Update app.py

app.py

@@ -34,51 +34,87 @@ def analyze_with_mistral(resume_text, job_description):
     TOGETHER_API_KEY = os.getenv("HUGGINGFACE_API_KEY")
     url = "https://api.together.xyz/v1/chat/completions"
     
+
     messages = [
-        {"role": "system", "content": "You are an AI expert in ATS resume analysis."},
-        {"role": "user", "content": f"""
-        Analyze the following resume against the job description for ATS compatibility.
-        Provide output in EXACTLY this JSON format:
-        {{
-          "ATS Parameters": {{
-            "Keywords": {{
-              "Match": [score 0-100],
-              "Recommendation": [list of keywords]
-            }},
-            "Formatting": {{
-              "Match": [score 0-100],
-              "Recommendation": [list of suggestions]
-            }},
-            "Skills Match": {{
-              "Match": [score 0-100],
-              "Recommendation": [list of suggestions]
-            }},
-            "Experience Relevance": {{
-              "Match": [score 0-100],
-              "Recommendation": [list of suggestions]
-            }},
-            "Education": {{
-              "Match": [score 0-100],
-              "Recommendation": [list of suggestions]
-            }}
-          }},
-          "Score": {{
-            "Keywords": [score 0-100],
-            "Formatting": [score 0-100],
-            "Skills Match": [score 0-100],
-            "Experience Relevance": [score 0-100],
-            "Education": [score 0-100],
-            "Overall": [average score 0-100]
-          }}
+    {
+        "role": "system", 
+        "content": """You are an expert in Applicant Tracking Systems (ATS) and resume optimization. 
+Your task is to analyze resumes against job descriptions to provide detailed, actionable feedback 
+that helps candidates pass ATS screening and impress human reviewers.
+
+Follow these guidelines when analyzing resumes:
+1. Focus on keyword matching, but also consider context and semantic relevance
+2. Evaluate formatting for ATS compatibility (proper headings, bullet points, avoid tables/graphics)
+3. Assess skills alignment with job requirements
+4. Evaluate experience relevance, focusing on quantifiable achievements
+5. Consider education relevance to the position
+6. Provide specific, actionable recommendations
+7. Be thorough but concise in your analysis
+
+Your analysis must be comprehensive yet practical for the candidate to implement."""
+    },
+    {
+        "role": "user", 
+        "content": f"""
+Analyze the following resume against the job description for ATS compatibility and hiring potential.
+
+RESUME:
+{resume_text}
+
+JOB DESCRIPTION:
+{job_description}
+
+Provide a detailed analysis in EXACTLY the following JSON format:
+
+{{
+    "ATS_Compatibility": {{
+        "Keywords": {{
+            "Score": [0-100],
+            "Missing_Keywords": [list of important missing keywords from job description],
+            "Recommendation": "Specific advice on how to incorporate missing keywords naturally"
+        }},
+        "Formatting": {{
+            "Score": [0-100],
+            "Issues": [list of formatting issues that might affect ATS parsing],
+            "Recommendation": "Specific formatting improvements to enhance ATS readability"
         }}
-        
-        Resume:
-        {resume_text}
-        
-        Job Description:
-        {job_description}
-        """}
-    ]
+    }},
+    "Content_Quality": {{
+        "Skills_Match": {{
+            "Score": [0-100],
+            "Strong_Matches": [list of well-matched skills],
+            "Weak_Areas": [list of skill gaps],
+            "Recommendation": "Specific suggestions to better highlight relevant skills"
+        }},
+        "Experience_Relevance": {{
+            "Score": [0-100],
+            "Strengths": [list of relevant experience highlights],
+            "Improvement_Areas": [list of experience gaps or weak points],
+            "Recommendation": "Specific suggestions to better position experience"
+        }},
+        "Achievement_Focus": {{
+            "Score": [0-100],
+            "Analysis": "Assessment of quantifiable achievements vs. responsibilities",
+            "Recommendation": "Specific suggestions to enhance impact with metrics and results"
+        }}
+    }},
+    "Education_Certifications": {{
+        "Score": [0-100],
+        "Analysis": "Assessment of education/certification relevance",
+        "Recommendation": "Suggestions for improvement if needed"
+    }},
+    "Overall_Assessment": {{
+        "Total_Score": [weighted average 0-100],
+        "Strengths": [list of 2-3 strongest aspects of the resume],
+        "Priority_Improvements": [list of 2-3 highest-impact improvements, ranked],
+        "Summary": "Brief, specific summary of the resume's competitiveness for this role"
+    }}
+}}
+
+Ensure all recommendations are specific, actionable, and tailored to both the resume content and job description.
+"""
+    }
+]
     
     payload = {
         "model": "mistralai/Mistral-7B-Instruct-v0.3",