From fd1a4fb38cad01fa2cab67385bf7607d7ff05685 Mon Sep 17 00:00:00 2001
From: Aravind Raju <80222285+aravindraju007@users.noreply.github.com>
Date: Sat, 25 Jul 2026 05:51:03 +0530
Subject: [PATCH 1/3] Add files via upload

feat: add zero-click AI pipeline
---
 .github/workflows/pr_analyzer.yml | 48 +++++++++++++++++++++++++++++++
 1 file changed, 48 insertions(+)
 create mode 100644 .github/workflows/pr_analyzer.yml

diff --git a/.github/workflows/pr_analyzer.yml b/.github/workflows/pr_analyzer.yml
new file mode 100644
index 000000000..914a6d386
--- /dev/null
+++ b/.github/workflows/pr_analyzer.yml
@@ -0,0 +1,48 @@
+name: Automated V2 PR Analyzer
+
+on:
+  pull_request:
+    types: [opened, synchronize]
+
+jobs:
+  analyze_pr:
+    runs-on: ubuntu-latest
+
+    steps:
+      - name: Checkout Repository
+        uses: actions/checkout@v4
+
+      - name: Set up Python Environment
+        uses: actions/setup-python@v5
+        with:
+          python-version: '3.10'
+
+      - name: Install System Dependencies
+        run: |
+          sudo apt-get update
+          sudo apt-get install -y libpango-1.0-0 libpangoft2-1.0-0
+
+      - name: Install Python Libraries
+        run: |
+          python -m pip install --upgrade pip
+          # Point pip to the new subfolder
+          pip install -r tools/ai_pr_analyzer/requirements.txt
+
+      - name: Execute V2 PR Analyzer Pipeline
+        env:
+          GEMINI_API_KEY: ${{ secrets.GEMINI_API_KEY }} 
+          GITHUB_PAT: ${{ secrets.GITHUB_TOKEN }}
+          # Grab just the integer ID of the Pull Request
+          PR_NUMBER: ${{ github.event.pull_request.number }}
+        run: |
+          cd tools/ai_pr_analyzer
+          # Pass only the number to your script
+          python main.py $PR_NUMBER
+
+      - name: Upload PDF Dashboard as Artifact
+        uses: actions/upload-artifact@v4
+        with:
+          name: BioDynaMo-PR-Analysis-Report
+          # Pull the generated PDF from the new path
+          path: tools/ai_pr_analyzer/output/*.pdf
+          retention-days: 14
\ No newline at end of file

From 21266cf5a070e4fca3ec4304cb26b4b227d5271d Mon Sep 17 00:00:00 2001
From: Aravind Raju <80222285+aravindraju007@users.noreply.github.com>
Date: Sat, 25 Jul 2026 05:54:45 +0530
Subject: [PATCH 2/3] Add files via upload

---
 tools/ai_pr_analyzer/ai/llm_gemini.py         | 153 ++++++++++++
 .../analysis/static_analyzer.py               |  50 ++++
 tools/ai_pr_analyzer/api/github_client.py     |  56 +++++
 tools/ai_pr_analyzer/main.py                  |  42 ++++
 .../reporting/pdf_02_generator.py             |  94 ++++++++
 tools/ai_pr_analyzer/requirements.txt         | 217 ++++++++++++++++++
 6 files changed, 612 insertions(+)
 create mode 100644 tools/ai_pr_analyzer/ai/llm_gemini.py
 create mode 100644 tools/ai_pr_analyzer/analysis/static_analyzer.py
 create mode 100644 tools/ai_pr_analyzer/api/github_client.py
 create mode 100644 tools/ai_pr_analyzer/main.py
 create mode 100644 tools/ai_pr_analyzer/reporting/pdf_02_generator.py
 create mode 100644 tools/ai_pr_analyzer/requirements.txt

diff --git a/tools/ai_pr_analyzer/ai/llm_gemini.py b/tools/ai_pr_analyzer/ai/llm_gemini.py
new file mode 100644
index 000000000..b429cf517
--- /dev/null
+++ b/tools/ai_pr_analyzer/ai/llm_gemini.py
@@ -0,0 +1,153 @@
+
+GEMINI_API_KEY = ""  
+import re
+import os
+from google import genai
+from google.genai import types
+
+def generate_ai_insights(metrics, files_data, complexity_warnings="None"):
+    """Generates PR analysis text using Gemini 2.5 Flash."""
+    file_list = "\n".join(list(files_data.keys()))
+    
+    
+    #  THE ANALYST (Text Generation)
+    # ==================----------------===============---------------===========-------------
+    prompt_text01 = f"""
+    You are a Staff Software Engineer analyzing a Pull Request for BioDynaMo.
+    
+    Quantitative Metrics:
+    - Title: {metrics.get('title', 'N/A')}
+    - Lines Added: {metrics.get('additions', 0)}
+    - Lines Removed: {metrics.get('deletions', 0)}
+    
+    Files Changed:
+    {file_list}
+    
+    High Complexity Warnings:
+    {complexity_warnings}
+    
+    You are an expert C++ software engineer and open-source maintainer.
+    Analyze the following GitHub Pull Request and write a professional technical analysis report.
+    
+    You must format your response exactly matching this 6-point rubric:
+    PURPOSE: Purpose and Functionality
+    POSITIVES: Positive Aspects.
+    CONCERNS: Potential Concerns or Weaknesses and Indicators of potential architectural issues, code smells, or spaghetti code.
+    CODE_QUALITY: Code Quality and Maintainability Considerations.
+    
+    
+    """
+    
+    print("Generating architectural analysis text with Gemini 2.5 Flash...")
+    
+    #try:
+        # Initialize the official Google GenAI client
+        # This automatically looks for the GEMINI_API_KEY environment variable
+       #client = genai.Client(api_key=GEMINI_API_KEY)
+  
+        
+        #response = client.models.generate_content(
+            #model='gemini-2.5-flash',
+            #contents=prompt_text01,
+            #config=types.GenerateContentConfig(
+                #temperature=0.2, # Slight creativity for writing
+           # ),
+        #)
+        #text_output01 = response.text.replace("**", "").replace("## ", "")
+        
+    #except Exception as e:
+       # print(f" Gemini API Error: {e}")
+        #return "Error", "Error", "Error", "Error", "Error", "Error"
+    
+    prompt_text02 = f"""
+    You are a Staff Software Engineer analyzing a Pull Request for BioDynaMo.
+    
+    Quantitative Metrics:
+    - Title: {metrics.get('title', 'N/A')}
+    - Lines Added: {metrics.get('additions', 0)}
+    - Lines Removed: {metrics.get('deletions', 0)}
+    
+    Files Changed:
+    {file_list}
+    
+    High Complexity Warnings:
+    {complexity_warnings}
+    
+    You are an expert C++ software engineer and open-source maintainer.
+    Analyze the following GitHub Pull Request and write a professional technical analysis report.
+    
+    Provide your response using EXACTLY this heading:
+    IMPACT: Architectural Impact Assessment, that is Assessment of the likely functional impact and breadth of the changes.
+    ACTION_PLAN : A prioritised list of specific recommendations for improvement.
+    SUMMARY : Comprehensive explanation of the contribution overall.
+    END: ending by
+     
+    """
+    prompt_text03 = f"""
+
+    You are a Staff Software Engineer analyzing a Pull Request for BioDynaMo.
+    Analyze the following GitHub Pull Request and based on the following GitHub Pull Request analysis, create a prioritized action plan for the developer.
+    
+    Quantitative Metrics:
+    - Title: {metrics.get('title', 'N/A')}
+    - Lines Added: {metrics.get('additions', 0)}
+    - Lines Removed: {metrics.get('deletions', 0)}
+    
+    Files Changed:
+    {file_list}
+    
+    High Complexity Warnings:
+    {complexity_warnings}
+
+    Provide your response using EXACTLY this heading:
+    SUMMARY : Comprehensive explanation of the contribution overall.
+    """
+    
+    def response_out(ptext):
+        client = genai.Client(api_key=GEMINI_API_KEY)
+        response_2 = client.models.generate_content(
+        model='gemini-2.5-flash',
+        contents=ptext,)
+        
+        return response_2
+    
+    text_output01 = response_out(prompt_text01).text.replace("**", "").replace("## ", "")
+    text_output02 =response_out(prompt_text02).text.replace("**", "").replace("## ", "")
+    text_output03 =response_out(prompt_text03).text.replace("**", "").replace("## ", "")
+    
+    print(text_output01)
+    print(text_output02)
+    #print (text_output03)
+
+    # Finally, combine them for your parser, or parse them separately!
+    #text_output = text_output01 + "\n" + action_plan_text
+    
+    
+    # PARSING ENGINE
+    # ===================------------===========---------===========---------
+
+    def extract_section(text, start_keyword, end_keywords):
+        end_pattern = "|".join([f"{k}:?" for k in end_keywords]) + "|$"
+        pattern = rf"{start_keyword}:?\s*(.*?)(?={end_pattern})"
+        match = re.search(pattern, text, re.IGNORECASE | re.DOTALL)
+        return match.group(1).strip() if match else f"Data not generated for {start_keyword}."
+
+    try:
+        purpose = extract_section(text_output01, "PURPOSE: Purpose and Functionality", ["POSITIVES: Positive Aspects", "CONCERNS: Potential Concerns or Weaknesses and Indicators of potential architectural issues, code smells, or spaghetti code", "CODE_QUALITY: Code Quality and Maintainability Considerations", "IMPACT: Architectural Impact Assessment, that is Assessment of the likely functional impact and breadth of the changes"])
+        positives = extract_section(text_output01, "POSITIVES: Positive Aspects", ["CONCERNS: Potential Concerns or Weaknesses and Indicators of potential architectural issues, code smells, or spaghetti code", "CODE_QUALITY: Code Quality and Maintainability Considerations", "IMPACT: Architectural Impact Assessment, that is Assessment of the likely functional impact and breadth of the changes"])
+        concerns = extract_section(text_output01, "CONCERNS: Potential Concerns or Weaknesses and Indicators of potential architectural issues, code smells, or spaghetti code", ["CODE_QUALITY: Code Quality and Maintainability Considerations", "IMPACT: Architectural Impact Assessment, that is Assessment of the likely functional impact and breadth of the changes"])
+        quality = extract_section(text_output01, "CODE_QUALITY: Code Quality and Maintainability Considerations", ["IMPACT: Architectural Impact Assessment, that is Assessment of the likely functional impact and breadth of the changes"])
+        impact = extract_section(text_output02, "IMPACT: Architectural Impact Assessment, that is Assessment of the likely functional impact and breadth of the changes",["ACTION_PLAN : A prioritised list of specific recommendations for improvement","SUMMARY : Comprehensive explanation of the contribution overall","END: ending by"])
+        action_plan = extract_section(text_output02, "ACTION_PLAN : A prioritised list of specific recommendations for improvement",["SUMMARY : Comprehensive explanation of the contribution overall","END: ending by"])
+        summary = extract_section(text_output02, "SUMMARY : Comprehensive explanation of the contribution overall",["END: ending by"])
+        print(summary)
+
+    except Exception as e:
+        print(f">*< >*< >*< >*< >*< >*< >*< Parsing Error: {e}")
+        return "Error", "Error", "Error", "Error", "Error", "Error"
+      
+
+    return purpose, positives, concerns, quality, impact, action_plan, summary
+
+    
+    #return text_output01, ap_text_output
\ No newline at end of file
diff --git a/tools/ai_pr_analyzer/analysis/static_analyzer.py b/tools/ai_pr_analyzer/analysis/static_analyzer.py
new file mode 100644
index 000000000..fbc48caed
--- /dev/null
+++ b/tools/ai_pr_analyzer/analysis/static_analyzer.py
@@ -0,0 +1,50 @@
+import os
+import base64
+import lizard
+import matplotlib.pyplot as plt
+
+
+def generate_complexity_chart(file_data):
+    #calculates cyclomatric complexity using lizard and output a Base64 PNG
+
+    filenames, complexities = [], []
+    for filename, code_string in file_data.items():
+        #feeding raw c++ code into lizard, so it can scan and find the code complexity.
+        analysis = lizard.analyze_file.analyze_source_code(filename,code_string)
+        # we are complexity of the by taking avg code complexty as the sum of number of cyclomatic_complexty by number of functions. 
+        avg_ccn = sum(f.cyclomatic_complexity for f in analysis.function_list) / len(analysis.function_list) if analysis.function_list else 0
+        filenames.append(filename.split('/')[-1])
+        complexities.append(avg_ccn)
+
+    if not filenames:
+        return None
+    
+    #plotting graph for file name vs code complexity
+
+    plt.figure(figsize=(8,4))
+    colors = ['#e74c34' if c > 10 else '#f39c12' if c > 5 else '#27ae60' for c in complexities]
+    plt.bar(filenames, complexities, color = colors)
+    plt.axhline( y= 10, color='r', linestyle ='--', label='High Risk (CCN > 10)')
+    plt.title('Code Complexities Impact by File')
+    plt.ylabel('Avg Clyclomatric Complexity')
+    plt.xticks(rotation =45, ha= 'right')
+    plt.tight_layout()
+
+    chart_path = 'temp_complexity.png'
+    plt.savefig(chart_path, dpi =150)
+    plt.close()
+
+    # reopening sved plot as read binary and encodes it into standard base64 string , so that it can be weasyprint(it can read base64 sting in html)
+    #can save local memory 
+    with open(chart_path, 'rb') as f:
+        chart_b64 = base64.b64encode(f.read()).decode('utf-8')
+    os.remove(chart_path)
+    return chart_b64    
+        
+
+        
+
+
+
+
+
diff --git a/tools/ai_pr_analyzer/api/github_client.py b/tools/ai_pr_analyzer/api/github_client.py
new file mode 100644
index 000000000..08e8cc8af
--- /dev/null
+++ b/tools/ai_pr_analyzer/api/github_client.py
@@ -0,0 +1,56 @@
+import os
+import requests
+
+
+GEMINI_API_KEY =""
+GITHUB_TOKEN=""
+
+#def extract_pr_details(url):
+
+def get_pr_data(owner, repo, pr_number):
+
+    #fetching quantiataive metrics and changed file contents from the PR
+    GITHUB_TOKEN= os.getenv("")
+    headers ={"Accept": "application/vnd.github.v3+json"}  
+
+    if GITHUB_TOKEN:
+        headers["Authorization"] = f"token {GITHUB_TOKEN}"
+    else:
+        print("Warning: No GitHub Token found. Proceeding with anonymous API limits.") 
+
+    # Get PR meta and metrics
+
+    pr_url = f"https://api.github.com/repos/{owner}/{repo}/pulls/{pr_number}"
+    pr_res = requests.get(pr_url,headers=headers)
+    pr_res.raise_for_status()
+    pr_info = pr_res.json()
+
+    # extrating informations
+    metrics ={
+        "additions": pr_info.get("additions", 0),
+        "deletions": pr_info.get("deletions",0),
+        "changed_files": pr_info.get("changed_files"),
+        "total_lines": pr_info.get("additions",0) + pr_info.get("deletions",0),
+        "title": pr_info.get("title",""),
+        "description": pr_info.get("body","")
+
+    }  
+
+    #get changed files for statistical analysis
+
+    files_url = f"https://api.github.com/repos/{owner}/{repo}/pulls/{pr_number}/files"
+    files_res = requests.get(files_url,headers=headers)
+    files_res.raise_for_status()
+
+    files_data = {}
+    for f in files_res.json():
+        filename = f["filename"]
+        if filename.endswith(('.cpp','.cc','.h','.hpp'))and f['status'] != 'removed':
+            raw_url = f["raw_url"]
+            raw_res = requests.get(raw_url, headers=headers)
+            if raw_res.status_code == 200:
+                files_data[filename] =raw_res.text
+
+    return metrics, files_data            
+
+    
\ No newline at end of file
diff --git a/tools/ai_pr_analyzer/main.py b/tools/ai_pr_analyzer/main.py
new file mode 100644
index 000000000..eba92562a
--- /dev/null
+++ b/tools/ai_pr_analyzer/main.py
@@ -0,0 +1,42 @@
+import sys
+from dotenv import load_dotenv
+
+# Load environment variables before doing anything else
+load_dotenv()
+
+# Import our custom modules
+from api.github_client import get_pr_data
+from analysis.static_analyzer import generate_complexity_chart
+from ai.llm_gemini import generate_ai_insights
+from reporting.pdf_02_generator import generate_pdf_report
+
+if __name__ == "__main__":
+    OWNER = "BioDynaMo"
+    REPO = "biodynamo"
+    PR_NUMBER = 471
+
+    if len(sys.argv) > 1:
+        # sys.argv[1] is the number we passed from the YAML file
+        PR_NUMBER = int(sys.argv[1]) 
+        print(f"CI/CD Trigger Detected! Targeting PR #{PR_NUMBER}")
+    
+    print(f"Fetching data for {OWNER}/{REPO} PR #{PR_NUMBER}...")
+    metrics, files_data = get_pr_data(OWNER, REPO, PR_NUMBER)
+    
+    print("*-----> Running static C++ complexity analysis...")
+    chart_b64 = generate_complexity_chart(files_data)
+    
+
+    # Phase 3: AI Brain
+    print("*---> Phase 3: Generating AI insights...")
+    purpose, positives, concerns, quality, impact, action_plan, summary = generate_ai_insights(metrics, files_data)
+
+    # Phase 4: Flowchart Rendering
+    #print("🎨 Phase 4: Rendering architecture diagrams...")
+    #mermaid_svg = render_mermaid_to_svg(mermaid_code)
+    
+
+    # Phase 5: PDF Assembly
+    print("*----> Phase 5: Compiling final PDF report...")
+    output_filename = f"PR_{PR_NUMBER}_Analysis.pdf"
+    generate_pdf_report(metrics, purpose, positives, concerns, quality, impact, action_plan, summary, PR_NUMBER, chart_b64, output_filename)
\ No newline at end of file
diff --git a/tools/ai_pr_analyzer/reporting/pdf_02_generator.py b/tools/ai_pr_analyzer/reporting/pdf_02_generator.py
new file mode 100644
index 000000000..42624a23f
--- /dev/null
+++ b/tools/ai_pr_analyzer/reporting/pdf_02_generator.py
@@ -0,0 +1,94 @@
+import zlib
+import base64
+import markdown
+import requests
+from weasyprint import HTML
+
+
+
+def generate_pdf_report(metrics, purpose, positives, concerns, quality, impact, action_plan, summary, pr_number, chart_b64, output_filename):
+    """Compiles the HTML template and renders the final PDF."""
+
+    # 1. Convert Markdown to raw HTML
+    #raw_html01 = markdown.markdown(text_output01, extensions=['extra', 'codehilite'])
+    #raw_html02 =markdown.markdown(ap_text_output, extensions=['extra', 'codehilite'])
+    purpose_p = markdown.markdown(purpose, extensions=['extra', 'codehilite'])
+    positives_p = markdown.markdown(positives, extensions=['extra', 'codehilite'])
+    concerns_c = markdown.markdown(concerns, extensions=['extra', 'codehilite'])
+    quality_q = markdown.markdown(quality, extensions=['extra', 'codehilite'])
+    impact_i = markdown.markdown(impact, extensions=['extra', 'codehilite'])
+    action_plan_ap = markdown.markdown(action_plan, extensions=['extra', 'codehilite'])
+    summary_s = markdown.markdown(summary, extensions=['extra', 'codehilite'])
+
+
+    
+    
+    total_size = metrics.get('additions', 0) + metrics.get('deletions', 0)
+    files_changed = metrics.get('changed_files', len(metrics.get('file_names', [])))
+
+    html_content = f"""
+    <!DOCTYPE html>
+    <html>
+    <head>
+        <style>
+            body {{ font-family: 'Helvetica Neue', Arial, sans-serif; color: #333; line-height: 1.6; margin: 20px; }}
+            h1 {{ color: #2c3e50; border-bottom: 2px solid #3498db; padding-bottom: 5px; }}
+            h2 {{ color: #2980b9; margin-top: 30px; }}
+            .dashboard {{ display: flex; justify-content: space-between; background: #ecf0f1; padding: 15px; border-radius: 8px; font-weight: bold; margin-bottom: 20px; }}
+            .metric {{ text-align: center; width: 22%; }}
+            .metric span {{ display: block; font-size: 24px; color: #e74c3c; }}
+            .section-box {{ background: #f9f9f9; padding: 15px; border-left: 4px solid #3498db; margin-bottom: 15px; }}
+            .chart-container {{ text-align: center; margin-top: 30px; page-break-before: always; }}
+            img {{ max-width: 100%; height: auto; border: 1px solid #ddd; padding: 5px; }}
+            svg {{ max-width: 100%; max-height: 400px; }}
+        </style>
+    </head>
+    <body>
+        <h1>BioDynaMo PR Diagnostics Report , PR {pr_number}</h1>
+        <p><strong>PR Title:</strong> {metrics.get('title', 'N/A')}</p>
+        
+        <div class="dashboard">
+            <div class="metric">Files Changed<span>{files_changed}</span></div>
+            <div class="metric">Lines Added<span>+{metrics.get('additions', 0)}</span></div>
+            <div class="metric">Lines Removed<span>-{metrics.get('deletions', 0)}</span></div>
+            <div class="metric">Total PR Size<span>{total_size}</span></div>
+        </div>
+
+        <h2> Purpose & Overall Explanation</h2>
+        <div class="section-box"><p>{purpose_p}</p></div>
+
+         <div class="chart-container">
+            <h2>2. Static Code Complexity Analysis</h2>
+            <p>Files exceeding an average complexity of 10 should be reviewed for potential refactoring.</p>
+            <img src="data:image/png;base64,{chart_b64}" alt="Complexity Chart"/>
+        </div>
+
+        <h2> Positives & Strengths</h2>
+        <div class="section-box"><p>{positives_p}</p></div>
+
+        <h2> Potential Concerns</h2>
+        <div class="section-box"><p>{concerns_c}</p></div>
+
+        <h2> Code Quality and Maintainability Considerations</h2>
+        <div class="section-box"><p>{quality_q}</p></div>
+
+         <h2> Architectural Impact</h2>
+        <div class="section-box"><p>{impact_i}</p></div>
+
+         <h2> Action plan</h2>
+        <div class="section-box"><p>{action_plan_ap}</p></div>
+
+         <h2> Summary</h2>
+        <div class="section-box"><p>{summary_s}</p></div>
+
+         
+
+        
+   
+    </body>
+    </html>
+    """
+
+    print(f"📄 Compiling Executive PDF Report...")
+    HTML(string=html_content).write_pdf(output_filename)
+    print(f"✅ Success! Report saved as: {output_filename}")
\ No newline at end of file
diff --git a/tools/ai_pr_analyzer/requirements.txt b/tools/ai_pr_analyzer/requirements.txt
new file mode 100644
index 000000000..915f6d240
--- /dev/null
+++ b/tools/ai_pr_analyzer/requirements.txt
@@ -0,0 +1,217 @@
+altair==5.5.0
+annotated-doc==0.0.4
+annotated-types==0.7.0
+anyio==4.9.0
+appnope==0.1.3
+argon2-cffi==25.1.0
+argon2-cffi-bindings==21.2.0
+arrow==1.3.0
+asttokens==2.2.1
+async-lru==2.0.5
+attrs==25.3.0
+babel==2.17.0
+backcall==0.2.0
+backoff==2.2.1
+bcrypt==5.0.0
+beautifulsoup4==4.13.4
+bleach==6.2.0
+blinker==1.8.2
+build==1.3.0
+cachetools==5.5.2
+certifi==2025.6.15
+cffi==1.17.1
+charset-normalizer==3.4.0
+chromadb==1.3.6
+click==8.1.7
+coloredlogs==15.0.1
+comm==0.2.2
+contourpy==1.3.2
+cycler==0.12.1
+debugpy==1.6.5
+decorator==5.1.1
+defusedxml==0.7.1
+distro==1.9.0
+durationpy==0.10
+entrypoints==0.4
+exceptiongroup==1.3.0
+executing==1.2.0
+f==0.0.1
+fastapi==0.124.2
+fastjsonschema==2.21.1
+filelock==3.16.1
+Flask==3.0.3
+flatbuffers==25.9.23
+fonttools==4.58.0
+fqdn==1.5.1
+fsspec==2024.9.0
+gitdb==4.0.12
+GitPython==3.1.44
+google-auth==2.43.0
+googleapis-common-protos==1.72.0
+grpcio==1.76.0
+h11==0.16.0
+httpcore==1.0.9
+httptools==0.7.1
+httpx==0.28.1
+huggingface-hub==0.26.2
+humanfriendly==10.0
+idna==3.10
+importlib_metadata==8.7.0
+importlib_resources==6.5.2
+ipykernel==6.20.2
+ipython==8.8.0
+ipywidgets==8.1.7
+isoduration==20.11.0
+itsdangerous==2.2.0
+jedi==0.18.2
+Jinja2==3.1.4
+joblib==1.5.1
+json5==0.12.0
+jsonpointer==3.0.0
+jsonschema==4.24.0
+jsonschema-specifications==2025.4.1
+jupyter==1.1.1
+jupyter-console==6.6.3
+jupyter-events==0.12.0
+jupyter-lsp==2.2.5
+jupyter_client==7.4.9
+jupyter_core==5.1.3
+jupyter_server==2.16.0
+jupyter_server_terminals==0.5.3
+jupyterlab==4.4.3
+jupyterlab_pygments==0.3.0
+jupyterlab_server==2.27.3
+jupyterlab_widgets==3.0.15
+kiwisolver==1.4.8
+kubernetes==34.1.0
+markdown-it-py==4.0.0
+MarkupSafe==2.1.5
+matplotlib==3.10.3
+matplotlib-inline==0.1.6
+mdurl==0.1.2
+mistune==3.1.3
+mmh3==5.2.0
+mpmath==1.3.0
+narwhals==1.41.0
+nbclient==0.10.2
+nbconvert==7.16.6
+nbformat==5.10.4
+nest-asyncio==1.5.6
+nest-simulator==3.3
+networkx==3.3
+nltk==3.9.1
+notebook==7.4.3
+notebook_shim==0.2.4
+numpy==2.2.6
+oauthlib==3.3.1
+ollama==0.6.1
+onnxruntime==1.23.2
+opentelemetry-api==1.39.1
+opentelemetry-exporter-otlp-proto-common==1.39.1
+opentelemetry-exporter-otlp-proto-grpc==1.39.1
+opentelemetry-proto==1.39.1
+opentelemetry-sdk==1.39.1
+opentelemetry-semantic-conventions==0.60b1
+orjson==3.11.5
+outcome==1.3.0.post0
+overrides==7.7.0
+packaging==23.0
+pandas==2.3.1
+pandocfilters==1.5.1
+parso==0.8.3
+pexpect==4.8.0
+pickleshare==0.7.5
+pillow==11.2.1
+platformdirs==2.6.2
+posthog==5.4.0
+prometheus_client==0.22.1
+prompt-toolkit==3.0.36
+protobuf==6.31.1
+psutil==5.9.4
+ptyprocess==0.7.0
+pure-eval==0.2.2
+pyarrow==20.0.0
+pyasn1==0.6.1
+pyasn1_modules==0.4.2
+pybase64==1.4.3
+pycparser==2.22
+pydantic==2.12.5
+pydantic_core==2.41.5
+pydeck==0.9.1
+Pygments==2.14.0
+pyparsing==3.2.3
+pypdf==6.4.1
+PyPDF2==3.0.1
+PyPika==0.48.9
+pyproject_hooks==1.2.0
+PySocks==1.7.1
+pyTelegramBotAPI==4.26.0
+python-dateutil==2.8.2
+python-dotenv==1.2.1
+python-json-logger==3.3.0
+python-multipart==0.0.20
+pytz==2024.2
+PyYAML==6.0.2
+pyzmq==25.0.0
+referencing==0.36.2
+regex==2024.9.11
+requests==2.32.3
+requests-oauthlib==2.0.0
+rfc3339-validator==0.1.4
+rfc3986-validator==0.1.1
+rich==14.2.0
+rpds-py==0.25.1
+rsa==4.9.1
+safetensors==0.4.5
+scikit-learn==1.7.2
+scipy==1.14.1
+seaborn==0.13.2
+selenium==4.33.0
+Send2Trash==1.8.3
+sentence-transformers==5.2.0
+shellingham==1.5.4
+six==1.16.0
+smmap==5.0.2
+sniffio==1.3.1
+sortedcontainers==2.4.0
+soupsieve==2.7
+SQLAlchemy==2.0.41
+stack-data==0.6.2
+starlette==0.50.0
+streamlit==1.45.1
+sympy==1.13.3
+telebot==0.0.5
+tenacity==9.1.2
+terminado==0.18.1
+threadpoolctl==3.5.0
+tinycss2==1.4.0
+tokenizers==0.20.3
+toml==0.10.2
+tomli==2.2.1
+torch==2.4.1
+tornado==6.2
+tqdm==4.66.6
+traitlets==5.8.1
+transformers==4.46.2
+trio==0.30.0
+trio-websocket==0.12.2
+typer==0.20.0
+types-python-dateutil==2.9.0.20250516
+typing-inspection==0.4.2
+typing_extensions==4.15.0
+tzdata==2024.2
+uri-template==1.3.0
+urllib3==2.3.0
+uvicorn==0.38.0
+uvloop==0.22.1
+watchfiles==1.1.1
+wcwidth==0.2.6
+webcolors==24.11.1
+webencodings==0.5.1
+websocket-client==1.8.0
+websockets==15.0.1
+Werkzeug==3.0.6
+widgetsnbextension==4.0.14
+wsproto==1.2.0
+xgboost==3.0.2
+zipp==3.23.0

From 490bffb7a0d3adb8adf319e82096a727ffaac85f Mon Sep 17 00:00:00 2001
From: Aravind Raju <80222285+aravindraju007@users.noreply.github.com>
Date: Sat, 25 Jul 2026 05:57:21 +0530
Subject: [PATCH 3/3] Update requirements.txt

---
 tools/ai_pr_analyzer/requirements.txt | 254 ++++++--------------------
 1 file changed, 52 insertions(+), 202 deletions(-)

diff --git a/tools/ai_pr_analyzer/requirements.txt b/tools/ai_pr_analyzer/requirements.txt
index 915f6d240..09af2a765 100644
--- a/tools/ai_pr_analyzer/requirements.txt
+++ b/tools/ai_pr_analyzer/requirements.txt
@@ -1,217 +1,67 @@
-altair==5.5.0
-annotated-doc==0.0.4
 annotated-types==0.7.0
-anyio==4.9.0
-appnope==0.1.3
-argon2-cffi==25.1.0
-argon2-cffi-bindings==21.2.0
-arrow==1.3.0
-asttokens==2.2.1
-async-lru==2.0.5
-attrs==25.3.0
-babel==2.17.0
-backcall==0.2.0
-backoff==2.2.1
-bcrypt==5.0.0
-beautifulsoup4==4.13.4
-bleach==6.2.0
-blinker==1.8.2
-build==1.3.0
-cachetools==5.5.2
-certifi==2025.6.15
-cffi==1.17.1
-charset-normalizer==3.4.0
-chromadb==1.3.6
-click==8.1.7
-coloredlogs==15.0.1
-comm==0.2.2
-contourpy==1.3.2
+anyio==4.12.1
+brotli==1.2.0
+certifi==2026.5.20
+cffi==2.0.0
+charset-normalizer==3.4.7
+contourpy==1.3.0
+cryptography==49.0.0
+cssselect2==0.8.0
 cycler==0.12.1
-debugpy==1.6.5
-decorator==5.1.1
-defusedxml==0.7.1
-distro==1.9.0
-durationpy==0.10
-entrypoints==0.4
-exceptiongroup==1.3.0
-executing==1.2.0
-f==0.0.1
-fastapi==0.124.2
-fastjsonschema==2.21.1
-filelock==3.16.1
-Flask==3.0.3
-flatbuffers==25.9.23
-fonttools==4.58.0
-fqdn==1.5.1
-fsspec==2024.9.0
-gitdb==4.0.12
-GitPython==3.1.44
-google-auth==2.43.0
-googleapis-common-protos==1.72.0
-grpcio==1.76.0
+dotenv==0.9.9
+exceptiongroup==1.3.1
+filelock==3.19.1
+fonttools==4.60.2
+fsspec==2025.10.0
+google-auth==2.50.0
+google-genai==1.47.0
 h11==0.16.0
+hf-xet==1.5.1
 httpcore==1.0.9
-httptools==0.7.1
 httpx==0.28.1
-huggingface-hub==0.26.2
-humanfriendly==10.0
-idna==3.10
-importlib_metadata==8.7.0
+idna==3.18
+importlib_metadata==8.7.1
 importlib_resources==6.5.2
-ipykernel==6.20.2
-ipython==8.8.0
-ipywidgets==8.1.7
-isoduration==20.11.0
-itsdangerous==2.2.0
-jedi==0.18.2
-Jinja2==3.1.4
-joblib==1.5.1
-json5==0.12.0
-jsonpointer==3.0.0
-jsonschema==4.24.0
-jsonschema-specifications==2025.4.1
-jupyter==1.1.1
-jupyter-console==6.6.3
-jupyter-events==0.12.0
-jupyter-lsp==2.2.5
-jupyter_client==7.4.9
-jupyter_core==5.1.3
-jupyter_server==2.16.0
-jupyter_server_terminals==0.5.3
-jupyterlab==4.4.3
-jupyterlab_pygments==0.3.0
-jupyterlab_server==2.27.3
-jupyterlab_widgets==3.0.15
-kiwisolver==1.4.8
-kubernetes==34.1.0
-markdown-it-py==4.0.0
-MarkupSafe==2.1.5
-matplotlib==3.10.3
-matplotlib-inline==0.1.6
-mdurl==0.1.2
-mistune==3.1.3
-mmh3==5.2.0
+Jinja2==3.1.6
+kiwisolver==1.4.7
+lizard==1.23.0
+Markdown==3.9
+MarkupSafe==3.0.3
+matplotlib==3.9.4
 mpmath==1.3.0
-narwhals==1.41.0
-nbclient==0.10.2
-nbconvert==7.16.6
-nbformat==5.10.4
-nest-asyncio==1.5.6
-nest-simulator==3.3
-networkx==3.3
-nltk==3.9.1
-notebook==7.4.3
-notebook_shim==0.2.4
-numpy==2.2.6
-oauthlib==3.3.1
-ollama==0.6.1
-onnxruntime==1.23.2
-opentelemetry-api==1.39.1
-opentelemetry-exporter-otlp-proto-common==1.39.1
-opentelemetry-exporter-otlp-proto-grpc==1.39.1
-opentelemetry-proto==1.39.1
-opentelemetry-sdk==1.39.1
-opentelemetry-semantic-conventions==0.60b1
-orjson==3.11.5
-outcome==1.3.0.post0
-overrides==7.7.0
-packaging==23.0
-pandas==2.3.1
-pandocfilters==1.5.1
-parso==0.8.3
-pexpect==4.8.0
-pickleshare==0.7.5
-pillow==11.2.1
-platformdirs==2.6.2
-posthog==5.4.0
-prometheus_client==0.22.1
-prompt-toolkit==3.0.36
-protobuf==6.31.1
-psutil==5.9.4
-ptyprocess==0.7.0
-pure-eval==0.2.2
-pyarrow==20.0.0
-pyasn1==0.6.1
+networkx==3.2.1
+numpy==2.0.2
+packaging==26.2
+pathspec==1.1.1
+pillow==11.3.0
+psutil==7.2.2
+pyasn1==0.6.3
 pyasn1_modules==0.4.2
-pybase64==1.4.3
-pycparser==2.22
-pydantic==2.12.5
-pydantic_core==2.41.5
-pydeck==0.9.1
-Pygments==2.14.0
-pyparsing==3.2.3
-pypdf==6.4.1
-PyPDF2==3.0.1
-PyPika==0.48.9
-pyproject_hooks==1.2.0
-PySocks==1.7.1
-pyTelegramBotAPI==4.26.0
-python-dateutil==2.8.2
+pycparser==2.23
+pydantic==2.13.4
+pydantic_core==2.46.4
+pydyf==0.11.0
+Pygments==2.20.0
+pyparsing==3.3.2
+pyphen==0.17.2
+python-dateutil==2.9.0.post0
 python-dotenv==1.2.1
-python-json-logger==3.3.0
-python-multipart==0.0.20
-pytz==2024.2
-PyYAML==6.0.2
-pyzmq==25.0.0
-referencing==0.36.2
-regex==2024.9.11
-requests==2.32.3
-requests-oauthlib==2.0.0
-rfc3339-validator==0.1.4
-rfc3986-validator==0.1.1
-rich==14.2.0
-rpds-py==0.25.1
-rsa==4.9.1
-safetensors==0.4.5
-scikit-learn==1.7.2
-scipy==1.14.1
-seaborn==0.13.2
-selenium==4.33.0
-Send2Trash==1.8.3
-sentence-transformers==5.2.0
-shellingham==1.5.4
-six==1.16.0
-smmap==5.0.2
-sniffio==1.3.1
-sortedcontainers==2.4.0
-soupsieve==2.7
-SQLAlchemy==2.0.41
-stack-data==0.6.2
-starlette==0.50.0
-streamlit==1.45.1
-sympy==1.13.3
-telebot==0.0.5
+PyYAML==6.0.3
+regex==2026.1.15
+requests==2.32.5
+safetensors==0.7.0
+six==1.17.0
+sympy==1.14.0
 tenacity==9.1.2
-terminado==0.18.1
-threadpoolctl==3.5.0
 tinycss2==1.4.0
-tokenizers==0.20.3
-toml==0.10.2
-tomli==2.2.1
-torch==2.4.1
-tornado==6.2
-tqdm==4.66.6
-traitlets==5.8.1
-transformers==4.46.2
-trio==0.30.0
-trio-websocket==0.12.2
-typer==0.20.0
-types-python-dateutil==2.9.0.20250516
+tinyhtml5==2.0.0
+tokenizers==0.22.2
+tqdm==4.68.2
 typing-inspection==0.4.2
 typing_extensions==4.15.0
-tzdata==2024.2
-uri-template==1.3.0
-urllib3==2.3.0
-uvicorn==0.38.0
-uvloop==0.22.1
-watchfiles==1.1.1
-wcwidth==0.2.6
-webcolors==24.11.1
+urllib3==1.26.20
+weasyprint==66.0
 webencodings==0.5.1
-websocket-client==1.8.0
 websockets==15.0.1
-Werkzeug==3.0.6
-widgetsnbextension==4.0.14
-wsproto==1.2.0
-xgboost==3.0.2
-zipp==3.23.0
+zipp==3.23.1
+zopfli==0.2.3.post1