centalize data model loading

src/components/AIQueryInterface.astro

@@ -1,12 +1,10 @@
 ---
-import { promises as fs } from 'fs';
+import { getToolsData } from '../utils/dataService.js';
-import { load } from 'js-yaml';
+
-import path from 'path';
 
 // Load tools data for validation
-const yamlPath = path.join(process.cwd(), 'src/data/tools.yaml');
+const data = await getToolsData();
-const yamlContent = await fs.readFile(yamlPath, 'utf8');
+
-const data = load(yamlContent) as any;
 const tools = data.tools;
 const phases = data.phases;
 const domainAgnosticSoftware = data['domain-agnostic-software'] || []; // Add this line

src/components/ToolFilters.astro

@@ -1,12 +1,10 @@
 ---
-import { promises as fs } from 'fs';
+import { getToolsData } from '../utils/dataService.js';
-import { load } from 'js-yaml';
+
-import path from 'path';
 
 // Load tools data
-const yamlPath = path.join(process.cwd(), 'src/data/tools.yaml');
+const data = await getToolsData();
-const yamlContent = await fs.readFile(yamlPath, 'utf8');
+
-const data = load(yamlContent) as any;
 
 const domains = data.domains;
 const phases = data.phases;

src/components/ToolMatrix.astro

@@ -1,12 +1,9 @@
 ---
-import { promises as fs } from 'fs';
+import { getToolsData } from '../utils/dataService.js';
-import { load } from 'js-yaml';
+
-import path from 'path';
 
 // Load tools data
-const yamlPath = path.join(process.cwd(), 'src/data/tools.yaml');
+const data = await getToolsData();
-const yamlContent = await fs.readFile(yamlPath, 'utf8');
-const data = load(yamlContent) as any;
 
 const domains = data.domains;
 const phases = data.phases;

src/pages/api/ai/query.ts

@@ -2,9 +2,8 @@
 // src/pages/api/ai/query.ts
 import type { APIRoute } from 'astro';
 import { getSessionFromRequest, verifySession } from '../../../utils/auth.js';
-import { promises as fs } from 'fs';
+import { getCompressedToolsDataForAI } from '../../../utils/dataService.js';
-import { load } from 'js-yaml';
+
-import path from 'path';
 
 export const prerender = false;
 
@@ -74,9 +73,7 @@ function checkRateLimit(userId: string): boolean {
 // Load tools database
 async function loadToolsDatabase() {
   try {
-    const yamlPath = path.join(process.cwd(), 'src/data/tools.yaml');
+    return await getCompressedToolsDataForAI();
-    const yamlContent = await fs.readFile(yamlPath, 'utf8');
-    return load(yamlContent) as any;
   } catch (error) {
     console.error('Failed to load tools database:', error);
     throw new Error('Database unavailable');
@@ -90,11 +87,11 @@ function createSystemPrompt(toolsData: any): string {
     description: tool.description,
     domains: tool.domains,
     phases: tool.phases,
+    domainAgnostic: tool['domain-agnostic-software'],
     platforms: tool.platforms,
     skillLevel: tool.skillLevel,
     license: tool.license,
     tags: tool.tags,
-    projectUrl: tool.projectUrl ? 'self-hosted' : 'external'
   }));
 
   // Get regular phases (no more filtering needed)
@@ -119,16 +116,9 @@ function createSystemPrompt(toolsData: any): string {
   ).join('\n');
 
   // Build dynamic phase descriptions for tool selection
-  const phaseDescriptions = regularPhases.map((phase: any) => {
+  const phaseDescriptions = regularPhases.map((phase: any) => 
-    // Create generic descriptions or you could add a 'description' field to the YAML
+    `- ${phase.name}: ${phase.description || 'Tools for this phase'}`
-    const descriptions = {
+  ).join('\n');
-      'data-collection': 'Imaging, Acquisition, Remote Collection Tools',
-      'examination': 'Parsing, Extraction, Initial Analysis Tools',
-      'analysis': 'Deep Analysis, Correlation, Visualization Tools',
-      'reporting': 'Documentation, Visualization, Presentation Tools (z.B. QGIS für Geodaten, Timeline-Tools)'
-    };
-    return `- ${phase.name}: ${phase.description || descriptions[phase.id] || 'Tools for this phase'}`;
-  }).join('\n');
 
   // Add domain-agnostic software descriptions
   const domainAgnosticDescriptions = domainAgnosticSoftware.map((section: any) => 
@@ -153,13 +143,13 @@ FORENSISCHE DOMÄNEN:
 ${domainsDescription}
 
 WICHTIGE REGELN:
-1. Open Source Tools bevorzugen (license != "Proprietary") 
+1. Pro Phase 1-3 Tools empfehlen (immer mindestens 1 wenn verfügbar)
-2. Pro Phase 1-3 Tools empfehlen (immer mindestens 1 wenn verfügbar)
+2. Tools können in MEHREREN Phasen empfohlen werden wenn sinnvoll - versuche ein Tool für jede Phase zu empfehlen, selbst wenn die Priorität "low" ist.
-3. Tools können in MEHREREN Phasen empfohlen werden wenn sinnvoll - versuche ein Tool für jede Phase zu empfehlen!
+3. Für Reporting-Phase: Visualisierungs- und Dokumentationstools einschließen
-4. Für Reporting-Phase: Visualisierungs- und Dokumentationstools einschließen
+4. Gib stets dem spezieller für den Fall geeigneten Werkzeug den Vorzug.
-5. Gib stets dem spezieller für den Fall geeigneten Werkzeug den Vorzug.
+5. Deutsche Antworten für deutsche Anfragen, English for English queries
-6. Deutsche Antworten für deutsche Anfragen, English for English queries
+6. Bewerbe NIEMALS Proprietäre Software fälschlicherweise als Open-Source-Tools, erkenne aber an, falls diese besser geeignet sein könnte.
-7. Bewerbe NIEMALS Proprietäre Software fälschlicherweise als Open-Source-Tools, erkenne aber an, falls diese besser geeignet sein könnte.
+7. Bevorzuge alles, was nicht proprietär ist (license != "Proprietary"), aber erkenne an wenn ein proprietäres Tool besser geeignet ist.
 
 TOOL-AUSWAHL NACH PHASE:
 ${phaseDescriptions}

src/pages/index.astro

@@ -4,14 +4,11 @@ import ToolCard from '../components/ToolCard.astro';
 import ToolFilters from '../components/ToolFilters.astro';
 import ToolMatrix from '../components/ToolMatrix.astro';
 import AIQueryInterface from '../components/AIQueryInterface.astro';
-import { promises as fs } from 'fs';
+import { getToolsData } from '../utils/dataService.js';
-import { load } from 'js-yaml';
+
-import path from 'path';
 
 // Load tools data
-const yamlPath = path.join(process.cwd(), 'src/data/tools.yaml');
+const data = await getToolsData();
-const yamlContent = await fs.readFile(yamlPath, 'utf8');
-const data = load(yamlContent) as any;
 const tools = data.tools;
 ---
 

src/pages/knowledgebase.astro

@@ -1,13 +1,10 @@
 ---
 import BaseLayout from '../layouts/BaseLayout.astro';
-import { promises as fs } from 'fs';
+import { getToolsData } from '../utils/dataService.js';
-import { load } from 'js-yaml';
+
-import path from 'path';
 
 // Load tools data
-const yamlPath = path.join(process.cwd(), 'src/data/tools.yaml');
+const data = await getToolsData();
-const yamlContent = await fs.readFile(yamlPath, 'utf8');
-const data = load(yamlContent) as any;
 
 // Filter tools that have knowledgebase entries
 const knowledgebaseTools = data.tools.filter((tool: any) => tool.knowledgebase === true);

src/pages/status.astro

@@ -1,13 +1,10 @@
 ---
 import BaseLayout from '../layouts/BaseLayout.astro';
-import { promises as fs } from 'fs';
+import { getToolsData } from '../utils/dataService.js';
-import { load } from 'js-yaml';
+
-import path from 'path';
 
 // Load tools data to get self-hosted services
-const yamlPath = path.join(process.cwd(), 'src/data/tools.yaml');
+const data = await getToolsData();
-const yamlContent = await fs.readFile(yamlPath, 'utf8');
-const data = load(yamlContent) as any;
 
 // Filter for hosted services based on projectUrl presence
 const hostedServices = data.tools.filter((tool: any) => {

src/utils/dataService.ts

@@ -0,0 +1,111 @@
+import { promises as fs } from 'fs';
+import { load } from 'js-yaml';
+import path from 'path';
+
+interface ToolsData {
+  tools: any[];
+  domains: any[];
+  phases: any[];
+  'domain-agnostic-software': any[];
+}
+
+interface CompressedToolsData extends Omit<ToolsData, 'tools'> {
+  tools: any[];
+}
+
+let cachedData: ToolsData | null = null;
+let cachedRandomizedData: ToolsData | null = null;
+let cachedCompressedData: CompressedToolsData | null = null;
+let lastRandomizationDate: string | null = null;
+
+// Create a seeded random number generator
+function seededRandom(seed: number): () => number {
+  let x = Math.sin(seed) * 10000;
+  return function() {
+    x = Math.sin(x) * 10000;
+    return x - Math.floor(x);
+  };
+}
+
+// Get today's date as seed + process start time for consistency within day/session
+function getDailySeed(): number {
+  const today = new Date().toDateString();
+  const processStart = process.uptime();
+  return today.split('').reduce((acc, char) => acc + char.charCodeAt(0), 0) + Math.floor(processStart);
+}
+
+// Fisher-Yates shuffle with seeded random
+function shuffleArray<T>(array: T[], randomFn: () => number): T[] {
+  const shuffled = [...array];
+  for (let i = shuffled.length - 1; i > 0; i--) {
+    const j = Math.floor(randomFn() * (i + 1));
+    [shuffled[i], shuffled[j]] = [shuffled[j], shuffled[i]];
+  }
+  return shuffled;
+}
+
+// Load raw data from YAML
+async function loadRawData(): Promise<ToolsData> {
+  if (!cachedData) {
+    const yamlPath = path.join(process.cwd(), 'src/data/tools.yaml');
+    const yamlContent = await fs.readFile(yamlPath, 'utf8');
+    cachedData = load(yamlContent) as ToolsData;
+  }
+  return cachedData;
+}
+
+// Get tools data with randomized tool order (daily seed)
+export async function getToolsData(): Promise<ToolsData> {
+  const today = new Date().toDateString();
+  
+  // Check if we need to re-randomize (new day or first load)
+  if (!cachedRandomizedData || lastRandomizationDate !== today) {
+    const rawData = await loadRawData();
+    const seed = getDailySeed();
+    const randomFn = seededRandom(seed);
+    
+    // Randomize tools array while keeping other data intact
+    const randomizedTools = shuffleArray(rawData.tools, randomFn);
+    
+    cachedRandomizedData = {
+      ...rawData,
+      tools: randomizedTools
+    };
+    
+    lastRandomizationDate = today;
+    
+    // Clear compressed cache when we re-randomize
+    cachedCompressedData = null;
+  }
+  
+  return cachedRandomizedData;
+}
+
+// Get compressed data for AI (removes projectUrl and statusUrl)
+export async function getCompressedToolsDataForAI(): Promise<CompressedToolsData> {
+  if (!cachedCompressedData) {
+    const data = await getToolsData();
+    
+    const compressedTools = data.tools.map(tool => {
+      const { projectUrl, statusUrl, ...compressedTool } = tool;
+      return compressedTool;
+    });
+    
+    cachedCompressedData = {
+      tools: compressedTools,
+      domains: data.domains,
+      phases: data.phases,
+      'domain-agnostic-software': data['domain-agnostic-software']
+    };
+  }
+  
+  return cachedCompressedData;
+}
+
+// Force cache refresh (useful for development)
+export function clearCache(): void {
+  cachedData = null;
+  cachedRandomizedData = null;
+  cachedCompressedData = null;
+  lastRandomizationDate = null;
+}