Add UI/logical temporal ordering feature

Query validation

README.md

@@ -1,21 +1,28 @@
-# kongruity app
+# kongruity
 
-kongruity clusters large volumes of unstructured action items in development settings by their thematic or topical similarity.
+kongruity pulls in the unstructured artifacts of the creative-engineering process -- to-dos, action items, agile tickets, Jira comment threads, retrospective notes -- and synthesizes them into semantically coherent, prioritized clusters ready for implementation planning.
 
-In kongruity, "to dos", action items, agile tickets, Jira comments (appropriately tagged) ... all the myriad artifacts of the creative-engineering process, become thematic "sticky notes." 
+In kongruity world, these artifacts are "sticky notes." A board full of them looks chaotic. With one click, an LLM analyzes their meaning and groups them into thematic clusters, each with a descriptive header. 
 
-kongruity's React/Vite UI displays a board of your team's seemingly chaotic "sticky notes".  
+An independent embedding-based evaluation scores clustering quality, so the output is data-backed. From there, teams can cimply drag-and-rank clusters by implementation priority, turning a wall of noise into an actionable workflow.
 
-They are transformed into manageable, actionable groups, with headers that explains each group's semantic relation, and project magament UI options: ranking temporal priority for future relase goals.
+## How it works
 
-The backend features an Express server/API that serves "sticky note" data and proxies semantic grouping requests to Large Language Models.
+1. **Ingest** — Sticky notes are loaded and displayed on a board.
+2. **Cluster** — An LLM reads every note and groups them by semantic similarity (not keywords).
+3. **Evaluate** — In parallel, a separate embedding model (Voyage AI) generates vector representations of each note. A silhouette-based cohesion score measures how well-separated and internally consistent clusters are. The score is displayed alongside the results.
+4. **Validate** — Structural checks confirm every note is assigned to exactly one cluster, no clusters are empty, and labels are present.
+5. **Prioritize** — Clusters appear ranked and are drag-reorderable. Teams set implementation priority by dragging clusters into position.
 
-Developers may freely swap in other LLM SDKs and/or APIs... and alter prompt syntax at backend/services/clustering.service.js to complement R&D with any LLM model/platform they prefer.
+## Dev implementation note
+
+Developers may swap in other LLM SDKs/APIs and alter prompt syntax in `backend/services/clustering.service.js` to experiment with any model or platform.
 
 ## Prerequisites
 
 - Node.js (v18 or later recommended)
-- An LLM Platform API key
+- An [Anthropic API key](https://console.anthropic.com/) (or other LLM platform, for clustering)
+- A [Voyage AI API key](https://dash.voyageai.com/) (for embedding-based evaluation)
 
 ## Setup
 
@@ -28,13 +35,16 @@ cd kongruity
 
 ### 2. Create an environment file
 
-The backend expects a `.env` file containing an Anthropic API key in the root `backend/` directory. This file is git-ignored and must be created manually:
+The backend expects a `.env` file in the `backend/` directory. This file is git-ignored and must be created manually:
 
 ```bash
-echo 'LLM_API_KEY=<your LLM API key>' > backend/.env
+cat > backend/.env << 'EOF'
+ANTHROPIC_API_KEY=<your Anthropic API key>
+VOYAGEAI_API_KEY=<your Voyage AI API key>
+EOF
 ```
 
-Replace `<your LLM API key>` with your actual key.
+Replace placeholder values with your actual keys.
 
 ### 3. Install dependencies
 
@@ -50,7 +60,7 @@ npm install
 
 ## Run the app
 
-### Start the backend - Production Mode
+### Start the backend — Production mode
 
 From the `backend/` directory:
 
@@ -60,15 +70,15 @@ npm run start
 
 The API server starts on **http://localhost:3001** (configurable via the `PORT` environment variable).
 
-### Start the backend - Development mode
+### Start the backend — Development mode
 
-To start using Nodemon for "hot reloads," if developing your own features:
+To start using Nodemon for hot reloads while developing:
 
 ```bash
 npm run dev
 ```
 
-### Build the frontend - Production mode
+### Build the frontend — Production mode
 
 From the `frontend/` directory:
 
@@ -76,13 +86,14 @@ From the `frontend/` directory:
 npm run build
 ```
 
-### Start the frontend - Development mode
+### Start the frontend — Development mode
 
 From the `frontend/` directory:
 
 ```bash
 npm run dev
 ```
+
 The Vite dev server starts on **http://localhost:5173** by default. Open that URL in a browser.
 
 ## Running tests
@@ -94,7 +105,8 @@ From the `backend/` directory:
 ```bash
 npm test
 ```
-Backend tests use Supertest for HTTP assertions.
+
+Backend tests use Vitest with Supertest for HTTP assertions.
 
 ### Frontend tests
 
@@ -104,7 +116,7 @@ From the `frontend/` directory:
 npm test
 ```
 
-This runs `vitest run` with jsdom. For watch mode, during development:
+This runs Vitest with jsdom. For watch mode during development:
 
 ```bash
 npm run test:watch

frontend/src/components/stickies.tsx

@@ -1,5 +1,7 @@
+import { useState, useEffect, useRef } from 'react';
+import type { DragEvent } from 'react';
 import { useGetStickies, useClusterStickies } from '../api/api';
-import type { Sticky as StickyType } from '../types/types';
+import type { Sticky as StickyType, RankedCluster } from '../types/types';
 import Sticky from './sticky';
 import Button from './button';
 import '../styles/stickies.css';
@@ -14,10 +16,22 @@ const scoreLabel = (score: number): string => {
 const Stickies = () => {
   const { data: stickies, isLoading, error } = useGetStickies();
   const { mutate: cluster, data: clusterResponse, isPending } = useClusterStickies();
+
+  const [rankedClusters, setRankedClusters] = useState<RankedCluster[]>([]);
+  const dragIndex = useRef<number | null>(null);
+  const [dragOverIndex, setDragOverIndex] = useState<number | null>(null);
+
+  useEffect(() => {
+    if (clusterResponse?.clusters) {
+      setRankedClusters(
+        clusterResponse.clusters.map((c, i) => ({ ...c, rank: i + 1 }))
+      );
+    }
+  }, [clusterResponse]);
+
   if (isLoading) return <div>Loading...</div>;
   if (error) return <div>Error: {error.message}</div>;
 
-  const clusters = clusterResponse?.clusters;
   const score = clusterResponse?.score;
 
   const handleCluster = () => {
@@ -35,19 +49,69 @@ const Stickies = () => {
   const renderStickies = (items: StickyType[]) =>
     items?.map((sticky) => <Sticky key={sticky.id} sticky={sticky} />);
 
+  const handleDragStart = (index: number) => {
+    dragIndex.current = index;
+  };
+
+  const handleDragOver = (e: DragEvent, index: number) => {
+    e.preventDefault();
+    setDragOverIndex(index);
+  };
+
+  const handleDragLeave = () => {
+    setDragOverIndex(null);
+  };
+
+  const handleDrop = (targetIndex: number) => {
+    const sourceIndex = dragIndex.current;
+    if (sourceIndex === null || sourceIndex === targetIndex) {
+      dragIndex.current = null;
+      setDragOverIndex(null);
+      return;
+    }
+
+    const reordered = [...rankedClusters];
+    const [moved] = reordered.splice(sourceIndex, 1);
+    reordered.splice(targetIndex, 0, moved);
+
+    setRankedClusters(reordered.map((c, i) => ({ ...c, rank: i + 1 })));
+    dragIndex.current = null;
+    setDragOverIndex(null);
+  };
+
+  const handleDragEnd = () => {
+    dragIndex.current = null;
+    setDragOverIndex(null);
+  };
+
   return (
     <div className="stickies-container">
       <Button onClick={handleCluster} isLoading={isPending} label="Group Stickies By Topic" />
-      {clusters ? (
+      {rankedClusters.length > 0 ? (
         <div className="clusters-container">
           {score != null && (
             <div className="cohesion-score">
               Cluster cohesion: <strong>{score.toFixed(2)}</strong> — {scoreLabel(score)}
             </div>
           )}
-          {clusters.map((group) => (
-            <div key={group.label} className="cluster-group">
-              <h3 className="cluster-label">{group.label}</h3>
+          {rankedClusters.map((group, index) => (
+            <div
+              key={group.label}
+              className={`cluster-group cluster-draggable${dragOverIndex === index ? ' cluster-drag-over' : ''}`}
+              draggable
+              onDragStart={() => handleDragStart(index)}
+              onDragOver={(e) => handleDragOver(e, index)}
+              onDragLeave={handleDragLeave}
+              onDrop={() => handleDrop(index)}
+              onDragEnd={handleDragEnd}
+            >
+              <div className="cluster-header">
+                <span className="cluster-rank" aria-label={`Priority ${group.rank}`}>
+                  {group.rank}
+                </span>
+                <h3 className="cluster-label">{group.label}</h3>
+                <span className="cluster-drag-handle" aria-hidden="true">⠿</span>
+              </div>
               <div className="stickies-grid">
                 {renderStickies(
                   group?.noteIds

frontend/src/styles/stickies.css

@@ -24,10 +24,60 @@
   padding: 16px;
 }
 
+.cluster-draggable {
+  cursor: grab;
+  transition: box-shadow 0.2s ease, border-color 0.2s ease, transform 0.15s ease;
+}
+
+.cluster-draggable:active {
+  cursor: grabbing;
+}
+
+.cluster-drag-over {
+  border-color: #ffb7ce;
+  box-shadow: 0 0 12px rgba(255, 183, 206, 0.4);
+  transform: scale(1.01);
+}
+
+.cluster-header {
+  display: flex;
+  align-items: center;
+  gap: 12px;
+  margin-bottom: 16px;
+}
+
+.cluster-rank {
+  display: flex;
+  align-items: center;
+  justify-content: center;
+  width: 32px;
+  height: 32px;
+  border-radius: 50%;
+  background: #6dd6f4;
+  color: #1a1a2e;
+  font-weight: 700;
+  font-size: 0.95em;
+  flex-shrink: 0;
+}
+
 .cluster-label {
-  margin: 0 0 16px 0;
+  margin: 0;
   font-size: 1.2em;
   font-weight: 600;
+  flex: 1;
+}
+
+.cluster-drag-handle {
+  font-size: 1.4em;
+  color: #6dd6f4;
+  opacity: 0.4;
+  user-select: none;
+  transition: opacity 0.2s ease;
+  flex-shrink: 0;
+}
+
+.cluster-draggable:hover .cluster-drag-handle {
+  opacity: 0.8;
 }
 
 .cohesion-score {

frontend/src/tests/stickies.test.tsx

@@ -73,7 +73,6 @@ describe('Stickies', () => {
   });
 
   it('should show cluster labels after clustering succeeds', async () => {
-    // First call = GET notes, second call = POST cluster
     fetchMock
       .mockReturnValueOnce(mockFetchOk(MOCK_STICKIES))
       .mockReturnValueOnce(mockFetchOk(MOCK_CLUSTER_RESPONSE));
@@ -104,4 +103,41 @@ describe('Stickies', () => {
     expect(await screen.findByText('Login flow feels confusing')).toBeInTheDocument();
     expect(screen.getByText('Export takes too long')).toBeInTheDocument();
   });
+
+  it('should display rank badges on clustered groups', async () => {
+    fetchMock
+      .mockReturnValueOnce(mockFetchOk(MOCK_STICKIES))
+      .mockReturnValueOnce(mockFetchOk(MOCK_CLUSTER_RESPONSE));
+
+    const { Wrapper } = createTestWrapper();
+    render(<Stickies />, { wrapper: Wrapper });
+
+    const btn = await screen.findByRole('button', { name: 'Group Stickies By Topic' });
+    await userEvent.click(btn);
+
+    await waitFor(() => {
+      expect(screen.getByLabelText('Priority 1')).toBeInTheDocument();
+      expect(screen.getByLabelText('Priority 2')).toBeInTheDocument();
+    });
+  });
+
+  it('should make cluster groups draggable', async () => {
+    fetchMock
+      .mockReturnValueOnce(mockFetchOk(MOCK_STICKIES))
+      .mockReturnValueOnce(mockFetchOk(MOCK_CLUSTER_RESPONSE));
+
+    const { Wrapper } = createTestWrapper();
+    render(<Stickies />, { wrapper: Wrapper });
+
+    const btn = await screen.findByRole('button', { name: 'Group Stickies By Topic' });
+    await userEvent.click(btn);
+
+    await waitFor(() => {
+      const groups = document.querySelectorAll('.cluster-draggable');
+      groups.forEach((group) => {
+        expect(group).toHaveAttribute('draggable', 'true');
+      });
+      expect(groups.length).toBe(2);
+    });
+  });
 });

frontend/src/types/types.d.ts

@@ -16,3 +16,7 @@ export type ClusterResponse = {
   clusters: Cluster[];
   score: number;
 };
+
+export type RankedCluster = Cluster & {
+  rank: number;
+};