diff --git a/README.md b/README.md
index 04efe8311..74b1caffc 100644
--- a/README.md
+++ b/README.md
@@ -198,7 +198,7 @@ Understand-Anything works across multiple AI coding platforms.
 ```
 
 
-### One-line install (Codex / OpenCode / OpenClaw / Antigravity / Gemini CLI / Pi Agent / Vibe CLI / VS Code Copilot / Hermes / Cline / KIMI CLI / Trae / Nanobot / Kiro)
+### One-line install (Codex / OpenCode / OpenClaw / Antigravity / Gemini CLI / Pi Agent / Vibe CLI / VS Code Copilot / Hermes / Cline / KIMI CLI / Trae / Nanobot / Kiro / AdaL)
 
 
 **macOS / Linux:**
@@ -217,7 +217,7 @@ The installer clones the repo to `~/.understand-anything/repo` and creates the r
 
 > **Note on invoking skills:** the invocation prefix differs per platform. Most platforms use slash commands (`/understand`), but **Codex uses `$` instead** — type `$understand`, not `/understand`. If neither prefix is recognized on your platform, just ask in plain language: *"Use the understand skill to analyze this project."*
 
-- Supported `<platform>` values: `gemini`, `codex`, `opencode`, `pi`, `openclaw`, `antigravity`, `vibe`, `vscode`, `hermes`, `cline`, `kimi`, `trae`, `nanobot`, `kiro`
+- Supported `<platform>` values: `gemini`, `codex`, `opencode`, `pi`, `openclaw`, `antigravity`, `vibe`, `vscode`, `hermes`, `cline`, `kimi`, `trae`, `nanobot`, `kiro`, `adal`
 - Update later: `./install.sh --update`
 - Uninstall: `./install.sh --uninstall <platform>`
 
@@ -239,6 +239,16 @@ For personal skills (available across all projects), run the `install.sh` above
 copilot plugin install Egonex-AI/Understand-Anything:understand-anything-plugin
 ```
 
+### AdaL CLI
+
+```bash
+curl -fsSL https://raw.githubusercontent.com/Egonex-AI/Understand-Anything/main/install.sh | bash -s adal
+```
+
+After installation, the skills are symlinked into `~/.adal/skills/`. Restart your AdaL CLI session to pick up the skills.
+
+For personal skills (available across all projects), run the `install.sh` above with the `adal` platform.
+
 ### Kiro CLI / IDE
 
 ```bash
@@ -272,6 +282,7 @@ For personal skills (available across all projects), run the `install.sh` above
 | Trae | ✅ Supported | `install.sh trae` |
 | Nanobot | ✅ Supported | `install.sh nanobot` |
 | Kiro CLI / IDE | ✅ Supported | `install.sh kiro` |
+| AdaL CLI | ✅ Supported | `install.sh adal` |
 
 
 ---
diff --git a/READMEs/README.es-ES.md b/READMEs/README.es-ES.md
index 69a6e2d65..5abe8c07d 100644
--- a/READMEs/README.es-ES.md
+++ b/READMEs/README.es-ES.md
@@ -257,6 +257,7 @@ Para habilidades personales (disponibles en todos los proyectos), ejecuta el `in
 | KIMI CLI | ✅ Soportado | `install.sh kimi` |
 | Nanobot | ✅ Soportado | `install.sh nanobot` |
 | Kiro CLI / IDE | ✅ Soportado | `install.sh kiro` |
+| AdaL CLI | ✅ Soportado | `install.sh adal` |
 
 ---
 
diff --git a/READMEs/README.ja-JP.md b/READMEs/README.ja-JP.md
index 0cb341654..b01423479 100644
--- a/READMEs/README.ja-JP.md
+++ b/READMEs/README.ja-JP.md
@@ -270,6 +270,7 @@ curl -fsSL https://raw.githubusercontent.com/Egonex-AI/Understand-Anything/main/
 | Trae | ✅ サポート | `install.sh trae` |
 | Nanobot | ✅ サポート | `install.sh nanobot` |
 | Kiro CLI / IDE | ✅ サポート | `install.sh kiro` |
+| AdaL CLI | ✅ サポート | `install.sh adal` |
 
 ---
 
diff --git a/READMEs/README.ko-KR.md b/READMEs/README.ko-KR.md
index 25ad0420f..63079a86a 100644
--- a/READMEs/README.ko-KR.md
+++ b/READMEs/README.ko-KR.md
@@ -257,6 +257,7 @@ curl -fsSL https://raw.githubusercontent.com/Egonex-AI/Understand-Anything/main/
 | KIMI CLI | ✅ 지원 | `install.sh kimi` |
 | Nanobot | ✅ 지원 | `install.sh nanobot` |
 | Kiro CLI / IDE | ✅ 지원 | `install.sh kiro` |
+| AdaL CLI | ✅ 지원 | `install.sh adal` |
 
 ---
 
diff --git a/READMEs/README.ru-RU.md b/READMEs/README.ru-RU.md
index a13dfc893..cdaeb28d7 100644
--- a/READMEs/README.ru-RU.md
+++ b/READMEs/README.ru-RU.md
@@ -258,6 +258,7 @@ curl -fsSL https://raw.githubusercontent.com/Egonex-AI/Understand-Anything/main/
 | KIMI CLI | ✅ Поддерживается | `install.sh kimi` |
 | Nanobot | ✅ Поддерживается | `install.sh nanobot` |
 | Kiro CLI / IDE | ✅ Поддерживается | `install.sh kiro` |
+| AdaL CLI | ✅ Поддерживается | `install.sh adal` |
 
 ---
 
diff --git a/READMEs/README.tr-TR.md b/READMEs/README.tr-TR.md
index e1fb6c80b..fd111ef85 100644
--- a/READMEs/README.tr-TR.md
+++ b/READMEs/README.tr-TR.md
@@ -258,6 +258,7 @@ Tüm projelerde kullanmak için kişisel beceri olarak kurmak istersen yukarıda
 | KIMI CLI | ✅ Destekleniyor | `install.sh kimi` |
 | Nanobot | ✅ Destekleniyor | `install.sh nanobot` |
 | Kiro CLI / IDE | ✅ Destekleniyor | `install.sh kiro` |
+| AdaL CLI | ✅ Destekleniyor | `install.sh adal` |
 
 ---
 
diff --git a/READMEs/README.zh-CN.md b/READMEs/README.zh-CN.md
index d3ba928fe..d9ec8c287 100644
--- a/READMEs/README.zh-CN.md
+++ b/READMEs/README.zh-CN.md
@@ -257,6 +257,7 @@ curl -fsSL https://raw.githubusercontent.com/Egonex-AI/Understand-Anything/main/
 | KIMI CLI | ✅ 支持 | `install.sh kimi` |
 | Nanobot | ✅ 支持 | `install.sh nanobot` |
 | Kiro CLI / IDE | ✅ 支持 | `install.sh kiro` |
+| AdaL CLI | ✅ 支持 | `install.sh adal` |
 
 ---
 
diff --git a/READMEs/README.zh-TW.md b/READMEs/README.zh-TW.md
index f7b145fc1..35596d497 100644
--- a/READMEs/README.zh-TW.md
+++ b/READMEs/README.zh-TW.md
@@ -257,6 +257,7 @@ curl -fsSL https://raw.githubusercontent.com/Egonex-AI/Understand-Anything/main/
 | KIMI CLI | ✅ 支援 | `install.sh kimi` |
 | Nanobot | ✅ 支援 | `install.sh nanobot` |
 | Kiro CLI / IDE | ✅ 支援 | `install.sh kiro` |
+| AdaL CLI | ✅ 支援 | `install.sh adal` |
 
 ---
 
diff --git a/install.ps1 b/install.ps1
index 77c6595e4..4e1451c2c 100644
--- a/install.ps1
+++ b/install.ps1
@@ -42,6 +42,7 @@ $Platforms = [ordered]@{
     trae        = @{ Target = (Join-Path $HOME '.trae\skills');               Style = 'per-skill' }
     nanobot     = @{ Target = (Join-Path $HOME '.nanobot\workspace\skills');  Style = 'per-skill' }
     kiro        = @{ Target = (Join-Path $HOME '.kiro\skills');               Style = 'per-skill' }
+    adal        = @{ Target = (Join-Path $HOME '.adal\skills');               Style = 'per-skill' }
 }
 
 function Show-Usage {
@@ -245,6 +246,9 @@ function Cmd-Install([string]$Id) {
     if ($Id -eq 'kiro') {
         Write-Host "`n  Usage: kiro-cli chat --agent understand `"Analyze this project`""
     }
+    if ($Id -eq 'adal') {
+        Write-Host "`n  Tip: AdaL uses /plugin commands — install via the marketplace: /plugin marketplace add Egonex-AI/Understand-Anything then /plugin install understand-anything (or run install.ps1 adal)."
+    }
 }
 
 function Cmd-Uninstall([string]$Id) {
diff --git a/install.sh b/install.sh
index eb7336f46..a0882bfd4 100755
--- a/install.sh
+++ b/install.sh
@@ -42,6 +42,7 @@ kimi|$HOME/.kimi/skills|folder
 trae|$HOME/.trae/skills|per-skill
 nanobot|$HOME/.nanobot/workspace/skills|per-skill
 kiro|$HOME/.kiro/skills|per-skill
+adal|$HOME/.adal/skills|per-skill
 EOF
 }
 
@@ -232,6 +233,9 @@ KIROEOF
   if [[ "$id" == "kiro" ]]; then
     printf '\n  Usage: kiro-cli chat --agent understand "Analyze this project"\n'
   fi
+  if [[ "$id" == "adal" ]]; then
+    printf '\n  Tip: AdaL uses /plugin commands — install via the marketplace: /plugin marketplace add Egonex-AI/Understand-Anything then /plugin install understand-anything (or run install.sh adal).\n'
+  fi
 }
 
 cmd_uninstall() {
diff --git a/understand-anything-plugin/packages/dashboard/src/utils/__tests__/edgeAggregation.test.ts b/understand-anything-plugin/packages/dashboard/src/utils/__tests__/edgeAggregation.test.ts
index f5196c337..c468d162e 100644
--- a/understand-anything-plugin/packages/dashboard/src/utils/__tests__/edgeAggregation.test.ts
+++ b/understand-anything-plugin/packages/dashboard/src/utils/__tests__/edgeAggregation.test.ts
@@ -1,6 +1,6 @@
 import { describe, it, expect } from "vitest";
-import { aggregateContainerEdges } from "../edgeAggregation";
-import type { GraphEdge, EdgeType } from "@understand-anything/core/types";
+import { aggregateContainerEdges, aggregateLayerEdges, computePortals } from "../edgeAggregation";
+import type { GraphEdge, EdgeType, KnowledgeGraph, Layer } from "@understand-anything/core/types";
 
 const ce = (source: string, target: string, type: EdgeType = "calls"): GraphEdge => ({
   source,
@@ -10,6 +10,17 @@ const ce = (source: string, target: string, type: EdgeType = "calls"): GraphEdge
   weight: 1,
 });
 
+function makeGraph(layers: Layer[], edges: GraphEdge[]): KnowledgeGraph {
+  return {
+    version: "1.0",
+    project: { name: "test", languages: [], frameworks: [], description: "", analyzedAt: "", gitCommitHash: "" },
+    nodes: [],
+    edges,
+    layers,
+    tour: [],
+  };
+}
+
 describe("aggregateContainerEdges", () => {
   it("returns empty arrays for empty input", () => {
     const r = aggregateContainerEdges([], new Map());
@@ -77,3 +88,92 @@ describe("aggregateContainerEdges", () => {
     expect(r.interContainerAggregated).toHaveLength(2);
   });
 });
+
+// ---------------------------------------------------------------------------
+// aggregateLayerEdges
+// ---------------------------------------------------------------------------
+describe("aggregateLayerEdges", () => {
+  const layers: Layer[] = [
+    { id: "layer:presentation", name: "Presentation", description: "", nodeIds: ["p1", "p2"] },
+    { id: "layer:api", name: "API", description: "", nodeIds: ["a1"] },
+    { id: "layer:services", name: "Services", description: "", nodeIds: ["s1"] },
+  ];
+
+  it("returns empty array for no cross-layer edges", () => {
+    const g = makeGraph(layers, [ce("p1", "p2")]);
+    expect(aggregateLayerEdges(g)).toEqual([]);
+  });
+
+  it("normalizes edge direction to architectural order (top→bottom)", () => {
+    // Edge from services (index 2) to presentation (index 0) should be
+    // normalized to presentation→services.
+    const g = makeGraph(layers, [ce("s1", "p1")]);
+    const result = aggregateLayerEdges(g);
+    expect(result).toHaveLength(1);
+    expect(result[0].sourceLayerId).toBe("layer:presentation");
+    expect(result[0].targetLayerId).toBe("layer:services");
+  });
+
+  it("merges bidirectional edges into one aggregated edge", () => {
+    const g = makeGraph(layers, [ce("p1", "a1"), ce("a1", "p1")]);
+    const result = aggregateLayerEdges(g);
+    expect(result).toHaveLength(1);
+    expect(result[0].count).toBe(2);
+    expect(result[0].sourceLayerId).toBe("layer:presentation");
+    expect(result[0].targetLayerId).toBe("layer:api");
+  });
+
+  it("collects multiple edge types", () => {
+    const g = makeGraph(layers, [
+      ce("p1", "a1", "calls"),
+      ce("p1", "a1", "imports"),
+    ]);
+    const result = aggregateLayerEdges(g);
+    expect(result).toHaveLength(1);
+    expect(result[0].edgeTypes.sort()).toEqual(["calls", "imports"]);
+  });
+
+  it("ignores intra-layer edges", () => {
+    const g = makeGraph(layers, [ce("p1", "p2"), ce("a1", "a1")]);
+    expect(aggregateLayerEdges(g)).toEqual([]);
+  });
+});
+
+// ---------------------------------------------------------------------------
+// computePortals
+// ---------------------------------------------------------------------------
+describe("computePortals", () => {
+  const layers: Layer[] = [
+    { id: "layer:presentation", name: "Presentation", description: "", nodeIds: ["p1"] },
+    { id: "layer:api", name: "API", description: "", nodeIds: ["a1"] },
+    { id: "layer:services", name: "Services", description: "", nodeIds: ["s1"] },
+  ];
+
+  it("finds connected layers regardless of edge direction", () => {
+    // Edge from services→presentation (reverse architectural order)
+    const g = makeGraph(layers, [ce("s1", "p1")]);
+    const portals = computePortals(g, "layer:presentation");
+    expect(portals).toHaveLength(1);
+    expect(portals[0].layerId).toBe("layer:services");
+    expect(portals[0].connectionCount).toBe(1);
+  });
+
+  it("returns empty for isolated layer", () => {
+    const g = makeGraph(layers, [ce("p1", "a1")]);
+    const portals = computePortals(g, "layer:services");
+    expect(portals).toEqual([]);
+  });
+
+  it("counts connections from precomputed aggregation", () => {
+    const g = makeGraph(layers, [
+      ce("p1", "a1"),
+      ce("p1", "a1", "imports"),
+      ce("p1", "s1"),
+    ]);
+    const agg = aggregateLayerEdges(g);
+    const portals = computePortals(g, "layer:presentation", agg);
+    expect(portals).toHaveLength(2);
+    const apiPortal = portals.find((p) => p.layerId === "layer:api");
+    expect(apiPortal?.connectionCount).toBe(2);
+  });
+});
diff --git a/understand-anything-plugin/packages/dashboard/src/utils/edgeAggregation.ts b/understand-anything-plugin/packages/dashboard/src/utils/edgeAggregation.ts
index 3e47a7e60..f09ea3105 100644
Binary files a/understand-anything-plugin/packages/dashboard/src/utils/edgeAggregation.ts and b/understand-anything-plugin/packages/dashboard/src/utils/edgeAggregation.ts differ