diff --git a/graphify-out/GRAPH_REPORT.md b/graphify-out/GRAPH_REPORT.md
index f3240b2..cb4c102 100644
--- a/graphify-out/GRAPH_REPORT.md
+++ b/graphify-out/GRAPH_REPORT.md
@@ -1,11 +1,11 @@
 # Graph Report - 2e709500-79ab-403f-9ca0-3f027ac9f36e  (2026-06-17)
 
 ## Corpus Check
-- 57 files · ~323,606 words
+- 58 files · ~324,818 words
 - Verdict: corpus is large enough that graph structure adds value.
 
 ## Summary
-- 522 nodes · 567 edges · 93 communities (86 shown, 7 thin omitted)
+- 536 nodes · 580 edges · 94 communities (87 shown, 7 thin omitted)
 - Extraction: 99% EXTRACTED · 1% INFERRED · 0% AMBIGUOUS · INFERRED: 4 edges (avg confidence: 0.8)
 - Token cost: 0 input · 0 output
 
@@ -23,9 +23,9 @@
 - [[_COMMUNITY_Community 5|Community 5]]
 - [[_COMMUNITY_Community 6|Community 6]]
 - [[_COMMUNITY_Community 7|Community 7]]
-- [[_COMMUNITY_Community 9|Community 9]]
+- [[_COMMUNITY_Community 8|Community 8]]
 - [[_COMMUNITY_Community 10|Community 10]]
-- [[_COMMUNITY_Community 12|Community 12]]
+- [[_COMMUNITY_Community 11|Community 11]]
 - [[_COMMUNITY_Community 13|Community 13]]
 - [[_COMMUNITY_Community 14|Community 14]]
 - [[_COMMUNITY_Community 15|Community 15]]
@@ -49,7 +49,8 @@
 - [[_COMMUNITY_Community 33|Community 33]]
 - [[_COMMUNITY_Community 34|Community 34]]
 - [[_COMMUNITY_Community 35|Community 35]]
-- [[_COMMUNITY_Community 40|Community 40]]
+- [[_COMMUNITY_Community 36|Community 36]]
+- [[_COMMUNITY_Community 41|Community 41]]
 
 ## God Nodes (most connected - your core abstractions)
 1. `Performance Testing Scripts` - 12 edges
@@ -73,7 +74,7 @@
 - `POST()` --calls--> `logApiRequest()`  [INFERRED]
   src/pages/api/newsletter.ts → src/utils/logger.ts
 
-## Communities (93 total, 7 thin omitted)
+## Communities (94 total, 7 thin omitted)
 
 ### Community 0 - "Community 0"
 Cohesion: 0.05
@@ -105,90 +106,94 @@ Nodes (15): 1. Modular Monolith Over Premature Microservices, 2. Role-Based Acce
 
 ### Community 7 - "Community 7"
 Cohesion: 0.14
-Nodes (13): 1. Multi-District Deployment Complexity, 2. Security and Compliance, 3. Reliability Under Constraint, Architecture Decisions That Paid Off, code:java (@Configuration), code:java (@Service), code:java (@Component), code:yaml (# District-specific feature configuration) (+5 more)
+Nodes (13): 1. Database-per-district with central aggregation, 2. Offline-first for field-critical modules, 3. Audit logging baked into the data layer, Building something similar?, code:yaml (# Per-district deployment descriptor), code:java (@Scheduled(fixedDelay = 300_000) // every 5 minutes), code:yaml (features:), The Architecture We Committed To (+5 more)
 
-### Community 9 - "Community 9"
-Cohesion: 0.17
-Nodes (11): 1. Customer Service Automation, 2. Predictive Analytics, 3. Process Automation, 4. Intelligent Document Processing, code:python (from transformers import pipeline), code:python (import pandas as pd), code:python (# Example: Extracting structured data from forms), Implementation Considerations (+3 more)
+### Community 8 - "Community 8"
+Cohesion: 0.14
+Nodes (13): 1. Multi-District Deployment Complexity, 2. Security and Compliance, 3. Reliability Under Constraint, Architecture Decisions That Paid Off, code:java (@Configuration), code:java (@Service), code:java (@Component), code:yaml (# District-specific feature configuration) (+5 more)
 
 ### Community 10 - "Community 10"
 Cohesion: 0.17
+Nodes (11): 1. Customer Service Automation, 2. Predictive Analytics, 3. Process Automation, 4. Intelligent Document Processing, code:python (from transformers import pipeline), code:python (import pandas as pd), code:python (# Example: Extracting structured data from forms), Implementation Considerations (+3 more)
+
+### Community 11 - "Community 11"
+Cohesion: 0.17
 Nodes (11): Code Example, code:astro (---), code:javascript (// Traditional SPA: Everything loads upfront), code:typescript (// src/content/config.ts), code:bash (npm create astro@latest), Content Collections: Type-Safe Content, Getting Started, How Astro Differs from Traditional Frameworks (+3 more)
 
-### Community 13 - "Community 13"
+### Community 14 - "Community 14"
 Cohesion: 0.18
 Nodes (10): code:hcl (# Define AWS EC2 instance), code:dockerfile (# Multi-stage build for a Go application), code:yaml (# AWS Cost allocation tags), Common Pitfalls, Conclusion, Containerization as a Migration Strategy, Cost Optimization Strategies, Infrastructure as Code (+2 more)
 
-### Community 17 - "Community 17"
+### Community 18 - "Community 18"
 Cohesion: 0.43
 Nodes (6): trackCaseStudyView(), trackEvent(), trackExternalLink(), trackFormSubmit(), trackNewsletterSignup(), trackPortfolioFilter()
 
-### Community 18 - "Community 18"
+### Community 19 - "Community 19"
 Cohesion: 0.36
 Nodes (7): extract_scores(), get_issues(), main(), Run Lighthouse audit on a URL, Extract key scores from Lighthouse data, Extract issues from Lighthouse audit, run_lighthouse()
 
-### Community 19 - "Community 19"
+### Community 20 - "Community 20"
 Cohesion: 0.46
 Nodes (7): captureScreenshot(), ensureDir(), generateIndex(), main(), screenshotPath(), setTheme(), waitForPageReady()
 
-### Community 20 - "Community 20"
+### Community 21 - "Community 21"
 Cohesion: 0.36
 Nodes (4): deleteFromDB(), getAllFromDB(), openDB(), processSyncQueue()
 
-### Community 21 - "Community 21"
+### Community 22 - "Community 22"
 Cohesion: 0.46
 Nodes (7): checkRateLimit(), corsHeaders(), escapeHtml(), OPTIONS(), POST(), sendContactEmail(), validateContactForm()
 
-### Community 22 - "Community 22"
+### Community 23 - "Community 23"
 Cohesion: 0.43
 Nodes (6): trackCaseStudyView(), trackEvent(), trackExternalLink(), trackFormSubmit(), trackNewsletterSignup(), trackPortfolioFilter()
 
-### Community 23 - "Community 23"
+### Community 24 - "Community 24"
 Cohesion: 0.36
 Nodes (7): extract_scores(), get_issues(), main(), Run Lighthouse audit on a URL, Extract key scores from Lighthouse data, Extract issues from Lighthouse audit, run_lighthouse()
 
-### Community 24 - "Community 24"
+### Community 25 - "Community 25"
 Cohesion: 0.46
 Nodes (7): captureScreenshot(), ensureDir(), generateIndex(), main(), screenshotPath(), setTheme(), waitForPageReady()
 
-### Community 25 - "Community 25"
+### Community 26 - "Community 26"
 Cohesion: 0.36
 Nodes (4): deleteFromDB(), getAllFromDB(), openDB(), processSyncQueue()
 
-### Community 26 - "Community 26"
-Cohesion: 0.48
-Nodes (5): initAllAnimations(), initButtonRipple(), initCounters(), initProgressBars(), initScrollReveal()
-
 ### Community 27 - "Community 27"
 Cohesion: 0.48
-Nodes (5): extractJsonLd(), main(), validateOpenGraph(), validatePage(), validateTwitterCard()
+Nodes (5): initAllAnimations(), initButtonRipple(), initCounters(), initProgressBars(), initScrollReveal()
 
 ### Community 28 - "Community 28"
 Cohesion: 0.48
-Nodes (5): initAllAnimations(), initButtonRipple(), initCounters(), initProgressBars(), initScrollReveal()
+Nodes (5): extractJsonLd(), main(), validateOpenGraph(), validatePage(), validateTwitterCard()
 
 ### Community 29 - "Community 29"
 Cohesion: 0.48
-Nodes (5): extractJsonLd(), main(), validateOpenGraph(), validatePage(), validateTwitterCard()
+Nodes (5): initAllAnimations(), initButtonRipple(), initCounters(), initProgressBars(), initScrollReveal()
 
 ### Community 30 - "Community 30"
+Cohesion: 0.48
+Nodes (5): extractJsonLd(), main(), validateOpenGraph(), validatePage(), validateTwitterCard()
+
+### Community 31 - "Community 31"
 Cohesion: 0.47
 Nodes (5): main(), measure_response_time(), print_stats(), Measure response time for a URL over multiple iterations, Print statistics for response times
 
-### Community 32 - "Community 32"
+### Community 33 - "Community 33"
 Cohesion: 0.47
 Nodes (5): main(), measure_response_time(), print_stats(), Measure response time for a URL over multiple iterations, Print statistics for response times
 
-### Community 34 - "Community 34"
-Cohesion: 0.6
-Nodes (3): formatUptime(), GET(), percentile()
-
 ### Community 35 - "Community 35"
 Cohesion: 0.6
 Nodes (3): formatUptime(), GET(), percentile()
 
+### Community 36 - "Community 36"
+Cohesion: 0.6
+Nodes (3): formatUptime(), GET(), percentile()
+
 ## Knowledge Gaps
-- **111 isolated node(s):** `Run Lighthouse audit on a URL`, `Extract key scores from Lighthouse data`, `Extract issues from Lighthouse audit`, `Measure response time for a URL over multiple iterations`, `Print statistics for response times` (+106 more)
+- **120 isolated node(s):** `Run Lighthouse audit on a URL`, `Extract key scores from Lighthouse data`, `Extract issues from Lighthouse audit`, `Measure response time for a URL over multiple iterations`, `Print statistics for response times` (+115 more)
   These have ≤1 connection - possible missing edges or undocumented components.
 - **7 thin communities (<3 nodes) omitted from report** — run `graphify query` to explore isolated nodes.
 
@@ -198,7 +203,7 @@ _Questions this graph is uniquely positioned to answer:_
 - **Are the 2 inferred relationships involving `captureException()` (e.g. with `sendContactEmail()` and `subscribeToNewsletter()`) actually correct?**
   _`captureException()` has 2 INFERRED edges - model-reasoned connections that need verification._
 - **What connects `Run Lighthouse audit on a URL`, `Extract key scores from Lighthouse data`, `Extract issues from Lighthouse audit` to the rest of the system?**
-  _111 weakly-connected nodes found - possible documentation gaps or missing edges._
+  _120 weakly-connected nodes found - possible documentation gaps or missing edges._
 - **Should `Community 0` be split into smaller, more focused modules?**
   _Cohesion score 0.05 - nodes in this community are weakly interconnected._
 - **Should `Community 1` be split into smaller, more focused modules?**
diff --git a/graphify-out/cache/ast/2feace1a4304c7f76eb121c62cf676af113263ee31d1aef7b3021409a0c2f5e1.json b/graphify-out/cache/ast/2feace1a4304c7f76eb121c62cf676af113263ee31d1aef7b3021409a0c2f5e1.json
new file mode 100644
index 0000000..7068f5a
--- /dev/null
+++ b/graphify-out/cache/ast/2feace1a4304c7f76eb121c62cf676af113263ee31d1aef7b3021409a0c2f5e1.json
@@ -0,0 +1 @@
+{"nodes": [{"id": "home_agent_ai_agent_backend_workspace_2e709500_79ab_403f_9ca0_3f027ac9f36e_src_pages_api_contact_ts", "label": "contact.ts", "file_type": "code", "source_file": "/home/agent/ai-agent/backend/workspace/2e709500-79ab-403f-9ca0-3f027ac9f36e/src/pages/api/contact.ts", "source_location": "L1"}, {"id": "api_contact_checkratelimit", "label": "checkRateLimit()", "file_type": "code", "source_file": "/home/agent/ai-agent/backend/workspace/2e709500-79ab-403f-9ca0-3f027ac9f36e/src/pages/api/contact.ts", "source_location": "L17"}, {"id": "api_contact_validatecontactform", "label": "validateContactForm()", "file_type": "code", "source_file": "/home/agent/ai-agent/backend/workspace/2e709500-79ab-403f-9ca0-3f027ac9f36e/src/pages/api/contact.ts", "source_location": "L84"}, {"id": "api_contact_readsmtpconfig", "label": "readSmtpConfig()", "file_type": "code", "source_file": "/home/agent/ai-agent/backend/workspace/2e709500-79ab-403f-9ca0-3f027ac9f36e/src/pages/api/contact.ts", "source_location": "L147"}, {"id": "api_contact_gettransporter", "label": "getTransporter()", "file_type": "code", "source_file": "/home/agent/ai-agent/backend/workspace/2e709500-79ab-403f-9ca0-3f027ac9f36e/src/pages/api/contact.ts", "source_location": "L188"}, {"id": "api_contact_sendcontactemail", "label": "sendContactEmail()", "file_type": "code", "source_file": "/home/agent/ai-agent/backend/workspace/2e709500-79ab-403f-9ca0-3f027ac9f36e/src/pages/api/contact.ts", "source_location": "L295"}, {"id": "api_contact_escapehtml", "label": "escapeHtml()", "file_type": "code", "source_file": "/home/agent/ai-agent/backend/workspace/2e709500-79ab-403f-9ca0-3f027ac9f36e/src/pages/api/contact.ts", "source_location": "L468"}, {"id": "api_contact_corsheaders", "label": "corsHeaders()", "file_type": "code", "source_file": "/home/agent/ai-agent/backend/workspace/2e709500-79ab-403f-9ca0-3f027ac9f36e/src/pages/api/contact.ts", "source_location": "L482"}, {"id": "api_contact_options", "label": "OPTIONS()", "file_type": "code", "source_file": "/home/agent/ai-agent/backend/workspace/2e709500-79ab-403f-9ca0-3f027ac9f36e/src/pages/api/contact.ts", "source_location": "L507"}, {"id": "api_contact_post", "label": "POST()", "file_type": "code", "source_file": "/home/agent/ai-agent/backend/workspace/2e709500-79ab-403f-9ca0-3f027ac9f36e/src/pages/api/contact.ts", "source_location": "L514"}], "edges": [{"source": "home_agent_ai_agent_backend_workspace_2e709500_79ab_403f_9ca0_3f027ac9f36e_src_pages_api_contact_ts", "target": "astro", "relation": "imports_from", "context": "import", "confidence": "EXTRACTED", "source_file": "/home/agent/ai-agent/backend/workspace/2e709500-79ab-403f-9ca0-3f027ac9f36e/src/pages/api/contact.ts", "source_location": "L1", "weight": 1.0}, {"source": "home_agent_ai_agent_backend_workspace_2e709500_79ab_403f_9ca0_3f027ac9f36e_src_pages_api_contact_ts", "target": "home_agent_ai_agent_backend_workspace_2e709500_79ab_403f_9ca0_3f027ac9f36e_src_utils_logger_ts", "relation": "imports_from", "context": "import", "confidence": "EXTRACTED", "source_file": "/home/agent/ai-agent/backend/workspace/2e709500-79ab-403f-9ca0-3f027ac9f36e/src/pages/api/contact.ts", "source_location": "L2", "weight": 1.0}, {"source": "home_agent_ai_agent_backend_workspace_2e709500_79ab_403f_9ca0_3f027ac9f36e_src_pages_api_contact_ts", "target": "utils_logger_logger", "relation": "imports", "context": "import", "confidence": "EXTRACTED", "source_file": "/home/agent/ai-agent/backend/workspace/2e709500-79ab-403f-9ca0-3f027ac9f36e/src/pages/api/contact.ts", "source_location": "L2", "weight": 1.0}, {"source": "home_agent_ai_agent_backend_workspace_2e709500_79ab_403f_9ca0_3f027ac9f36e_src_pages_api_contact_ts", "target": "utils_logger_logapirequest", "relation": "imports", "context": "import", "confidence": "EXTRACTED", "source_file": "/home/agent/ai-agent/backend/workspace/2e709500-79ab-403f-9ca0-3f027ac9f36e/src/pages/api/contact.ts", "source_location": "L2", "weight": 1.0}, {"source": "home_agent_ai_agent_backend_workspace_2e709500_79ab_403f_9ca0_3f027ac9f36e_src_pages_api_contact_ts", "target": "home_agent_ai_agent_backend_workspace_2e709500_79ab_403f_9ca0_3f027ac9f36e_src_utils_sentry_ts", "relation": "imports_from", "context": "import", "confidence": "EXTRACTED", "source_file": "/home/agent/ai-agent/backend/workspace/2e709500-79ab-403f-9ca0-3f027ac9f36e/src/pages/api/contact.ts", "source_location": "L3", "weight": 1.0}, {"source": "home_agent_ai_agent_backend_workspace_2e709500_79ab_403f_9ca0_3f027ac9f36e_src_pages_api_contact_ts", "target": "utils_sentry_captureexception", "relation": "imports", "context": "import", "confidence": "EXTRACTED", "source_file": "/home/agent/ai-agent/backend/workspace/2e709500-79ab-403f-9ca0-3f027ac9f36e/src/pages/api/contact.ts", "source_location": "L3", "weight": 1.0}, {"source": "home_agent_ai_agent_backend_workspace_2e709500_79ab_403f_9ca0_3f027ac9f36e_src_pages_api_contact_ts", "target": "api_contact_checkratelimit", 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diff --git a/graphify-out/graph.html b/graphify-out/graph.html
index eb64985..c445430 100644
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{"from": "src_utils_seo_ts", "to": "utils_seo_generateogimageurl", "label": "contains", "title": "contains [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "src_utils_seo_ts", "to": "utils_seo_shouldindexpage", "label": "contains", "title": "contains [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "src_utils_seo_ts", "to": "utils_seo_generateshareurls", "label": "contains", "title": "contains [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "src_utils_animations_ts", "to": "utils_animations_initscrollreveal", "label": "contains", "title": "contains [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "src_utils_animations_ts", "to": "utils_animations_initcounters", "label": "contains", "title": "contains [EXTRACTED]", "dashes": false, "width": 2, "color": 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-const LEGEND = [{"cid": 0, "color": "#4E79A7", "label": "Community 0", "count": 38}, {"cid": 1, "color": "#F28E2B", "label": "Community 1", "count": 38}, {"cid": 2, "color": "#E15759", "label": "Community 2", "count": 35}, {"cid": 3, "color": "#76B7B2", "label": "Community 3", "count": 25}, {"cid": 4, "color": "#59A14F", "label": "Community 4", "count": 23}, {"cid": 5, "color": "#EDC948", "label": "Community 5", "count": 22}, {"cid": 6, "color": "#B07AA1", "label": "Community 6", "count": 16}, {"cid": 7, "color": "#FF9DA7", "label": "Community 7", "count": 14}, {"cid": 8, "color": "#9C755F", "label": "Community 8", "count": 12}, {"cid": 9, "color": "#BAB0AC", "label": "Community 9", "count": 12}, {"cid": 10, "color": "#4E79A7", "label": "Community 10", "count": 12}, {"cid": 11, "color": "#F28E2B", "label": "Community 11", "count": 12}, {"cid": 12, "color": "#E15759", "label": "Community 12", "count": 11}, {"cid": 13, "color": "#76B7B2", "label": "Community 13", "count": 11}, {"cid": 14, "color": "#59A14F", "label": "Community 14", "count": 11}, {"cid": 15, "color": "#EDC948", "label": "Community 15", "count": 9}, {"cid": 16, "color": "#B07AA1", "label": "Community 16", "count": 9}, {"cid": 17, "color": "#FF9DA7", "label": "Community 17", "count": 8}, {"cid": 18, "color": "#9C755F", "label": "Community 18", "count": 8}, {"cid": 19, "color": "#BAB0AC", "label": "Community 19", "count": 8}, {"cid": 20, "color": "#4E79A7", "label": "Community 20", "count": 8}, {"cid": 21, "color": "#F28E2B", "label": "Community 21", "count": 8}, {"cid": 22, "color": "#E15759", "label": "Community 22", "count": 8}, {"cid": 23, "color": "#76B7B2", "label": "Community 23", "count": 8}, {"cid": 24, "color": "#59A14F", "label": "Community 24", "count": 8}, {"cid": 25, "color": "#EDC948", "label": "Community 25", "count": 8}, {"cid": 26, "color": "#B07AA1", "label": "Community 26", "count": 7}, {"cid": 27, "color": "#FF9DA7", "label": "Community 27", "count": 7}, {"cid": 28, "color": 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71, "color": "#F28E2B", "label": "Community 71", "count": 1}, {"cid": 72, "color": "#E15759", "label": "Community 72", "count": 1}, {"cid": 73, "color": "#76B7B2", "label": "Community 73", "count": 1}, {"cid": 74, "color": "#59A14F", "label": "Community 74", "count": 1}, {"cid": 75, "color": "#EDC948", "label": "Community 75", "count": 1}, {"cid": 76, "color": "#B07AA1", "label": "Community 76", "count": 1}, {"cid": 77, "color": "#FF9DA7", "label": "Community 77", "count": 1}, {"cid": 78, "color": "#9C755F", "label": "Community 78", "count": 1}, {"cid": 79, "color": "#BAB0AC", "label": "Community 79", "count": 1}, {"cid": 80, "color": "#4E79A7", "label": "Community 80", "count": 1}, {"cid": 81, "color": "#F28E2B", "label": "Community 81", "count": 1}, {"cid": 82, "color": "#E15759", "label": "Community 82", "count": 1}, {"cid": 83, "color": "#76B7B2", "label": "Community 83", "count": 1}, {"cid": 84, "color": "#59A14F", "label": "Community 84", "count": 1}, {"cid": 85, "color": 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+const RAW_NODES = [{"id": "astro_config_mjs", "label": "astro.config.mjs", "color": {"background": "#EDC948", "border": "#EDC948", "highlight": {"background": "#ffffff", "border": "#EDC948"}}, "size": 12.3, "font": {"size": 0, "color": "#ffffff"}, "title": "astro.config.mjs", "community": 45, "community_name": "Community 45", "source_file": "astro.config.mjs", "file_type": "code", "degree": 1}, {"id": "playwright_config_ts", "label": "playwright.config.ts", "color": {"background": "#BAB0AC", "border": "#BAB0AC", "highlight": {"background": "#ffffff", "border": "#BAB0AC"}}, "size": 10.0, "font": {"size": 0, "color": "#ffffff"}, "title": "playwright.config.ts", "community": 49, "community_name": "Community 49", "source_file": "playwright.config.ts", "file_type": "code", "degree": 0}, {"id": "tailwind_config_mjs", "label": "tailwind.config.mjs", "color": {"background": "#4E79A7", "border": "#4E79A7", "highlight": {"background": "#ffffff", "border": "#4E79A7"}}, "size": 10.0, "font": 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"#E15759", "highlight": {"background": "#ffffff", "border": "#E15759"}}, "size": 19.2, "font": {"size": 12, "color": "#ffffff"}, "title": "middleware.ts", "community": 2, "community_name": "Community 2", "source_file": "src/middleware.ts", "file_type": "code", "degree": 4}, {"id": "src_middleware_validatecsrforigin", "label": "validateCsrfOrigin()", "color": {"background": "#E15759", "border": "#E15759", "highlight": {"background": "#ffffff", "border": "#E15759"}}, "size": 12.3, "font": {"size": 0, "color": "#ffffff"}, "title": "validateCsrfOrigin()", "community": 2, "community_name": "Community 2", "source_file": "src/middleware.ts", "file_type": "code", "degree": 1}, {"id": "src_content_config_ts", "label": "config.ts", "color": {"background": "#76B7B2", "border": "#76B7B2", "highlight": {"background": "#ffffff", "border": "#76B7B2"}}, "size": 10.0, "font": {"size": 0, "color": "#ffffff"}, "title": "config.ts", "community": 53, "community_name": "Community 53", "source_file": "src/content/config.ts", "file_type": "code", "degree": 0}, {"id": "src_pages_sitemap_xml_ts", "label": "sitemap.xml.ts", "color": {"background": "#E15759", "border": "#E15759", "highlight": {"background": "#ffffff", "border": "#E15759"}}, "size": 12.3, "font": {"size": 0, "color": "#ffffff"}, "title": "sitemap.xml.ts", "community": 42, "community_name": "Community 42", "source_file": "src/pages/sitemap.xml.ts", "file_type": "code", "degree": 1}, {"id": "pages_sitemap_xml_get", "label": "GET()", "color": {"background": "#E15759", "border": "#E15759", "highlight": {"background": "#ffffff", "border": "#E15759"}}, "size": 12.3, "font": {"size": 0, "color": "#ffffff"}, "title": "GET()", "community": 42, "community_name": "Community 42", "source_file": "src/pages/sitemap.xml.ts", "file_type": "code", "degree": 1}, {"id": "src_pages_sitemap_index_xml_ts", "label": "sitemap-index.xml.ts", "color": {"background": "#76B7B2", "border": "#76B7B2", "highlight": {"background": "#ffffff", "border": 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{"id": "api_contact_checkratelimit", "label": "checkRateLimit()", "color": {"background": "#E15759", "border": "#E15759", "highlight": {"background": "#ffffff", "border": "#E15759"}}, "size": 14.6, "font": {"size": 12, "color": "#ffffff"}, "title": "checkRateLimit()", "community": 2, "community_name": "Community 2", "source_file": "src/pages/api/contact.ts", "file_type": "code", "degree": 2}, {"id": "api_contact_validatecontactform", "label": "validateContactForm()", "color": {"background": "#E15759", "border": "#E15759", "highlight": {"background": "#ffffff", "border": "#E15759"}}, "size": 14.6, "font": {"size": 12, "color": "#ffffff"}, "title": "validateContactForm()", "community": 2, "community_name": "Community 2", "source_file": "src/pages/api/contact.ts", "file_type": "code", "degree": 2}, {"id": "api_contact_readsmtpconfig", "label": "readSmtpConfig()", "color": {"background": "#E15759", "border": "#E15759", "highlight": {"background": "#ffffff", "border": "#E15759"}}, "size": 14.6, "font": {"size": 12, "color": "#ffffff"}, "title": "readSmtpConfig()", "community": 2, "community_name": "Community 2", "source_file": "src/pages/api/contact.ts", "file_type": "code", "degree": 2}, {"id": "api_contact_gettransporter", "label": "getTransporter()", "color": {"background": "#E15759", "border": "#E15759", "highlight": {"background": "#ffffff", "border": "#E15759"}}, "size": 14.6, "font": {"size": 12, "color": "#ffffff"}, "title": "getTransporter()", "community": 2, "community_name": "Community 2", "source_file": "src/pages/api/contact.ts", "file_type": "code", "degree": 2}, {"id": "api_contact_sendcontactemail", "label": "sendContactEmail()", "color": {"background": "#E15759", "border": "#E15759", "highlight": {"background": "#ffffff", "border": "#E15759"}}, "size": 23.8, "font": {"size": 12, "color": "#ffffff"}, "title": "sendContactEmail()", "community": 2, "community_name": "Community 2", "source_file": "src/pages/api/contact.ts", "file_type": "code", "degree": 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"title": "calls [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "performance_test", "to": "performance_test_measure_response_time", "label": "contains", "title": "contains [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "performance_test", "to": "performance_test_print_stats", "label": "contains", "title": "contains [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "performance_test", "to": "performance_test_main", "label": "contains", "title": "contains [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "performance_test_measure_response_time", "to": "performance_test_main", "label": "calls", "title": "calls [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "performance_test_measure_response_time", "to": "performance_test_rationale_19", "label": "rationale_for", "title": "rationale_for [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "performance_test_print_stats", "to": "performance_test_main", "label": "calls", "title": "calls [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "performance_test_print_stats", "to": "performance_test_rationale_42", "label": "rationale_for", "title": "rationale_for [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "sw", "to": "sw_isstaticasset", "label": "contains", "title": "contains [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "sw", "to": "sw_cachefirst", "label": "contains", "title": "contains [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "sw", "to": "sw_stalewhilerevalidate", "label": "contains", "title": "contains [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "sw", "to": "sw_processsyncqueue", "label": "contains", "title": "contains [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "sw", "to": "sw_opendb", "label": "contains", "title": "contains [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "sw", "to": "sw_getallfromdb", "label": "contains", "title": "contains [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "sw", "to": "sw_deletefromdb", "label": "contains", "title": "contains [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "sw_processsyncqueue", "to": "sw_opendb", "label": "calls", "title": "calls [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "sw_processsyncqueue", "to": "sw_getallfromdb", "label": "calls", "title": "calls [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "sw_processsyncqueue", "to": "sw_deletefromdb", "label": "calls", "title": "calls [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "theme_cross_browser_spec", "to": "theme_cross_browser_spec_getthemestate", "label": "contains", "title": "contains [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "theme_cross_browser_spec", "to": "theme_cross_browser_spec_setstoredtheme", "label": "contains", "title": "contains [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "theme_cross_browser_spec", "to": "theme_cross_browser_spec_loadwiththeme", "label": "contains", "title": "contains [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "theme_cross_browser_spec", "to": "theme_cross_browser_spec_clicktoggle", "label": "contains", "title": "contains [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "theme_cross_browser_spec", "to": "theme_cross_browser_spec_get", "label": "contains", "title": "contains [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "theme_cross_browser_spec_setstoredtheme", "to": "theme_cross_browser_spec_loadwiththeme", "label": "calls", "title": "calls [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "theme_spec", "to": "theme_spec_getthemestate", "label": "contains", "title": "contains [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "theme_spec", "to": "theme_spec_loadpagewithstoredtheme", "label": "contains", "title": "contains [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "theme_spec", "to": "theme_spec_clickthemetoggle", "label": "contains", "title": "contains [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "contactpage", "to": "contactpage_contactpage", "label": "contains", "title": "contains [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "contactpage_contactpage", "to": "contactpage_contactpage_constructor", "label": "method", "title": "method [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "contactpage_contactpage", "to": "contactpage_contactpage_goto", "label": "method", "title": "method [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "contactpage_contactpage", "to": "contactpage_contactpage_fillvalidform", "label": "method", "title": "method [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "contactpage_contactpage", "to": "contactpage_contactpage_submit", "label": "method", "title": "method [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "contactpage_contactpage", "to": "contactpage_contactpage_fillandsubmit", "label": "method", "title": "method [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "contactpage_contactpage", "to": "contactpage_contactpage_waitforsuccesstoast", "label": "method", "title": "method [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "contactpage_contactpage", "to": "contactpage_contactpage_waitforerrortoast", "label": "method", "title": "method [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "contactpage_contactpage", "to": "contactpage_contactpage_issubmitbuttondisabled", "label": "method", "title": "method [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "contactpage_contactpage", "to": "contactpage_contactpage_getfielderror", "label": "method", "title": "method [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "contactpage_contactpage_fillvalidform", "to": "contactpage_contactpage_fillandsubmit", "label": "calls", "title": "calls [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "contactpage_contactpage_submit", "to": "contactpage_contactpage_fillandsubmit", "label": "calls", "title": "calls [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "navigationpage", "to": "navigationpage_navigationpage", "label": "contains", "title": "contains [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "navigationpage_navigationpage", "to": "navigationpage_navigationpage_constructor", "label": "method", "title": "method [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "navigationpage_navigationpage", "to": "navigationpage_navigationpage_clicknavlink", "label": "method", "title": "method [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "navigationpage_navigationpage", "to": "navigationpage_navigationpage_openmobilemenu", "label": "method", "title": "method [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "navigationpage_navigationpage", "to": "navigationpage_navigationpage_closemobilemenu", "label": "method", "title": "method [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "navigationpage_navigationpage", "to": "navigationpage_navigationpage_scrolltofooter", "label": "method", "title": "method [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "navigationpage_navigationpage", "to": "navigationpage_navigationpage_clickfooterlink", "label": "method", "title": "method [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}, {"from": "navigationpage_navigationpage", "to": "navigationpage_navigationpage_verifynohorizontaloverflow", "label": "method", "title": "method [EXTRACTED]", "dashes": false, "width": 2, "color": {"opacity": 0.7}, "confidence": "EXTRACTED"}];
+const LEGEND = [{"cid": 0, "color": "#4E79A7", "label": "Community 0", "count": 38}, {"cid": 1, "color": "#F28E2B", "label": "Community 1", "count": 38}, {"cid": 2, "color": "#E15759", "label": "Community 2", "count": 35}, {"cid": 3, "color": "#76B7B2", "label": "Community 3", "count": 25}, {"cid": 4, "color": "#59A14F", "label": "Community 4", "count": 23}, {"cid": 5, "color": "#EDC948", "label": "Community 5", "count": 22}, {"cid": 6, "color": "#B07AA1", "label": "Community 6", "count": 16}, {"cid": 7, "color": "#FF9DA7", "label": "Community 7", "count": 14}, {"cid": 8, "color": "#9C755F", "label": "Community 8", "count": 14}, {"cid": 9, "color": "#BAB0AC", "label": "Community 9", "count": 12}, {"cid": 10, "color": "#4E79A7", "label": "Community 10", "count": 12}, {"cid": 11, "color": "#F28E2B", "label": "Community 11", "count": 12}, {"cid": 12, "color": "#E15759", "label": "Community 12", "count": 12}, {"cid": 13, "color": "#76B7B2", "label": "Community 13", "count": 11}, {"cid": 14, "color": "#59A14F", "label": "Community 14", "count": 11}, {"cid": 15, "color": "#EDC948", "label": "Community 15", "count": 11}, {"cid": 16, "color": "#B07AA1", "label": "Community 16", "count": 9}, {"cid": 17, "color": "#FF9DA7", "label": "Community 17", "count": 9}, {"cid": 18, "color": "#9C755F", "label": "Community 18", "count": 8}, {"cid": 19, "color": "#BAB0AC", "label": "Community 19", "count": 8}, {"cid": 20, "color": "#4E79A7", "label": "Community 20", "count": 8}, {"cid": 21, "color": "#F28E2B", "label": "Community 21", "count": 8}, {"cid": 22, "color": "#E15759", "label": "Community 22", "count": 8}, {"cid": 23, "color": "#76B7B2", "label": "Community 23", "count": 8}, {"cid": 24, "color": "#59A14F", "label": "Community 24", "count": 8}, {"cid": 25, "color": "#EDC948", "label": "Community 25", "count": 8}, {"cid": 26, "color": "#B07AA1", "label": "Community 26", "count": 8}, {"cid": 27, "color": "#FF9DA7", "label": "Community 27", "count": 7}, {"cid": 28, "color": "#9C755F", "label": "Community 28", "count": 7}, {"cid": 29, "color": "#BAB0AC", "label": "Community 29", "count": 7}, {"cid": 30, "color": "#4E79A7", "label": "Community 30", "count": 7}, {"cid": 31, "color": "#F28E2B", "label": "Community 31", "count": 6}, {"cid": 32, "color": "#E15759", "label": "Community 32", "count": 6}, {"cid": 33, "color": "#76B7B2", "label": "Community 33", "count": 6}, {"cid": 34, "color": "#59A14F", "label": "Community 34", "count": 6}, {"cid": 35, "color": "#EDC948", "label": "Community 35", "count": 5}, {"cid": 36, "color": "#B07AA1", "label": "Community 36", "count": 5}, {"cid": 37, "color": "#FF9DA7", "label": "Community 37", "count": 4}, {"cid": 38, "color": "#9C755F", "label": "Community 38", "count": 4}, {"cid": 39, "color": "#BAB0AC", "label": "Community 39", "count": 4}, {"cid": 40, "color": "#4E79A7", "label": "Community 40", "count": 4}, {"cid": 41, "color": "#F28E2B", "label": "Community 41", "count": 3}, {"cid": 42, "color": "#E15759", "label": "Community 42", "count": 2}, {"cid": 43, "color": "#76B7B2", "label": "Community 43", "count": 2}, {"cid": 44, "color": "#59A14F", "label": "Community 44", "count": 2}, {"cid": 45, "color": "#EDC948", "label": "Community 45", "count": 2}, {"cid": 46, "color": "#B07AA1", "label": "Community 46", "count": 2}, {"cid": 47, "color": "#FF9DA7", "label": "Community 47", "count": 2}, {"cid": 48, "color": "#9C755F", "label": "Community 48", "count": 2}, {"cid": 49, "color": "#BAB0AC", "label": "Community 49", "count": 1}, {"cid": 50, "color": "#4E79A7", "label": "Community 50", "count": 1}, {"cid": 51, "color": "#F28E2B", "label": "Community 51", "count": 1}, {"cid": 52, "color": "#E15759", "label": "Community 52", "count": 1}, {"cid": 53, "color": "#76B7B2", "label": "Community 53", "count": 1}, {"cid": 54, "color": "#59A14F", "label": "Community 54", "count": 1}, {"cid": 55, "color": "#EDC948", "label": "Community 55", "count": 1}, {"cid": 56, "color": "#B07AA1", "label": "Community 56", "count": 1}, {"cid": 57, "color": "#FF9DA7", "label": "Community 57", "count": 1}, {"cid": 58, "color": "#9C755F", "label": "Community 58", "count": 1}, {"cid": 59, "color": "#BAB0AC", "label": "Community 59", "count": 1}, {"cid": 60, "color": "#4E79A7", "label": "Community 60", "count": 1}, {"cid": 61, "color": "#F28E2B", "label": "Community 61", "count": 1}, {"cid": 62, "color": "#E15759", "label": "Community 62", "count": 1}, {"cid": 63, "color": "#76B7B2", "label": "Community 63", "count": 1}, {"cid": 64, "color": "#59A14F", "label": "Community 64", "count": 1}, {"cid": 65, "color": "#EDC948", "label": "Community 65", "count": 1}, {"cid": 66, "color": "#B07AA1", "label": "Community 66", "count": 1}, {"cid": 67, "color": "#FF9DA7", "label": "Community 67", "count": 1}, {"cid": 68, "color": "#9C755F", "label": "Community 68", "count": 1}, {"cid": 69, "color": "#BAB0AC", "label": "Community 69", "count": 1}, {"cid": 70, "color": "#4E79A7", "label": "Community 70", "count": 1}, {"cid": 71, "color": "#F28E2B", "label": "Community 71", "count": 1}, {"cid": 72, "color": "#E15759", "label": "Community 72", "count": 1}, {"cid": 73, "color": "#76B7B2", "label": "Community 73", "count": 1}, {"cid": 74, "color": "#59A14F", "label": "Community 74", "count": 1}, {"cid": 75, "color": "#EDC948", "label": "Community 75", "count": 1}, {"cid": 76, "color": "#B07AA1", "label": "Community 76", "count": 1}, {"cid": 77, "color": "#FF9DA7", "label": "Community 77", "count": 1}, {"cid": 78, "color": "#9C755F", "label": "Community 78", "count": 1}, {"cid": 79, "color": "#BAB0AC", "label": "Community 79", "count": 1}, {"cid": 80, "color": "#4E79A7", "label": "Community 80", "count": 1}, {"cid": 81, "color": "#F28E2B", "label": "Community 81", "count": 1}, {"cid": 82, "color": "#E15759", "label": "Community 82", "count": 1}, {"cid": 83, "color": "#76B7B2", "label": "Community 83", "count": 1}, {"cid": 84, "color": "#59A14F", "label": "Community 84", "count": 1}, {"cid": 85, "color": "#EDC948", "label": "Community 85", "count": 1}, {"cid": 86, "color": "#B07AA1", "label": "Community 86", "count": 1}, {"cid": 87, "color": "#FF9DA7", "label": "Community 87", "count": 1}, {"cid": 88, "color": "#9C755F", "label": "Community 88", "count": 1}, {"cid": 89, "color": "#BAB0AC", "label": "Community 89", "count": 1}, {"cid": 90, "color": "#4E79A7", "label": "Community 90", "count": 1}, {"cid": 91, "color": "#F28E2B", "label": "Community 91", "count": 1}, {"cid": 92, "color": "#E15759", "label": "Community 92", "count": 1}, {"cid": 93, "color": "#76B7B2", "label": "Community 93", "count": 1}];
 
 // HTML-escape helper — prevents XSS when injecting graph data into innerHTML
 function esc(s) {
diff --git a/graphify-out/graph.json b/graphify-out/graph.json
index 9d78b27..18a4d94 100644
--- a/graphify-out/graph.json
+++ b/graphify-out/graph.json
@@ -9,7 +9,7 @@
       "source_file": "astro.config.mjs",
       "source_location": "L1",
       "id": "astro_config_mjs",
-      "community": 41,
+      "community": 45,
       "norm_label": "astro.config.mjs"
     },
     {
@@ -18,7 +18,7 @@
       "source_file": "playwright.config.ts",
       "source_location": "L1",
       "id": "playwright_config_ts",
-      "community": 48,
+      "community": 49,
       "norm_label": "playwright.config.ts"
     },
     {
@@ -27,7 +27,7 @@
       "source_file": "tailwind.config.mjs",
       "source_location": "L1",
       "id": "tailwind_config_mjs",
-      "community": 49,
+      "community": 50,
       "norm_label": "tailwind.config.mjs"
     },
     {
@@ -36,7 +36,7 @@
       "source_file": "server.mjs",
       "source_location": "L1",
       "id": "server_mjs",
-      "community": 50,
+      "community": 51,
       "norm_label": "server.mjs"
     },
     {
@@ -45,7 +45,7 @@
       "source_file": "src/env.d.ts",
       "source_location": "L1",
       "id": "src_env_d_ts",
-      "community": 51,
+      "community": 52,
       "norm_label": "env.d.ts"
     },
     {
@@ -72,7 +72,7 @@
       "source_file": "src/content/config.ts",
       "source_location": "L1",
       "id": "src_content_config_ts",
-      "community": 52,
+      "community": 53,
       "norm_label": "config.ts"
     },
     {
@@ -133,7 +133,7 @@
       "label": "validateContactForm()",
       "file_type": "code",
       "source_file": "src/pages/api/contact.ts",
-      "source_location": "L83",
+      "source_location": "L84",
       "id": "api_contact_validatecontactform",
       "community": 2,
       "norm_label": "validatecontactform()"
@@ -142,7 +142,7 @@
       "label": "readSmtpConfig()",
       "file_type": "code",
       "source_file": "src/pages/api/contact.ts",
-      "source_location": "L146",
+      "source_location": "L147",
       "id": "api_contact_readsmtpconfig",
       "community": 2,
       "norm_label": "readsmtpconfig()"
@@ -151,7 +151,7 @@
       "label": "getTransporter()",
       "file_type": "code",
       "source_file": "src/pages/api/contact.ts",
-      "source_location": "L187",
+      "source_location": "L188",
       "id": "api_contact_gettransporter",
       "community": 2,
       "norm_label": "gettransporter()"
@@ -160,7 +160,7 @@
       "label": "sendContactEmail()",
       "file_type": "code",
       "source_file": "src/pages/api/contact.ts",
-      "source_location": "L294",
+      "source_location": "L295",
       "id": "api_contact_sendcontactemail",
       "community": 2,
       "norm_label": "sendcontactemail()"
@@ -169,7 +169,7 @@
       "label": "escapeHtml()",
       "file_type": "code",
       "source_file": "src/pages/api/contact.ts",
-      "source_location": "L466",
+      "source_location": "L468",
       "id": "api_contact_escapehtml",
       "community": 2,
       "norm_label": "escapehtml()"
@@ -178,7 +178,7 @@
       "label": "corsHeaders()",
       "file_type": "code",
       "source_file": "src/pages/api/contact.ts",
-      "source_location": "L480",
+      "source_location": "L482",
       "id": "api_contact_corsheaders",
       "community": 2,
       "norm_label": "corsheaders()"
@@ -187,7 +187,7 @@
       "label": "OPTIONS()",
       "file_type": "code",
       "source_file": "src/pages/api/contact.ts",
-      "source_location": "L505",
+      "source_location": "L507",
       "id": "api_contact_options",
       "community": 2,
       "norm_label": "options()"
@@ -196,7 +196,7 @@
       "label": "POST()",
       "file_type": "code",
       "source_file": "src/pages/api/contact.ts",
-      "source_location": "L512",
+      "source_location": "L514",
       "id": "api_contact_post",
       "community": 2,
       "norm_label": "post()"
@@ -207,7 +207,7 @@
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     {
@@ -1161,7 +1161,7 @@
       "source_file": "tests/e2e-critical-paths.spec.ts",
       "source_location": "L1",
       "id": "tests_e2e_critical_paths_spec_ts",
-      "community": 55,
+      "community": 56,
       "norm_label": "e2e-critical-paths.spec.ts"
     },
     {
@@ -1170,7 +1170,7 @@
       "source_file": "tests/navigation.spec.ts",
       "source_location": "L1",
       "id": "tests_navigation_spec_ts",
-      "community": 56,
+      "community": 57,
       "norm_label": "navigation.spec.ts"
     },
     {
@@ -1179,7 +1179,7 @@
       "source_file": "tests/contact-form.spec.ts",
       "source_location": "L1",
       "id": "tests_contact_form_spec_ts",
-      "community": 57,
+      "community": 58,
       "norm_label": "contact-form.spec.ts"
     },
     {
@@ -1188,7 +1188,7 @@
       "source_file": "tests/e2e-form-interactions.spec.ts",
       "source_location": "L1",
       "id": "tests_e2e_form_interactions_spec_ts",
-      "community": 58,
+      "community": 59,
       "norm_label": "e2e-form-interactions.spec.ts"
     },
     {
@@ -1197,7 +1197,7 @@
       "source_file": "tests/destructive-chaos.spec.ts",
       "source_location": "L1",
       "id": "tests_destructive_chaos_spec_ts",
-      "community": 59,
+      "community": 60,
       "norm_label": "destructive-chaos.spec.ts"
     },
     {
@@ -1206,7 +1206,7 @@
       "source_file": "tests/security-headers.test.ts",
       "source_location": "L1",
       "id": "tests_security_headers_test_ts",
-      "community": 60,
+      "community": 61,
       "norm_label": "security-headers.test.ts"
     },
     {
@@ -1215,7 +1215,7 @@
       "source_file": "tests/bug-fix-verification.spec.ts",
       "source_location": "L1",
       "id": "tests_bug_fix_verification_spec_ts",
-      "community": 61,
+      "community": 62,
       "norm_label": "bug-fix-verification.spec.ts"
     },
     {
@@ -1224,7 +1224,7 @@
       "source_file": "tests/pages.spec.ts",
       "source_location": "L1",
       "id": "tests_pages_spec_ts",
-      "community": 62,
+      "community": 63,
       "norm_label": "pages.spec.ts"
     },
     {
@@ -1233,7 +1233,7 @@
       "source_file": "tests/api-integration.spec.ts",
       "source_location": "L1",
       "id": "tests_api_integration_spec_ts",
-      "community": 63,
+      "community": 64,
       "norm_label": "api-integration.spec.ts"
     },
     {
@@ -1242,7 +1242,7 @@
       "source_file": "tests/static-assets.spec.ts",
       "source_location": "L1",
       "id": "tests_static_assets_spec_ts",
-      "community": 64,
+      "community": 65,
       "norm_label": "static-assets.spec.ts"
     },
     {
@@ -1251,7 +1251,7 @@
       "source_file": "tests/accessibility.spec.ts",
       "source_location": "L1",
       "id": "tests_accessibility_spec_ts",
-      "community": 65,
+      "community": 66,
       "norm_label": "accessibility.spec.ts"
     },
     {
@@ -1260,7 +1260,7 @@
       "source_file": "tests/theme.spec.ts",
       "source_location": "L1",
       "id": "tests_theme_spec_ts",
-      "community": 37,
+      "community": 38,
       "norm_label": "theme.spec.ts"
     },
     {
@@ -1269,7 +1269,7 @@
       "source_file": "tests/theme.spec.ts",
       "source_location": "L9",
       "id": "tests_theme_spec_getthemestate",
-      "community": 37,
+      "community": 38,
       "norm_label": "getthemestate()"
     },
     {
@@ -1278,7 +1278,7 @@
       "source_file": "tests/theme.spec.ts",
       "source_location": "L25",
       "id": "tests_theme_spec_loadpagewithstoredtheme",
-      "community": 37,
+      "community": 38,
       "norm_label": "loadpagewithstoredtheme()"
     },
     {
@@ -1287,7 +1287,7 @@
       "source_file": "tests/theme.spec.ts",
       "source_location": "L42",
       "id": "tests_theme_spec_clickthemetoggle",
-      "community": 37,
+      "community": 38,
       "norm_label": "clickthemetoggle()"
     },
     {
@@ -1296,7 +1296,7 @@
       "source_file": "tests/inline-lead-form.spec.ts",
       "source_location": "L1",
       "id": "tests_inline_lead_form_spec_ts",
-      "community": 66,
+      "community": 67,
       "norm_label": "inline-lead-form.spec.ts"
     },
     {
@@ -1305,7 +1305,7 @@
       "source_file": "tests/cross-browser.spec.ts",
       "source_location": "L1",
       "id": "tests_cross_browser_spec_ts",
-      "community": 67,
+      "community": 68,
       "norm_label": "cross-browser.spec.ts"
     },
     {
@@ -1314,7 +1314,7 @@
       "source_file": "tests/sticky-cta.spec.ts",
       "source_location": "L1",
       "id": "tests_sticky_cta_spec_ts",
-      "community": 68,
+      "community": 69,
       "norm_label": "sticky-cta.spec.ts"
     },
     {
@@ -1323,7 +1323,7 @@
       "source_file": "tests/newsletter-subscription.spec.ts",
       "source_location": "L1",
       "id": "tests_newsletter_subscription_spec_ts",
-      "community": 69,
+      "community": 70,
       "norm_label": "newsletter-subscription.spec.ts"
     },
     {
@@ -1332,7 +1332,7 @@
       "source_file": "tests/portfolio.spec.ts",
       "source_location": "L1",
       "id": "tests_portfolio_spec_ts",
-      "community": 70,
+      "community": 71,
       "norm_label": "portfolio.spec.ts"
     },
     {
@@ -1341,7 +1341,7 @@
       "source_file": "tests/blog.spec.ts",
       "source_location": "L1",
       "id": "tests_blog_spec_ts",
-      "community": 71,
+      "community": 72,
       "norm_label": "blog.spec.ts"
     },
     {
@@ -1350,7 +1350,7 @@
       "source_file": "tests/e2e-smoke-suite.spec.ts",
       "source_location": "L1",
       "id": "tests_e2e_smoke_suite_spec_ts",
-      "community": 72,
+      "community": 73,
       "norm_label": "e2e-smoke-suite.spec.ts"
     },
     {
@@ -1359,7 +1359,7 @@
       "source_file": "tests/pages/ContactPage.ts",
       "source_location": "L1",
       "id": "tests_pages_contactpage_ts",
-      "community": 12,
+      "community": 13,
       "norm_label": "contactpage.ts"
     },
     {
@@ -1368,7 +1368,7 @@
       "source_file": "tests/pages/ContactPage.ts",
       "source_location": "L7",
       "id": "pages_contactpage_contactpage",
-      "community": 12,
+      "community": 13,
       "norm_label": "contactpage"
     },
     {
@@ -1377,7 +1377,7 @@
       "source_file": "tests/pages/ContactPage.ts",
       "source_location": "L26",
       "id": "pages_contactpage_contactpage_constructor",
-      "community": 12,
+      "community": 13,
       "norm_label": ".constructor()"
     },
     {
@@ -1386,7 +1386,7 @@
       "source_file": "tests/pages/ContactPage.ts",
       "source_location": "L45",
       "id": "pages_contactpage_contactpage_goto",
-      "community": 12,
+      "community": 13,
       "norm_label": ".goto()"
     },
     {
@@ -1395,7 +1395,7 @@
       "source_file": "tests/pages/ContactPage.ts",
       "source_location": "L50",
       "id": "pages_contactpage_contactpage_fillvalidform",
-      "community": 12,
+      "community": 13,
       "norm_label": ".fillvalidform()"
     },
     {
@@ -1404,7 +1404,7 @@
       "source_file": "tests/pages/ContactPage.ts",
       "source_location": "L73",
       "id": "pages_contactpage_contactpage_submit",
-      "community": 12,
+      "community": 13,
       "norm_label": ".submit()"
     },
     {
@@ -1413,7 +1413,7 @@
       "source_file": "tests/pages/ContactPage.ts",
       "source_location": "L77",
       "id": "pages_contactpage_contactpage_fillandsubmit",
-      "community": 12,
+      "community": 13,
       "norm_label": ".fillandsubmit()"
     },
     {
@@ -1422,7 +1422,7 @@
       "source_file": "tests/pages/ContactPage.ts",
       "source_location": "L82",
       "id": "pages_contactpage_contactpage_waitforsuccesstoast",
-      "community": 12,
+      "community": 13,
       "norm_label": ".waitforsuccesstoast()"
     },
     {
@@ -1431,7 +1431,7 @@
       "source_file": "tests/pages/ContactPage.ts",
       "source_location": "L86",
       "id": "pages_contactpage_contactpage_waitforerrortoast",
-      "community": 12,
+      "community": 13,
       "norm_label": ".waitforerrortoast()"
     },
     {
@@ -1440,7 +1440,7 @@
       "source_file": "tests/pages/ContactPage.ts",
       "source_location": "L90",
       "id": "pages_contactpage_contactpage_issubmitbuttondisabled",
-      "community": 12,
+      "community": 13,
       "norm_label": ".issubmitbuttondisabled()"
     },
     {
@@ -1449,7 +1449,7 @@
       "source_file": "tests/pages/ContactPage.ts",
       "source_location": "L94",
       "id": "pages_contactpage_contactpage_getfielderror",
-      "community": 12,
+      "community": 13,
       "norm_label": ".getfielderror()"
     },
     {
@@ -1458,7 +1458,7 @@
       "source_file": "tests/pages/NavigationPage.ts",
       "source_location": "L1",
       "id": "tests_pages_navigationpage_ts",
-      "community": 15,
+      "community": 16,
       "norm_label": "navigationpage.ts"
     },
     {
@@ -1467,7 +1467,7 @@
       "source_file": "tests/pages/NavigationPage.ts",
       "source_location": "L7",
       "id": "pages_navigationpage_navigationpage",
-      "community": 15,
+      "community": 16,
       "norm_label": "navigationpage"
     },
     {
@@ -1476,7 +1476,7 @@
       "source_file": "tests/pages/NavigationPage.ts",
       "source_location": "L23",
       "id": "pages_navigationpage_navigationpage_constructor",
-      "community": 15,
+      "community": 16,
       "norm_label": ".constructor()"
     },
     {
@@ -1485,7 +1485,7 @@
       "source_file": "tests/pages/NavigationPage.ts",
       "source_location": "L31",
       "id": "pages_navigationpage_navigationpage_clicknavlink",
-      "community": 15,
+      "community": 16,
       "norm_label": ".clicknavlink()"
     },
     {
@@ -1494,7 +1494,7 @@
       "source_file": "tests/pages/NavigationPage.ts",
       "source_location": "L36",
       "id": "pages_navigationpage_navigationpage_openmobilemenu",
-      "community": 15,
+      "community": 16,
       "norm_label": ".openmobilemenu()"
     },
     {
@@ -1503,7 +1503,7 @@
       "source_file": "tests/pages/NavigationPage.ts",
       "source_location": "L43",
       "id": "pages_navigationpage_navigationpage_closemobilemenu",
-      "community": 15,
+      "community": 16,
       "norm_label": ".closemobilemenu()"
     },
     {
@@ -1512,7 +1512,7 @@
       "source_file": "tests/pages/NavigationPage.ts",
       "source_location": "L53",
       "id": "pages_navigationpage_navigationpage_scrolltofooter",
-      "community": 15,
+      "community": 16,
       "norm_label": ".scrolltofooter()"
     },
     {
@@ -1521,7 +1521,7 @@
       "source_file": "tests/pages/NavigationPage.ts",
       "source_location": "L58",
       "id": "pages_navigationpage_navigationpage_clickfooterlink",
-      "community": 15,
+      "community": 16,
       "norm_label": ".clickfooterlink()"
     },
     {
@@ -1530,7 +1530,7 @@
       "source_file": "tests/pages/NavigationPage.ts",
       "source_location": "L64",
       "id": "pages_navigationpage_navigationpage_verifynohorizontaloverflow",
-      "community": 15,
+      "community": 16,
       "norm_label": ".verifynohorizontaloverflow()"
     },
     {
@@ -2088,7 +2088,7 @@
       "source_file": "src/content/blog/ai-transforming-business.md",
       "source_location": "L1",
       "id": "src_content_blog_ai_transforming_business_md",
-      "community": 9,
+      "community": 10,
       "norm_label": "ai-transforming-business.md"
     },
     {
@@ -2097,7 +2097,7 @@
       "source_file": "src/content/blog/ai-transforming-business.md",
       "source_location": "L16",
       "id": "blog_ai_transforming_business_key_ai_applications_in_business",
-      "community": 9,
+      "community": 10,
       "norm_label": "key ai applications in business"
     },
     {
@@ -2106,7 +2106,7 @@
       "source_file": "src/content/blog/ai-transforming-business.md",
       "source_location": "L18",
       "id": "blog_ai_transforming_business_1_customer_service_automation",
-      "community": 9,
+      "community": 10,
       "norm_label": "1. customer service automation"
     },
     {
@@ -2115,7 +2115,7 @@
       "source_file": "src/content/blog/ai-transforming-business.md",
       "source_location": "L22",
       "id": "blog_ai_transforming_business_codeblock_1",
-      "community": 9,
+      "community": 10,
       "norm_label": "code:python (from transformers import pipeline)"
     },
     {
@@ -2124,7 +2124,7 @@
       "source_file": "src/content/blog/ai-transforming-business.md",
       "source_location": "L41",
       "id": "blog_ai_transforming_business_2_predictive_analytics",
-      "community": 9,
+      "community": 10,
       "norm_label": "2. predictive analytics"
     },
     {
@@ -2133,7 +2133,7 @@
       "source_file": "src/content/blog/ai-transforming-business.md",
       "source_location": "L45",
       "id": "blog_ai_transforming_business_codeblock_2",
-      "community": 9,
+      "community": 10,
       "norm_label": "code:python (import pandas as pd)"
     },
     {
@@ -2142,7 +2142,7 @@
       "source_file": "src/content/blog/ai-transforming-business.md",
       "source_location": "L70",
       "id": "blog_ai_transforming_business_3_process_automation",
-      "community": 9,
+      "community": 10,
       "norm_label": "3. process automation"
     },
     {
@@ -2151,7 +2151,7 @@
       "source_file": "src/content/blog/ai-transforming-business.md",
       "source_location": "L74",
       "id": "blog_ai_transforming_business_4_intelligent_document_processing",
-      "community": 9,
+      "community": 10,
       "norm_label": "4. intelligent document processing"
     },
     {
@@ -2160,7 +2160,7 @@
       "source_file": "src/content/blog/ai-transforming-business.md",
       "source_location": "L78",
       "id": "blog_ai_transforming_business_codeblock_3",
-      "community": 9,
+      "community": 10,
       "norm_label": "code:python (# example: extracting structured data from forms)"
     },
     {
@@ -2169,7 +2169,7 @@
       "source_file": "src/content/blog/ai-transforming-business.md",
       "source_location": "L93",
       "id": "blog_ai_transforming_business_implementation_considerations",
-      "community": 9,
+      "community": 10,
       "norm_label": "implementation considerations"
     },
     {
@@ -2178,7 +2178,7 @@
       "source_file": "src/content/blog/ai-transforming-business.md",
       "source_location": "L101",
       "id": "blog_ai_transforming_business_measuring_roi",
-      "community": 9,
+      "community": 10,
       "norm_label": "measuring roi"
     },
     {
@@ -2187,7 +2187,7 @@
       "source_file": "src/content/blog/ai-transforming-business.md",
       "source_location": "L110",
       "id": "blog_ai_transforming_business_the_road_ahead",
-      "community": 9,
+      "community": 10,
       "norm_label": "the road ahead"
     },
     {
@@ -2196,7 +2196,7 @@
       "source_file": "src/content/blog/cloud-migration-guide.md",
       "source_location": "L1",
       "id": "src_content_blog_cloud_migration_guide_md",
-      "community": 13,
+      "community": 14,
       "norm_label": "cloud-migration-guide.md"
     },
     {
@@ -2205,7 +2205,7 @@
       "source_file": "src/content/blog/cloud-migration-guide.md",
       "source_location": "L16",
       "id": "blog_cloud_migration_guide_the_6_r_s_of_migration",
-      "community": 13,
+      "community": 14,
       "norm_label": "the 6 r's of migration"
     },
     {
@@ -2214,7 +2214,7 @@
       "source_file": "src/content/blog/cloud-migration-guide.md",
       "source_location": "L29",
       "id": "blog_cloud_migration_guide_infrastructure_as_code",
-      "community": 13,
+      "community": 14,
       "norm_label": "infrastructure as code"
     },
     {
@@ -2223,7 +2223,7 @@
       "source_file": "src/content/blog/cloud-migration-guide.md",
       "source_location": "L33",
       "id": "blog_cloud_migration_guide_codeblock_1",
-      "community": 13,
+      "community": 14,
       "norm_label": "code:hcl (# define aws ec2 instance)"
     },
     {
@@ -2232,7 +2232,7 @@
       "source_file": "src/content/blog/cloud-migration-guide.md",
       "source_location": "L62",
       "id": "blog_cloud_migration_guide_containerization_as_a_migration_strategy",
-      "community": 13,
+      "community": 14,
       "norm_label": "containerization as a migration strategy"
     },
     {
@@ -2241,7 +2241,7 @@
       "source_file": "src/content/blog/cloud-migration-guide.md",
       "source_location": "L66",
       "id": "blog_cloud_migration_guide_codeblock_2",
-      "community": 13,
+      "community": 14,
       "norm_label": "code:dockerfile (# multi-stage build for a go application)"
     },
     {
@@ -2250,7 +2250,7 @@
       "source_file": "src/content/blog/cloud-migration-guide.md",
       "source_location": "L84",
       "id": "blog_cloud_migration_guide_cost_optimization_strategies",
-      "community": 13,
+      "community": 14,
       "norm_label": "cost optimization strategies"
     },
     {
@@ -2259,7 +2259,7 @@
       "source_file": "src/content/blog/cloud-migration-guide.md",
       "source_location": "L88",
       "id": "blog_cloud_migration_guide_codeblock_3",
-      "community": 13,
+      "community": 14,
       "norm_label": "code:yaml (# aws cost allocation tags)"
     },
     {
@@ -2268,7 +2268,7 @@
       "source_file": "src/content/blog/cloud-migration-guide.md",
       "source_location": "L112",
       "id": "blog_cloud_migration_guide_migration_checklist",
-      "community": 13,
+      "community": 14,
       "norm_label": "migration checklist"
     },
     {
@@ -2277,7 +2277,7 @@
       "source_file": "src/content/blog/cloud-migration-guide.md",
       "source_location": "L125",
       "id": "blog_cloud_migration_guide_common_pitfalls",
-      "community": 13,
+      "community": 14,
       "norm_label": "common pitfalls"
     },
     {
@@ -2286,7 +2286,7 @@
       "source_file": "src/content/blog/cloud-migration-guide.md",
       "source_location": "L134",
       "id": "blog_cloud_migration_guide_conclusion",
-      "community": 13,
+      "community": 14,
       "norm_label": "conclusion"
     },
     {
@@ -2433,13 +2433,139 @@
       "community": 6,
       "norm_label": "conclusion"
     },
+    {
+      "label": "deploying-police-management-system-bihar.md",
+      "file_type": "document",
+      "source_file": "src/content/blog/deploying-police-management-system-bihar.md",
+      "source_location": "L1",
+      "id": "src_content_blog_deploying_police_management_system_bihar_md",
+      "community": 7,
+      "norm_label": "deploying-police-management-system-bihar.md"
+    },
+    {
+      "label": "The Starting Point",
+      "file_type": "document",
+      "source_file": "src/content/blog/deploying-police-management-system-bihar.md",
+      "source_location": "L18",
+      "id": "blog_deploying_police_management_system_bihar_the_starting_point",
+      "community": 7,
+      "norm_label": "the starting point"
+    },
+    {
+      "label": "The Architecture We Committed To",
+      "file_type": "document",
+      "source_file": "src/content/blog/deploying-police-management-system-bihar.md",
+      "source_location": "L29",
+      "id": "blog_deploying_police_management_system_bihar_the_architecture_we_committed_to",
+      "community": 7,
+      "norm_label": "the architecture we committed to"
+    },
+    {
+      "label": "1. Database-per-district with central aggregation",
+      "file_type": "document",
+      "source_file": "src/content/blog/deploying-police-management-system-bihar.md",
+      "source_location": "L35",
+      "id": "blog_deploying_police_management_system_bihar_1_database_per_district_with_central_aggregation",
+      "community": 7,
+      "norm_label": "1. database-per-district with central aggregation"
+    },
+    {
+      "label": "code:yaml (# Per-district deployment descriptor)",
+      "file_type": "document",
+      "source_file": "src/content/blog/deploying-police-management-system-bihar.md",
+      "source_location": "L39",
+      "id": "blog_deploying_police_management_system_bihar_codeblock_1",
+      "community": 7,
+      "norm_label": "code:yaml (# per-district deployment descriptor)"
+    },
+    {
+      "label": "2. Offline-first for field-critical modules",
+      "file_type": "document",
+      "source_file": "src/content/blog/deploying-police-management-system-bihar.md",
+      "source_location": "L51",
+      "id": "blog_deploying_police_management_system_bihar_2_offline_first_for_field_critical_modules",
+      "community": 7,
+      "norm_label": "2. offline-first for field-critical modules"
+    },
+    {
+      "label": "code:java (@Scheduled(fixedDelay = 300_000) // every 5 minutes)",
+      "file_type": "document",
+      "source_file": "src/content/blog/deploying-police-management-system-bihar.md",
+      "source_location": "L55",
+      "id": "blog_deploying_police_management_system_bihar_codeblock_2",
+      "community": 7,
+      "norm_label": "code:java (@scheduled(fixeddelay = 300_000) // every 5 minutes)"
+    },
+    {
+      "label": "3. Audit logging baked into the data layer",
+      "file_type": "document",
+      "source_file": "src/content/blog/deploying-police-management-system-bihar.md",
+      "source_location": "L70",
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