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| 1 | +# Graph Report - . (2026-08-03) |
| 2 | + |
| 3 | +## Corpus Check |
| 4 | +- 52 files · ~153,643 words |
| 5 | +- Verdict: corpus is large enough that graph structure adds value. |
| 6 | + |
| 7 | +## Summary |
| 8 | +- 293 nodes · 398 edges · 30 communities (28 shown, 2 thin omitted) |
| 9 | +- Extraction: 95% EXTRACTED · 5% INFERRED · 0% AMBIGUOUS · INFERRED: 19 edges (avg confidence: 0.66) |
| 10 | +- Token cost: 0 input · 0 output |
| 11 | + |
| 12 | +## Community Hubs (Navigation) |
| 13 | +- Frontend Linting |
| 14 | +- Backend Agent Core |
| 15 | +- Agent SQL Generation |
| 16 | +- Frontend UI Components |
| 17 | +- Frontend TypeScript Config |
| 18 | +- Architecture Design Docs |
| 19 | +- Backend API Routes |
| 20 | +- Frontend Dependencies |
| 21 | +- DevOps & CI/CD |
| 22 | +- Backend Config Tests |
| 23 | +- Backend Exception Tests |
| 24 | +- Brand & Visual Identity |
| 25 | +- API Integration Tests |
| 26 | +- Multi-Agent Workflow |
| 27 | +- OpenCode Configuration |
| 28 | +- Graphify Plugin |
| 29 | +- Package Config |
| 30 | + |
| 31 | +## God Nodes (most connected - your core abstractions) |
| 32 | +1. `SQLAgentGenerator` - 21 edges |
| 33 | +2. `compilerOptions` - 19 edges |
| 34 | +3. `CustomException` - 14 edges |
| 35 | +4. `SchemaRAG` - 11 edges |
| 36 | +5. `LangGraph Agent` - 11 edges |
| 37 | +6. `SchemaGraph` - 10 edges |
| 38 | +7. `Settings` - 10 edges |
| 39 | +8. `CaliperLens` - 10 edges |
| 40 | +9. `scripts` - 9 edges |
| 41 | +10. `ChatRequest` - 8 edges |
| 42 | + |
| 43 | +## Surprising Connections (you probably didn't know these) |
| 44 | +- `SQL Guardrails` --semantically_similar_to--> `Sandbox Security Properties` [INFERRED] [semantically similar] |
| 45 | + README.md → docs/design.md |
| 46 | +- `LangSmith Tracing` --conceptually_related_to--> `LangGraph Agent` [EXTRACTED] |
| 47 | + docs/design.md → README.md |
| 48 | +- `Root Makefile` --rationale_for--> `CaliperLens` [EXTRACTED] |
| 49 | + AGENTS.md → README.md |
| 50 | +- `TDD Development Philosophy` --rationale_for--> `CaliperLens` [EXTRACTED] |
| 51 | + AGENTS.md → README.md |
| 52 | +- `NL-to-SQL Eval Harness` --conceptually_related_to--> `CaliperLens` [EXTRACTED] |
| 53 | + docs/design.md → README.md |
| 54 | + |
| 55 | +## Import Cycles |
| 56 | +- None detected. |
| 57 | + |
| 58 | +## Hyperedges (group relationships) |
| 59 | +- **Agent Runtime Stack** — readme_langgraph_agent, readme_gemini_35_flash, readme_faiss_vector_store, readme_networkx_schemagraph, readme_duckdb_analytics, docs_design_sandbox [INFERRED 0.85] |
| 60 | +- **Data Pipeline: MySQL to Analytics Marts** — docs_design_dbt_pipeline, docs_design_dbt_duckdb_adapter, docs_design_airflow, readme_duckdb_analytics, docs_design_tiered_query_strategy [INFERRED 0.95] |
| 61 | +- **Multi-Agent Build Subagents** — agents_md_multi_agent_workflow, agents_md_builder_subagent, agents_md_playwright_tester, agents_md_ponytail_reviewer [EXTRACTED 1.00] |
| 62 | + |
| 63 | +## Communities (30 total, 2 thin omitted) |
| 64 | + |
| 65 | +### Community 0 - "Frontend Linting" |
| 66 | +Cohesion: 0.05 |
| 67 | +Nodes (37): eslint, eslint-plugin-react-hooks, eslint-plugin-react-refresh, devDependencies, eslint, eslint-plugin-react-hooks, eslint-plugin-react-refresh, jsdom (+29 more) |
| 68 | + |
| 69 | +### Community 1 - "Backend Agent Core" |
| 70 | +Cohesion: 0.10 |
| 71 | +Nodes (19): lifespan(), get_db_tools(), SQLDatabase, Returns a list of custom tools bound to the specific database instance.…, SQLDatabase, Manages a graph representation of the database schema to facilitate pathfinding…, Initialize the SchemaGraph with a database connection and build the graph.…, Constructs the internal NetworkX graph. This method performs two main actions:… (+11 more) |
| 72 | + |
| 73 | +### Community 2 - "Agent SQL Generation" |
| 74 | +Cohesion: 0.11 |
| 75 | +Nodes (12): SQLDatabase, LangGraph-based SQL Agent using Google Gemini 3.5 Flash., SQLAgentGenerator, answer_validation_prompt_module(), generate_query_prompt_module(), query_verification_prompt_module(), Generates the system prompt for the query verification phase (Code Reviewer).…, Generates the system prompt for the table selection/discovery phase. Focuses on… (+4 more) |
| 76 | + |
| 77 | +### Community 3 - "Frontend UI Components" |
| 78 | +Cohesion: 0.15 |
| 79 | +Nodes (16): App(), ChatInput(), ChatInputProps, ChatInterface(), ChatMessage(), ChatMessageProps, checkHealth(), sendMessage() (+8 more) |
| 80 | + |
| 81 | +### Community 4 - "Frontend TypeScript Config" |
| 82 | +Cohesion: 0.08 |
| 83 | +Nodes (24): compilerOptions, allowImportingTsExtensions, esModuleInterop, forceConsistentCasingInFileNames, isolatedModules, jsx, lib, module (+16 more) |
| 84 | + |
| 85 | +### Community 5 - "Architecture Design Docs" |
| 86 | +Cohesion: 0.11 |
| 87 | +Nodes (23): Apache Airflow Orchestration, dbt-duckdb Adapter, dbt Data Pipeline, DuckDB over MySQL Decision, Multi-turn Memory with LangGraph MemorySaver, Phase 2: AWS to Gemini Migration, LangGraph Planner Node, RAG as Deterministic Preprocessing (+15 more) |
| 88 | + |
| 89 | +### Community 6 - "Backend API Routes" |
| 90 | +Cohesion: 0.19 |
| 91 | +Nodes (14): chat_endpoint(), get_agent(), health_check(), ChatRequest, ChatResponse, HealthResponse, Schema for the AI response., Schema for health check response. (+6 more) |
| 92 | + |
| 93 | +### Community 7 - "Frontend Dependencies" |
| 94 | +Cohesion: 0.10 |
| 95 | +Nodes (20): dependencies, react, react-dom, zustand, name, private, scripts, build (+12 more) |
| 96 | + |
| 97 | +### Community 8 - "DevOps & CI/CD" |
| 98 | +Cohesion: 0.13 |
| 99 | +Nodes (18): Root Makefile, TDD Development Philosophy, NL-to-SQL Eval Harness, GitHub Actions CI Pipeline, HIPAA-Compliant Local-Only Backend, JWT Authentication, LangSmith Tracing, Prometheus + Grafana Observability (+10 more) |
| 100 | + |
| 101 | +### Community 9 - "Backend Config Tests" |
| 102 | +Cohesion: 0.29 |
| 103 | +Nodes (4): TestSettings, Central management for settings and configurations., Settings, BaseSettings |
| 104 | + |
| 105 | +### Community 10 - "Backend Exception Tests" |
| 106 | +Cohesion: 0.33 |
| 107 | +Nodes (3): TestCustomException, CustomException, Exception |
| 108 | + |
| 109 | +### Community 11 - "Brand & Visual Identity" |
| 110 | +Cohesion: 0.39 |
| 111 | +Nodes (9): Blue Color Scheme, Healthcare Database Icon, Gear/Processing Icon, Heart Plus Icon, CaliperLens Logo, Magnifying Glass Icon, Natural Language Query Text, To SQL Text (+1 more) |
| 112 | + |
| 113 | +### Community 12 - "API Integration Tests" |
| 114 | +Cohesion: 0.40 |
| 115 | +Nodes (3): TestChatEndpoint, TestHealthEndpoint, skipif |
| 116 | + |
| 117 | +### Community 13 - "Multi-Agent Workflow" |
| 118 | +Cohesion: 0.50 |
| 119 | +Nodes (4): Builder Subagent, Multi-Agent Build Workflow, Playwright Tester Subagent, Ponytail Reviewer Subagent |
| 120 | + |
| 121 | +### Community 14 - "OpenCode Configuration" |
| 122 | +Cohesion: 0.50 |
| 123 | +Nodes (3): plugin, $schema, .opencode/plugins/graphify.js |
| 124 | + |
| 125 | +## Knowledge Gaps |
| 126 | +- **74 isolated node(s):** `$schema`, `.opencode/plugins/graphify.js`, `caliperlens`, `name`, `version` (+69 more) |
| 127 | + These have ≤1 connection - possible missing edges or undocumented components. |
| 128 | +- **2 thin communities (<3 nodes) omitted from report** — run `graphify query` to explore isolated nodes. |
| 129 | + |
| 130 | +## Suggested Questions |
| 131 | +_Questions this graph is uniquely positioned to answer:_ |
| 132 | + |
| 133 | +- **Why does `SQLAgentGenerator` connect `Agent SQL Generation` to `Backend Agent Core`, `Backend Exception Tests`?** |
| 134 | + _High betweenness centrality (0.049) - this node is a cross-community bridge._ |
| 135 | +- **Why does `devDependencies` connect `Frontend Linting` to `Frontend Dependencies`?** |
| 136 | + _High betweenness centrality (0.032) - this node is a cross-community bridge._ |
| 137 | +- **Why does `SchemaRAG` connect `Backend Agent Core` to `Agent SQL Generation`?** |
| 138 | + _High betweenness centrality (0.024) - this node is a cross-community bridge._ |
| 139 | +- **Are the 3 inferred relationships involving `SQLAgentGenerator` (e.g. with `SchemaGraph` and `SchemaRAG`) actually correct?** |
| 140 | + _`SQLAgentGenerator` has 3 INFERRED edges - model-reasoned connections that need verification._ |
| 141 | +- **Are the 2 inferred relationships involving `CustomException` (e.g. with `SQLAgentGenerator` and `TestCustomException`) actually correct?** |
| 142 | + _`CustomException` has 2 INFERRED edges - model-reasoned connections that need verification._ |
| 143 | +- **What connects `$schema`, `.opencode/plugins/graphify.js`, `caliperlens` to the rest of the system?** |
| 144 | + _74 weakly-connected nodes found - possible documentation gaps or missing edges._ |
| 145 | +- **Should `Frontend Linting` be split into smaller, more focused modules?** |
| 146 | + _Cohesion score 0.05405405405405406 - nodes in this community are weakly interconnected._ |
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