), poll_new_messages(), Long-poll for new messages after last_id, Get reply from Claude via cliproxy
+
+### Community 1 - "Community 1"
+Cohesion: 0.4
+Nodes (6): join_room(), nc_request(), Join conversation as bot user, Send message as bot user, Nextcloud OCS API request, send_message()
+
+### Community 2 - "Community 2"
+Cohesion: 0.5
+Nodes (4): build_system_prompt(), load_knowledge_base(), Load all .md files from knowledge-base repo into context string, Build system prompt with knowledge base
+
+## Knowledge Gaps
+- **8 isolated node(s):** `Load all .md files from knowledge-base repo into context string`, `Build system prompt with knowledge base`, `Nextcloud OCS API request`, `Get the highest message ID in the conversation`, `Long-poll for new messages after last_id` (+3 more)
+  These have ≤1 connection - possible missing edges or undocumented components.
+- **1 thin communities (<3 nodes) omitted from report** — run `graphify query` to explore isolated nodes.
+
+## Suggested Questions
+_Questions this graph is uniquely positioned to answer:_
+
+- **Why does `nc_request()` connect `Community 1` to `Community 0`, `Community 3`?**
+  _High betweenness centrality (0.176) - this node is a cross-community bridge._
+- **Why does `main()` connect `Community 0` to `Community 1`, `Community 2`, `Community 3`?**
+  _High betweenness centrality (0.132) - this node is a cross-community bridge._
+- **Why does `send_message()` connect `Community 1` to `Community 0`?**
+  _High betweenness centrality (0.129) - this node is a cross-community bridge._
+- **What connects `Load all .md files from knowledge-base repo into context string`, `Build system prompt with knowledge base`, `Nextcloud OCS API request` to the rest of the system?**
+  _8 weakly-connected nodes found - possible documentation gaps or missing edges._
\ No newline at end of file
diff --git a/projects/dttb/graphify-out/cache/ast/5d60bc23c25a62d26cdf005145a722906718caa1ff3ee850c02bc1fa06f84faa.json b/projects/dttb/graphify-out/cache/ast/5d60bc23c25a62d26cdf005145a722906718caa1ff3ee850c02bc1fa06f84faa.json
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+{"nodes": [{"id": "root_knowledge_base_projects_dttb_nextcloud_talk_bot_nextcloud_talk_bot_py", "label": "nextcloud-talk-bot.py", "file_type": "code", "source_file": "/root/knowledge-base/projects/dttb/nextcloud-talk-bot/nextcloud-talk-bot.py", "source_location": "L1"}, {"id": "nextcloud_talk_bot_nextcloud_talk_bot_load_knowledge_base", "label": "load_knowledge_base()", "file_type": "code", "source_file": "/root/knowledge-base/projects/dttb/nextcloud-talk-bot/nextcloud-talk-bot.py", "source_location": "L34"}, {"id": "nextcloud_talk_bot_nextcloud_talk_bot_build_system_prompt", "label": "build_system_prompt()", "file_type": "code", "source_file": "/root/knowledge-base/projects/dttb/nextcloud-talk-bot/nextcloud-talk-bot.py", "source_location": "L70"}, {"id": "nextcloud_talk_bot_nextcloud_talk_bot_nc_request", "label": "nc_request()", "file_type": "code", "source_file": "/root/knowledge-base/projects/dttb/nextcloud-talk-bot/nextcloud-talk-bot.py", "source_location": "L92"}, {"id": "nextcloud_talk_bot_nextcloud_talk_bot_get_last_message_id", "label": "get_last_message_id()", "file_type": "code", "source_file": "/root/knowledge-base/projects/dttb/nextcloud-talk-bot/nextcloud-talk-bot.py", "source_location": "L106"}, {"id": "nextcloud_talk_bot_nextcloud_talk_bot_poll_new_messages", "label": "poll_new_messages()", "file_type": "code", "source_file": "/root/knowledge-base/projects/dttb/nextcloud-talk-bot/nextcloud-talk-bot.py", "source_location": "L113"}, {"id": "nextcloud_talk_bot_nextcloud_talk_bot_join_room", "label": "join_room()", "file_type": "code", "source_file": "/root/knowledge-base/projects/dttb/nextcloud-talk-bot/nextcloud-talk-bot.py", "source_location": "L129"}, {"id": "nextcloud_talk_bot_nextcloud_talk_bot_send_message", "label": "send_message()", "file_type": "code", "source_file": "/root/knowledge-base/projects/dttb/nextcloud-talk-bot/nextcloud-talk-bot.py", "source_location": "L140"}, {"id": "nextcloud_talk_bot_nextcloud_talk_bot_get_ai_reply", 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+  .legend-cb:checked, #select-all-cb:checked { background: #4E79A7; border-color: #4E79A7; }
+  .legend-cb:checked::after, #select-all-cb:checked::after { content: ''; position: absolute; left: 3.5px; top: 1px; width: 4px; height: 7px; border: solid #fff; border-width: 0 2px 2px 0; transform: rotate(45deg); }
+  #select-all-cb:indeterminate { background: #4E79A7; border-color: #4E79A7; }
+  #select-all-cb:indeterminate::after { content: ''; position: absolute; left: 2px; top: 5px; width: 8px; height: 2px; background: #fff; border: none; transform: none; }
+</style>
+</head>
+<body>
+<div id="graph"></div>
+<div id="sidebar">
+  <div id="search-wrap">
+    <input id="search" type="text" placeholder="Search nodes..." autocomplete="off">
+    <div id="search-results"></div>
+  </div>
+  <div id="info-panel">
+    <h3>Node Info</h3>
+    <div id="info-content"><span class="empty">Click a node to inspect it</span></div>
+  </div>
+  <div id="legend-wrap">
+    <h3>Communities</h3>
+    <div id="legend-controls">
+      <label><input type="checkbox" id="select-all-cb" checked onchange="toggleAllCommunities(!this.checked)">Select All</label>
+    </div>
+    <div id="legend"></div>
+  </div>
+  <div id="stats">18 nodes &middot; 28 edges &middot; 4 communities</div>
+</div>
+<script>
+const RAW_NODES = [{"id": "nextcloud_talk_bot_py", "label": "nextcloud-talk-bot.py", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 40.0, "font": {"size": 12, "color": "#ffffff"}, "title": "nextcloud-talk-bot.py", "community": 0, "community_name": "Community 0", "source_file": "nextcloud-talk-bot.py", "file_type": "code", "degree": 9}, {"id": "nextcloud_talk_bot_nextcloud_talk_bot_load_knowledge_base", "label": "load_knowledge_base()", "color": {"background": "#E15759", "border": "#E15759", "highlight": {"background": "#ffffff", "border": "#E15759"}}, "size": 20.0, "font": {"size": 12, "color": "#ffffff"}, "title": "load_knowledge_base()", "community": 2, "community_name": "Community 2", "source_file": "nextcloud-talk-bot.py", "file_type": "code", "degree": 3}, {"id": "nextcloud_talk_bot_nextcloud_talk_bot_build_system_prompt", "label": "build_system_prompt()", "color": {"background": "#E15759", "border": "#E15759", "highlight": {"background": "#ffffff", "border": "#E15759"}}, "size": 23.3, "font": {"size": 12, "color": "#ffffff"}, "title": "build_system_prompt()", "community": 2, "community_name": "Community 2", "source_file": "nextcloud-talk-bot.py", "file_type": "code", "degree": 4}, {"id": "nextcloud_talk_bot_nextcloud_talk_bot_nc_request", "label": "nc_request()", "color": {"background": "#F28E2B", "border": "#F28E2B", "highlight": {"background": "#ffffff", "border": "#F28E2B"}}, "size": 30.0, "font": {"size": 12, "color": "#ffffff"}, "title": "nc_request()", "community": 1, "community_name": "Community 1", "source_file": "nextcloud-talk-bot.py", "file_type": "code", "degree": 6}, {"id": "nextcloud_talk_bot_nextcloud_talk_bot_get_last_message_id", "label": "get_last_message_id()", "color": {"background": "#76B7B2", "border": "#76B7B2", "highlight": {"background": "#ffffff", "border": "#76B7B2"}}, "size": 23.3, "font": {"size": 12, "color": "#ffffff"}, "title": "get_last_message_id()", "community": 3, "community_name": "Community 3", "source_file": "nextcloud-talk-bot.py", "file_type": "code", "degree": 4}, {"id": "nextcloud_talk_bot_nextcloud_talk_bot_poll_new_messages", "label": "poll_new_messages()", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 23.3, "font": {"size": 12, "color": "#ffffff"}, "title": "poll_new_messages()", "community": 0, "community_name": "Community 0", "source_file": "nextcloud-talk-bot.py", "file_type": "code", "degree": 4}, {"id": "nextcloud_talk_bot_nextcloud_talk_bot_join_room", "label": "join_room()", "color": {"background": "#F28E2B", "border": "#F28E2B", "highlight": {"background": "#ffffff", "border": "#F28E2B"}}, "size": 23.3, "font": {"size": 12, "color": "#ffffff"}, "title": "join_room()", "community": 1, "community_name": "Community 1", "source_file": "nextcloud-talk-bot.py", "file_type": "code", "degree": 4}, {"id": "nextcloud_talk_bot_nextcloud_talk_bot_send_message", "label": "send_message()", "color": {"background": "#F28E2B", "border": "#F28E2B", "highlight": {"background": "#ffffff", "border": "#F28E2B"}}, "size": 26.7, "font": {"size": 12, "color": "#ffffff"}, "title": "send_message()", "community": 1, "community_name": "Community 1", "source_file": "nextcloud-talk-bot.py", "file_type": "code", "degree": 5}, {"id": "nextcloud_talk_bot_nextcloud_talk_bot_get_ai_reply", "label": "get_ai_reply()", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 20.0, "font": {"size": 12, "color": "#ffffff"}, "title": "get_ai_reply()", "community": 0, "community_name": "Community 0", "source_file": "nextcloud-talk-bot.py", "file_type": "code", "degree": 3}, {"id": "nextcloud_talk_bot_nextcloud_talk_bot_main", "label": "main()", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 30.0, "font": {"size": 12, "color": "#ffffff"}, "title": "main()", "community": 0, "community_name": "Community 0", "source_file": "nextcloud-talk-bot.py", "file_type": "code", "degree": 6}, {"id": "nextcloud_talk_bot_nextcloud_talk_bot_rationale_35", "label": "Load all .md files from knowledge-base repo into context string", "color": {"background": "#E15759", "border": "#E15759", "highlight": {"background": "#ffffff", "border": "#E15759"}}, "size": 13.3, "font": {"size": 0, "color": "#ffffff"}, "title": "Load all .md files from knowledge-base repo into context string", "community": 2, "community_name": "Community 2", "source_file": "nextcloud-talk-bot.py", "file_type": "rationale", "degree": 1}, {"id": "nextcloud_talk_bot_nextcloud_talk_bot_rationale_71", "label": "Build system prompt with knowledge base", "color": {"background": "#E15759", "border": "#E15759", "highlight": {"background": "#ffffff", "border": "#E15759"}}, "size": 13.3, "font": {"size": 0, "color": "#ffffff"}, "title": "Build system prompt with knowledge base", "community": 2, "community_name": "Community 2", "source_file": "nextcloud-talk-bot.py", "file_type": "rationale", "degree": 1}, {"id": "nextcloud_talk_bot_nextcloud_talk_bot_rationale_93", "label": "Nextcloud OCS API request", "color": {"background": "#F28E2B", "border": "#F28E2B", "highlight": {"background": "#ffffff", "border": "#F28E2B"}}, "size": 13.3, "font": {"size": 0, "color": "#ffffff"}, "title": "Nextcloud OCS API request", "community": 1, "community_name": "Community 1", "source_file": "nextcloud-talk-bot.py", "file_type": "rationale", "degree": 1}, {"id": "nextcloud_talk_bot_nextcloud_talk_bot_rationale_107", "label": "Get the highest message ID in the conversation", "color": {"background": "#76B7B2", "border": "#76B7B2", "highlight": {"background": "#ffffff", "border": "#76B7B2"}}, "size": 13.3, "font": {"size": 0, "color": "#ffffff"}, "title": "Get the highest message ID in the conversation", "community": 3, "community_name": "Community 3", "source_file": "nextcloud-talk-bot.py", "file_type": "rationale", "degree": 1}, {"id": "nextcloud_talk_bot_nextcloud_talk_bot_rationale_114", "label": "Long-poll for new messages after last_id", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 13.3, "font": {"size": 0, "color": "#ffffff"}, "title": "Long-poll for new messages after last_id", "community": 0, "community_name": "Community 0", "source_file": "nextcloud-talk-bot.py", "file_type": "rationale", "degree": 1}, {"id": "nextcloud_talk_bot_nextcloud_talk_bot_rationale_130", "label": "Join conversation as bot user", "color": {"background": "#F28E2B", "border": "#F28E2B", "highlight": {"background": "#ffffff", "border": "#F28E2B"}}, "size": 13.3, "font": {"size": 0, "color": "#ffffff"}, "title": "Join conversation as bot user", "community": 1, "community_name": "Community 1", "source_file": "nextcloud-talk-bot.py", "file_type": "rationale", "degree": 1}, {"id": "nextcloud_talk_bot_nextcloud_talk_bot_rationale_141", "label": "Send message as bot user", "color": {"background": "#F28E2B", "border": "#F28E2B", "highlight": {"background": "#ffffff", "border": "#F28E2B"}}, "size": 13.3, "font": {"size": 0, "color": "#ffffff"}, "title": "Send message as bot user", "community": 1, "community_name": "Community 1", "source_file": "nextcloud-talk-bot.py", "file_type": "rationale", "degree": 1}, {"id": "nextcloud_talk_bot_nextcloud_talk_bot_rationale_153", "label": "Get reply from Claude via cliproxy", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 13.3, "font": {"size": 0, "color": "#ffffff"}, "title": "Get reply from Claude via cliproxy", "community": 0, "community_name": "Community 0", "source_file": "nextcloud-talk-bot.py", "file_type": "rationale", "degree": 1}];
+const RAW_EDGES = [{"from": "nextcloud_talk_bot_py", "to": "nextcloud_talk_bot_nextcloud_talk_bot_load_knowledge_base", "label": "contains", "title": "contains [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "nextcloud_talk_bot_py", "to": "nextcloud_talk_bot_nextcloud_talk_bot_build_system_prompt", "label": "contains", "title": "contains [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "nextcloud_talk_bot_py", "to": "nextcloud_talk_bot_nextcloud_talk_bot_nc_request", "label": "contains", "title": "contains [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "nextcloud_talk_bot_py", "to": "nextcloud_talk_bot_nextcloud_talk_bot_get_last_message_id", "label": "contains", "title": "contains [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "nextcloud_talk_bot_py", "to": "nextcloud_talk_bot_nextcloud_talk_bot_poll_new_messages", "label": "contains", "title": "contains [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "nextcloud_talk_bot_py", "to": "nextcloud_talk_bot_nextcloud_talk_bot_join_room", "label": "contains", "title": "contains [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "nextcloud_talk_bot_py", "to": "nextcloud_talk_bot_nextcloud_talk_bot_send_message", "label": "contains", "title": "contains [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "nextcloud_talk_bot_py", "to": "nextcloud_talk_bot_nextcloud_talk_bot_get_ai_reply", "label": "contains", "title": "contains [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "nextcloud_talk_bot_py", "to": "nextcloud_talk_bot_nextcloud_talk_bot_main", "label": "contains", "title": "contains [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "nextcloud_talk_bot_nextcloud_talk_bot_build_system_prompt", "to": "nextcloud_talk_bot_nextcloud_talk_bot_load_knowledge_base", "label": "calls", "title": "calls [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "nextcloud_talk_bot_nextcloud_talk_bot_rationale_35", "to": "nextcloud_talk_bot_nextcloud_talk_bot_load_knowledge_base", "label": "rationale_for", "title": "rationale_for [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "nextcloud_talk_bot_nextcloud_talk_bot_main", "to": "nextcloud_talk_bot_nextcloud_talk_bot_build_system_prompt", "label": "calls", "title": "calls [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "nextcloud_talk_bot_nextcloud_talk_bot_rationale_71", "to": "nextcloud_talk_bot_nextcloud_talk_bot_build_system_prompt", "label": "rationale_for", "title": "rationale_for [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "nextcloud_talk_bot_nextcloud_talk_bot_get_last_message_id", "to": "nextcloud_talk_bot_nextcloud_talk_bot_nc_request", "label": "calls", "title": "calls [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "nextcloud_talk_bot_nextcloud_talk_bot_poll_new_messages", "to": "nextcloud_talk_bot_nextcloud_talk_bot_nc_request", "label": "calls", "title": "calls [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "nextcloud_talk_bot_nextcloud_talk_bot_join_room", "to": "nextcloud_talk_bot_nextcloud_talk_bot_nc_request", "label": "calls", "title": "calls [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "nextcloud_talk_bot_nextcloud_talk_bot_send_message", "to": "nextcloud_talk_bot_nextcloud_talk_bot_nc_request", "label": "calls", "title": "calls [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "nextcloud_talk_bot_nextcloud_talk_bot_rationale_93", "to": "nextcloud_talk_bot_nextcloud_talk_bot_nc_request", "label": "rationale_for", "title": "rationale_for [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "nextcloud_talk_bot_nextcloud_talk_bot_main", "to": "nextcloud_talk_bot_nextcloud_talk_bot_get_last_message_id", "label": "calls", "title": "calls [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "nextcloud_talk_bot_nextcloud_talk_bot_rationale_107", "to": "nextcloud_talk_bot_nextcloud_talk_bot_get_last_message_id", "label": "rationale_for", "title": "rationale_for [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "nextcloud_talk_bot_nextcloud_talk_bot_main", "to": "nextcloud_talk_bot_nextcloud_talk_bot_poll_new_messages", "label": "calls", "title": "calls [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "nextcloud_talk_bot_nextcloud_talk_bot_rationale_114", "to": "nextcloud_talk_bot_nextcloud_talk_bot_poll_new_messages", "label": "rationale_for", "title": "rationale_for [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "nextcloud_talk_bot_nextcloud_talk_bot_send_message", "to": "nextcloud_talk_bot_nextcloud_talk_bot_join_room", "label": "calls", "title": "calls [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "nextcloud_talk_bot_nextcloud_talk_bot_rationale_130", "to": "nextcloud_talk_bot_nextcloud_talk_bot_join_room", "label": "rationale_for", "title": "rationale_for [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "nextcloud_talk_bot_nextcloud_talk_bot_main", "to": "nextcloud_talk_bot_nextcloud_talk_bot_send_message", "label": "calls", "title": "calls [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "nextcloud_talk_bot_nextcloud_talk_bot_rationale_141", "to": "nextcloud_talk_bot_nextcloud_talk_bot_send_message", "label": "rationale_for", "title": "rationale_for [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "nextcloud_talk_bot_nextcloud_talk_bot_main", "to": "nextcloud_talk_bot_nextcloud_talk_bot_get_ai_reply", "label": "calls", "title": "calls [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "nextcloud_talk_bot_nextcloud_talk_bot_rationale_153", "to": "nextcloud_talk_bot_nextcloud_talk_bot_get_ai_reply", "label": "rationale_for", "title": "rationale_for [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}];
+const LEGEND = [{"cid": 0, "color": "#4E79A7", "label": "Community 0", "count": 6}, {"cid": 1, "color": "#F28E2B", "label": "Community 1", "count": 6}, {"cid": 2, "color": "#E15759", "label": "Community 2", "count": 4}, {"cid": 3, "color": "#76B7B2", "label": "Community 3", "count": 2}];
+
+// HTML-escape helper — prevents XSS when injecting graph data into innerHTML
+function esc(s) {
+  return String(s).replace(/&/g,'&amp;').replace(/</g,'&lt;').replace(/>/g,'&gt;').replace(/"/g,'&quot;').replace(/'/g,'&#39;');
+}
+
+// Build vis datasets
+const nodesDS = new vis.DataSet(RAW_NODES.map(n => ({
+  id: n.id, label: n.label, color: n.color, size: n.size,
+  font: n.font, title: n.title,
+  _community: n.community, _community_name: n.community_name,
+  _source_file: n.source_file, _file_type: n.file_type, _degree: n.degree,
+})));
+
+const edgesDS = new vis.DataSet(RAW_EDGES.map((e, i) => ({
+  id: i, from: e.from, to: e.to,
+  label: '',
+  title: e.title,
+  dashes: e.dashes,
+  width: e.width,
+  color: e.color,
+  arrows: { to: { enabled: true, scaleFactor: 0.5 } },
+})));
+
+const container = document.getElementById('graph');
+const network = new vis.Network(container, { nodes: nodesDS, edges: edgesDS }, {
+  physics: {
+    enabled: true,
+    solver: 'forceAtlas2Based',
+    forceAtlas2Based: {
+      gravitationalConstant: -60,
+      centralGravity: 0.005,
+      springLength: 120,
+      springConstant: 0.08,
+      damping: 0.4,
+      avoidOverlap: 0.8,
+    },
+    stabilization: { iterations: 200, fit: true },
+  },
+  interaction: {
+    hover: true,
+    tooltipDelay: 100,
+    hideEdgesOnDrag: true,
+    navigationButtons: false,
+    keyboard: false,
+  },
+  nodes: { shape: 'dot', borderWidth: 1.5 },
+  edges: { smooth: { type: 'continuous', roundness: 0.2 }, selectionWidth: 3 },
+});
+
+network.once('stabilizationIterationsDone', () => {
+  network.setOptions({ physics: { enabled: false } });
+});
+
+function showInfo(nodeId) {
+  const n = nodesDS.get(nodeId);
+  if (!n) return;
+  const neighborIds = network.getConnectedNodes(nodeId);
+  const neighborItems = neighborIds.map(nid => {
+    const nb = nodesDS.get(nid);
+    const color = nb ? nb.color.background : '#555';
+    return `<span class="neighbor-link" style="border-left-color:${esc(color)}" onclick="focusNode(${JSON.stringify(nid)})">${esc(nb ? nb.label : nid)}</span>`;
+  }).join('');
+  document.getElementById('info-content').innerHTML = `
+    <div class="field"><b>${esc(n.label)}</b></div>
+    <div class="field">Type: ${esc(n._file_type || 'unknown')}</div>
+    <div class="field">Community: ${esc(n._community_name)}</div>
+    <div class="field">Source: ${esc(n._source_file || '-')}</div>
+    <div class="field">Degree: ${n._degree}</div>
+    ${neighborIds.length ? `<div class="field" style="margin-top:8px;color:#aaa;font-size:11px">Neighbors (${neighborIds.length})</div><div id="neighbors-list">${neighborItems}</div>` : ''}
+  `;
+}
+
+function focusNode(nodeId) {
+  network.focus(nodeId, { scale: 1.4, animation: true });
+  network.selectNodes([nodeId]);
+  showInfo(nodeId);
+}
+
+// Track hovered node — hover detection is more reliable than click params
+let hoveredNodeId = null;
+network.on('hoverNode', params => {
+  hoveredNodeId = params.node;
+  container.style.cursor = 'pointer';
+});
+network.on('blurNode', () => {
+  hoveredNodeId = null;
+  container.style.cursor = 'default';
+});
+container.addEventListener('click', () => {
+  if (hoveredNodeId !== null) {
+    showInfo(hoveredNodeId);
+    network.selectNodes([hoveredNodeId]);
+  }
+});
+network.on('click', params => {
+  if (params.nodes.length > 0) {
+    showInfo(params.nodes[0]);
+  } else if (hoveredNodeId === null) {
+    document.getElementById('info-content').innerHTML = '<span class="empty">Click a node to inspect it</span>';
+  }
+});
+
+const searchInput = document.getElementById('search');
+const searchResults = document.getElementById('search-results');
+searchInput.addEventListener('input', () => {
+  const q = searchInput.value.toLowerCase().trim();
+  searchResults.innerHTML = '';
+  if (!q) { searchResults.style.display = 'none'; return; }
+  const matches = RAW_NODES.filter(n => n.label.toLowerCase().includes(q)).slice(0, 20);
+  if (!matches.length) { searchResults.style.display = 'none'; return; }
+  searchResults.style.display = 'block';
+  matches.forEach(n => {
+    const el = document.createElement('div');
+    el.className = 'search-item';
+    el.textContent = n.label;
+    el.style.borderLeft = `3px solid ${n.color.background}`;
+    el.style.paddingLeft = '8px';
+    el.onclick = () => {
+      network.focus(n.id, { scale: 1.5, animation: true });
+      network.selectNodes([n.id]);
+      showInfo(n.id);
+      searchResults.style.display = 'none';
+      searchInput.value = '';
+    };
+    searchResults.appendChild(el);
+  });
+});
+document.addEventListener('click', e => {
+  if (!searchResults.contains(e.target) && e.target !== searchInput)
+    searchResults.style.display = 'none';
+});
+
+const hiddenCommunities = new Set();
+
+const selectAllCb = document.getElementById('select-all-cb');
+
+function updateSelectAllState() {
+  const total = LEGEND.length;
+  const hidden = hiddenCommunities.size;
+  selectAllCb.checked = hidden === 0;
+  selectAllCb.indeterminate = hidden > 0 && hidden < total;
+}
+
+function toggleAllCommunities(hide) {
+  document.querySelectorAll('.legend-item').forEach(item => {
+    hide ? item.classList.add('dimmed') : item.classList.remove('dimmed');
+  });
+  document.querySelectorAll('.legend-cb').forEach(cb => {
+    cb.checked = !hide;
+  });
+  LEGEND.forEach(c => {
+    if (hide) hiddenCommunities.add(c.cid); else hiddenCommunities.delete(c.cid);
+  });
+  const updates = RAW_NODES.map(n => ({ id: n.id, hidden: hide }));
+  nodesDS.update(updates);
+  updateSelectAllState();
+}
+
+const legendEl = document.getElementById('legend');
+LEGEND.forEach(c => {
+  const item = document.createElement('div');
+  item.className = 'legend-item';
+  const cb = document.createElement('input');
+  cb.type = 'checkbox';
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new file mode 100644
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diff --git a/projects/dttb/graphify-out/manifest.json b/projects/dttb/graphify-out/manifest.json
new file mode 100644
index 0000000..115ca64
--- /dev/null
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\ No newline at end of file