# Graph Report - impact-80  (2026-09-25)

## Corpus Check
- 38 files · ~18,786 words
- Verdict: corpus is large enough that graph structure adds value.
- Unclassified: 1 file(s) not represented in the graph (top: (none) 1)

## Summary
- 231 nodes · 406 edges · 23 communities (16 shown, 7 thin omitted)
- Extraction: 94% EXTRACTED · 6% INFERRED · 0% AMBIGUOUS · INFERRED: 25 edges (avg confidence: 0.85)
- Token cost: 0 input · 0 output

## Graph Freshness
- Built from commit: `216e2dbe`
- 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)
- Open Issues
- main.go
- hid.go
- OpenDevice
- device.go
- What You Must Do When Invoked
- testing.T
- Agent Guidelines — Wobkey Impact 80 RGB CLI
- Protocol
- Wobkey RGB CLI
- graphify.js
- graphify reference: extra exports and benchmark
- opencode.json
- github.com/wobkey/rgb
- graphify reference: query, path, explain
- graphify reference: add a URL and watch a folder
- graphify reference: commit hook and native CLAUDE.md integration
- graphify reference: incremental update and cluster-only
- graphify reference: GitHub clone and cross-repo merge
- graphify reference: transcribe video and audio
- CLAUDE.md
- .claude/CLAUDE.md
- extraction-spec.md

## God Nodes (most connected - your core abstractions)
1. `OpenDevice()` - 14 edges
2. `What You Must Do When Invoked` - 12 edges
3. `init()` - 10 edges
4. `/graphify` - 10 edges
5. `Agent Guidelines — Wobkey Impact 80 RGB CLI` - 10 edges
6. `Keyboard` - 8 edges
7. `Device` - 8 edges
8. `graphify reference: extra exports and benchmark` - 8 edges
9. `Go Development` - 8 edges
10. `Wobkey RGB CLI` - 8 edges

## Surprising Connections (you probably didn't know these)
- `Info` --references--> `Device`  [EXTRACTED]
  cmd/wobkey/main.go → internal/device/device.go
- `NewColorCmd()` --calls--> `ParseHexColor()`  [EXTRACTED]
  cmd/wobkey/rgb/color.go → internal/rgb/effects.go
- `GetAvailableEffects()` --references--> `Keyboard`  [EXTRACTED]
  cmd/wobkey/rgb/effect.go → internal/device/device.go
- `OpenDevice()` --calls--> `Discover()`  [EXTRACTED]
  cmd/wobkey/rgb/rgb.go → internal/device/device.go
- `OpenDevice()` --references--> `Keyboard`  [EXTRACTED]
  cmd/wobkey/rgb/rgb.go → internal/device/device.go

## Import Cycles
- None detected.

## Communities (23 total, 7 thin omitted)

### Community 0 - "Open Issues"
Cohesion: 0.25
Nodes (7): 1. Impact 80 Effect Mapping, 2. Cross-Platform HID Backends, 3. Documentation and Release Artifacts, Open Issues, Quick Commands for Next Session, Status, Wobkey RGB CLI — Implementation Plan

### Community 1 - "main.go"
Cohesion: 0.23
Nodes (12): Execute(), main(), go_pkg_encoding_json, go_pkg_fmt, go_pkg_github_com_spf13_cobra, go_pkg_math, go_pkg_os, ParseHexColor() (+4 more)

### Community 2 - "hid.go"
Cohesion: 0.10
Nodes (20): go_pkg_bytes, go_pkg_strings, go_pkg_syscall, go_pkg_time, go_pkg_unsafe, Device, DevicesInfo, DiscoverAll() (+12 more)

### Community 3 - "OpenDevice"
Cohesion: 0.19
Nodes (20): init(), NewBrightnessCmd(), NewColorCmd(), NewDisableCmd(), GetAvailableEffects(), NewEffectCmd(), NewEnableCmd(), NewInfoCmd() (+12 more)

### Community 4 - "device.go"
Cohesion: 0.29
Nodes (11): go_pkg_path_filepath, Discover(), Device, Keyboard, LoadKeyboards(), matchKeyboards(), TestLoadKeyboards(), TestLoadKeyboardsEmptyFile() (+3 more)

### Community 5 - "What You Must Do When Invoked"
Cohesion: 0.08
Nodes (24): For /graphify add and --watch, For /graphify query, For the commit hook and native CLAUDE.md integration, For --update and --cluster-only, /graphify, Honesty Rules, Interpreter guard for subcommands, Part A - Structural extraction for code files (+16 more)

### Community 6 - "testing.T"
Cohesion: 0.15
Nodes (14): TestDeviceFlagIsInheritedByRGBCommands(), TestLightingEnabledRequiresActiveEffectAndBrightness(), go_pkg_testing, testing.T, TestColorToHSV(), TestQMKValueIDs(), TestDisableLightingUsesAllImpact80Channels(), TestEnableLightingUsesAllImpact80Channels() (+6 more)

### Community 7 - "Agent Guidelines — Wobkey Impact 80 RGB CLI"
Cohesion: 0.11
Nodes (17): Agent Guidelines — Wobkey Impact 80 RGB CLI, Architecture, CLI Interface, Concurrency, Constraints, Error Handling, Go Development, graphify (+9 more)

### Community 9 - "Protocol"
Cohesion: 0.27
Nodes (4): Protocol, LEDType, Message, transport

### Community 10 - "Wobkey RGB CLI"
Cohesion: 0.18
Nodes (10): Architecture, CLI Reference, Installation, Linux HID Device Permissions, Option 1: Quick (Per Session), Option 2: Permanent (udev Rule), Protocol, Supported Keyboards (+2 more)

### Community 11 - "graphify.js"
Cohesion: 0.40
Nodes (3): IMPORTANT: keep the reminder string free of backticks and $(...) constructs., ref_fs, ref_path

### Community 12 - "graphify reference: extra exports and benchmark"
Cohesion: 0.22
Nodes (8): graphify reference: extra exports and benchmark, Step 6b - Wiki (only if --wiki flag), Step 7 - Neo4j export (only if --neo4j or --neo4j-push flag), Step 7a - FalkorDB export (only if --falkordb or --falkordb-push flag), Step 7b - SVG export (only if --svg flag), Step 7c - GraphML export (only if --graphml flag), Step 7d - MCP server (only if --mcp flag), Step 8 - Token reduction benchmark (only if total_words > 5000)

### Community 15 - "graphify reference: query, path, explain"
Cohesion: 0.33
Nodes (5): For /graphify explain, For /graphify path, graphify reference: query, path, explain, Step 0 — Constrained query expansion (REQUIRED before traversal), Step 1 — Traversal

### Community 16 - "graphify reference: add a URL and watch a folder"
Cohesion: 0.50
Nodes (3): For /graphify add, For --watch, graphify reference: add a URL and watch a folder

### Community 17 - "graphify reference: commit hook and native CLAUDE.md integration"
Cohesion: 0.50
Nodes (3): For git commit hook, For native CLAUDE.md integration, graphify reference: commit hook and native CLAUDE.md integration

### Community 18 - "graphify reference: incremental update and cluster-only"
Cohesion: 0.50
Nodes (3): For --cluster-only, For --update (incremental re-extraction), graphify reference: incremental update and cluster-only

## Knowledge Gaps
- **75 isolated node(s):** `$schema`, `plugin`, `github.com/wobkey/rgb`, `LEDParam`, `graphify` (+70 more)
  These have ≤1 connection - possible missing edges or undocumented components. (Counts symbols only; 110 node(s) total have ≤1 connection when file, concept and rationale nodes are included.)
- **7 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 `Protocol` connect `Protocol` to `main.go`, `hid.go`, `OpenDevice`, `device.go`?**
  _High betweenness centrality (0.026) - this node is a cross-community bridge._
- **Why does `OpenDevice()` connect `OpenDevice` to `Protocol`, `hid.go`, `device.go`?**
  _High betweenness centrality (0.018) - this node is a cross-community bridge._
- **Are the 8 inferred relationships involving `OpenDevice()` (e.g. with `NewBrightnessCmd()` and `NewColorCmd()`) actually correct?**
  _`OpenDevice()` has 8 INFERRED edges - model-reasoned connections that need verification._
- **What connects `$schema`, `plugin`, `github.com/wobkey/rgb` to the rest of the system?**
  _75 weakly-connected nodes found - possible documentation gaps or missing edges._
- **Should `hid.go` be split into smaller, more focused modules?**
  _Cohesion score 0.10052910052910052 - nodes in this community are weakly interconnected._
- **Should `What You Must Do When Invoked` be split into smaller, more focused modules?**
  _Cohesion score 0.08 - nodes in this community are weakly interconnected._
- **Should `Agent Guidelines — Wobkey Impact 80 RGB CLI` be split into smaller, more focused modules?**
  _Cohesion score 0.1111111111111111 - nodes in this community are weakly interconnected._