package openrouter import ( "encoding/json" "fmt" "log" "strings" "github.com/eduardolat/openroutergo" "github.com/jobs-scraper/internal/pkg/domain" ) // JobAnalysisResult represents the structured response from job analysis type JobAnalysisResult struct { Recommendation string `json:"recommendation"` ConfidenceScore int `json:"confidence_score"` MatchingSkills []string `json:"matching_skills"` MissingSkills []string `json:"missing_skills"` ExperienceMatch string `json:"experience_match"` Summary string `json:"summary"` ImprovementSuggestions []string `json:"improvement_suggestions"` } // ShouldApply returns true if the recommendation is to apply for the job func (r *JobAnalysisResult) ShouldApply() bool { return r.Recommendation == "apply" } // IsHighConfidence returns true if the confidence score is 70 or above func (r *JobAnalysisResult) IsHighConfidence() bool { return r.ConfidenceScore >= 70 } type OpenRouterService struct { model string apiKey string } func NewOpenRouterService(model string, apiKey string) OpenRouterService { return OpenRouterService{ model: model, apiKey: apiKey, } } func (s *OpenRouterService) AnalyzeJobDescription(cv string, jobDesc domain.JobDescription) (*JobAnalysisResult, error) { client, err := openroutergo. NewClient(). WithAPIKey(s.apiKey). Create() if err != nil { log.Fatalf("Failed to create client: %v", err) } // Build the user message with all the provided data userMessage := fmt.Sprintf(`Analyze the following CV against the job description and criteria, then provide a recommendation following the schema below. 1) If there are missing skills, try to guess if they still match based on similar skills or experience in the cv. for example: Javascript is mentioned in the cv, but the job requires Vanilla js, since they are the same thing, it should be included in the matching skills. 2) The job shouldn't require any language skills, preferbly only english. 3) The job should be remote, or provide relocation to the country. CV: %s Job Description: %s Job Criteria (key-value): %v CRITICAL OUTPUT REQUIREMENTS: - Return ONLY raw JSON - NO markdown formatting whatsoever - NO backticks, NO code blocks, NO json prefix - NO additional text before or after the JSON - Start your response directly with { and end with } - Use this exact schema and key names: { "recommendation": "apply" | "do_not_apply", "confidence_score": number, // integer 0-100 "matching_skills": [string], "missing_skills": [string], "experience_match": "excellent" | "good" | "fair" | "poor", "summary": string, "improvement_suggestions": [string] }`, cv, jobDesc.Description, jobDesc.Criteria) // Build and execute your request with a fluent API _, resp, err := client. NewChatCompletion(). WithModel(s.model). WithSystemMessage("You are an expert HR assistant specializing in job application analysis. You help candidates determine if they should apply for specific positions based on their CV and the job requirements. CRITICAL: You must respond with ONLY raw JSON - no markdown, no code blocks, no backticks, no additional text. Start directly with { and end with }."). WithUserMessage(userMessage). Execute() if err != nil { return nil, fmt.Errorf("failed to execute completion: %v", err) } if len(resp.Choices) == 0 { return nil, fmt.Errorf("no response choices received from API") } // Extract JSON from the response (handle markdown code blocks) jsonContent := resp.Choices[0].Message.Content // Log the raw response for debugging log.Printf("Raw API response: %s", jsonContent) // Check if response looks like HTML/XML (common error response format) if len(jsonContent) > 0 && jsonContent[0] == '<' { return nil, fmt.Errorf("API returned HTML/XML instead of JSON. This usually indicates an API error, authentication issue, or rate limiting. Response: %s", jsonContent[:min(200, len(jsonContent))]) } // Clean up markdown code blocks if present jsonContent = cleanMarkdownCodeBlocks(jsonContent) // Parse the JSON response into our struct var result JobAnalysisResult if err := json.Unmarshal([]byte(jsonContent), &result); err != nil { return nil, fmt.Errorf("failed to parse JSON response: %v. Raw response: %s", err, jsonContent[:min(200, len(jsonContent))]) } return &result, nil } // min returns the smaller of two integers func min(a, b int) int { if a < b { return a } return b } // cleanMarkdownCodeBlocks removes only markdown code block formatting func cleanMarkdownCodeBlocks(content string) string { content = strings.TrimSpace(content) // Remove markdown code blocks if strings.HasPrefix(content, "```json") { content = strings.TrimPrefix(content, "```json") } else if strings.HasPrefix(content, "```") { content = strings.TrimPrefix(content, "```") } content = strings.TrimSuffix(content, "```") return strings.TrimSpace(content) } func (s *OpenRouterService) CreateJobDescription(htmlContent string) (*domain.JobDescription, error) { client, err := openroutergo. NewClient(). WithAPIKey(s.apiKey). Create() if err != nil { log.Fatalf("Failed to create client: %v", err) } prompt := fmt.Sprintf(`Extract job posting information from the following HTML content. CRITICAL RULES: 1. Return ONLY valid JSON - no markdown, no code blocks, no backticks, no explanations 2. Use SINGLE-LINE JSON (no pretty printing, no newlines inside the JSON) 3. All criteria values MUST be strings (never use booleans, numbers, or arrays) 4. Properly escape all quotes inside strings using \" 5. Use only standard ASCII quotes ("), never smart quotes (" " ' ') Required fields: - description: Full job description as a single string - criteria: Object with keys like title, company, location, salary, skills, experience, job_type, remote Example (SINGLE LINE): {"description":"Full job description text here...","criteria":{"title":"Software Engineer","location":"City, Country","salary":"$100k-$150k","skills":"Go, Python, Docker","experience":"3-5 years","job_type":"Full-time","remote":"Remote"}} HTML Content: %s`, htmlContent) _, resp, err := client. NewChatCompletion(). WithModel(s.model). WithSystemMessage("You are an expert job description extractor. You convert unstructured job description text into a structured JSON format. CRITICAL: You must respond with ONLY raw JSON - no markdown, no code blocks, no backticks, no additional text. Start directly with { and end with }."). WithUserMessage(prompt). Execute() if err != nil { return nil, fmt.Errorf("failed to execute completion: %v", err) } if len(resp.Choices) == 0 { return nil, fmt.Errorf("no response choices received from API") } jsonContent := resp.Choices[0].Message.Content log.Printf("Raw API response for job description: %s", jsonContent) jsonContent = cleanMarkdownCodeBlocks(jsonContent) log.Printf("Cleaned JSON (first 500 chars): %s", jsonContent[:min(500, len(jsonContent))]) var result struct { Description string `json:"description"` Criteria map[string]string `json:"criteria"` } if err := json.Unmarshal([]byte(jsonContent), &result); err != nil { if syntaxErr, ok := err.(*json.SyntaxError); ok { start := int(syntaxErr.Offset) - 50 if start < 0 { start = 0 } end := int(syntaxErr.Offset) + 50 if end > len(jsonContent) { end = len(jsonContent) } log.Printf("JSON parse error at position %d, context: ...%s...", syntaxErr.Offset, jsonContent[start:end]) } } jobDescription := &domain.JobDescription{ Description: result.Description, Criteria: result.Criteria, } return jobDescription, nil } // func (s *OpenRouterService) CreateCV(cv string, jobDesc domain.JobDescription) (*JobAnalysisResult, error) { // }