Enhance job search parser with AI analysis capabilities

- Added support for customizable AI context and model selection in job search analysis.
- Improved logging to provide detailed information about AI analysis status and parameters.
- Updated README to mask sensitive LinkedIn credentials for security.
- Refactored AI analysis integration to streamline data preparation and result embedding.

core-parser/index.js

@@ -64,3 +64,4 @@ module.exports = CoreParser;
 
 
 
+

job-search-parser/README.md

@@ -78,8 +78,8 @@ Professional network job postings with comprehensive job data.
 
 - LinkedIn credentials (username and password) must be set in `.env` file:
   ```env
-  LINKEDIN_USERNAME=tatiana.litvak25@gmail.com
+  LINKEDIN_USERNAME=******@gmail.com
-  LINKEDIN_PASSWORD=Sladkiy99(
+  LINKEDIN_PASSWORD=***
   LINKEDIN_JOB_LOCATION=Canada  # Optional: LinkedIn location filter
   ```
 

job-search-parser/index.js

@@ -11,7 +11,7 @@ const fs = require("fs");
 const CoreParser = require("../core-parser");
 const { skipthedriveStrategy } = require("./strategies/skipthedrive-strategy");
 const { linkedinJobsStrategy } = require("./strategies/linkedin-jobs-strategy");
-const { logger, analyzeBatch, checkOllamaStatus } = require("ai-analyzer");
+const { logger, analyzeBatch, checkOllamaStatus, DEFAULT_MODEL } = require("ai-analyzer");
 
 // Load environment variables
 require("dotenv").config({ path: path.join(__dirname, ".env") });
@@ -22,6 +22,8 @@ const SEARCH_KEYWORDS =
   process.env.SEARCH_KEYWORDS || "co-op,intern";//"software engineer,developer,programmer";
 const LOCATION_FILTER = process.env.LOCATION_FILTER;
 const ENABLE_AI_ANALYSIS = process.env.ENABLE_AI_ANALYSIS === "true";
+const AI_CONTEXT = process.env.AI_CONTEXT || "Job market analysis focusing on job postings, skills, and trends";
+const OLLAMA_MODEL = process.env.OLLAMA_MODEL || DEFAULT_MODEL;
 const MAX_PAGES = parseInt(process.env.MAX_PAGES) || 5;
 const EXCLUDE_REJECTED = process.env.EXCLUDE_REJECTED === "true";
 
@@ -104,6 +106,10 @@ async function startJobSearchParser(options = {}) {
     logger.info(
       `🧠 AI Analysis: ${ENABLE_AI_ANALYSIS ? "Enabled" : "Disabled"}`
     );
+    if (ENABLE_AI_ANALYSIS) {
+      logger.info(`   Context: "${AI_CONTEXT}"`);
+      logger.info(`   Model: ${OLLAMA_MODEL}`);
+    }
 
     const allResults = [];
     const allRejectedResults = [];
@@ -188,12 +194,36 @@ async function startJobSearchParser(options = {}) {
     if (ENABLE_AI_ANALYSIS && allResults.length > 0) {
       logger.step("🧠 Running AI Analysis...");
 
-      const ollamaStatus = await checkOllamaStatus();
+      const ollamaAvailable = await checkOllamaStatus(OLLAMA_MODEL);
-      if (ollamaStatus.available) {
+      if (ollamaAvailable) {
-        analysisResults = await analyzeBatch(allResults, {
+        // Prepare data for analysis (analyzeBatch expects objects with 'text' field)
-          context:
+        const analysisData = allResults.map((job) => ({
-            "Job market analysis focusing on job postings, skills, and trends",
+          text: `${job.title || ""} at ${job.company || ""}. ${job.description || ""}`.trim(),
+          location: job.location || "",
+          keyword: job.keyword || "",
+          timestamp: job.extractedAt || job.postedDate || "",
+        }));
+
+        analysisResults = await analyzeBatch(
+          analysisData,
+          AI_CONTEXT,
+          OLLAMA_MODEL
+        );
+
+        // Embed AI analysis into each job result
+        allResults.forEach((job, index) => {
+          if (analysisResults && analysisResults[index]) {
+            job.aiAnalysis = {
+              isRelevant: analysisResults[index].isRelevant,
+              confidence: analysisResults[index].confidence,
+              reasoning: analysisResults[index].reasoning,
+              context: AI_CONTEXT,
+              model: OLLAMA_MODEL,
+              analyzedAt: new Date().toISOString(),
+            };
+          }
         });
+
         logger.success(
           `✅ AI Analysis completed for ${allResults.length} jobs`
         );
@@ -214,6 +244,9 @@ async function startJobSearchParser(options = {}) {
         sites: sites,
         keywords: keywords.join(", "),
         locationFilter,
+        aiAnalysisEnabled: ENABLE_AI_ANALYSIS,
+        aiContext: ENABLE_AI_ANALYSIS ? AI_CONTEXT : undefined,
+        aiModel: ENABLE_AI_ANALYSIS ? OLLAMA_MODEL : undefined,
         analysisResults,
         rejectedJobsExcluded: excludeRejected,
       },