diff --git a/CONTRIBUTING_GUIDE_GSSOC.md b/CONTRIBUTING_GUIDE_GSSOC.md
index 58531b4..50202e9 100644
--- a/CONTRIBUTING_GUIDE_GSSOC.md
+++ b/CONTRIBUTING_GUIDE_GSSOC.md
@@ -89,3 +89,48 @@ For SecDev, good contributions are usually small, clear, and useful to the platf
 - Accessibility fixes
 - Security-safe refactors
 - Documentation that helps new users understand deployment, testing, or sandbox behavior
+
+## GSSoC Labels & Scoring (Project-specific)
+
+Maintainers use the following labels and scoring rules to award points for merged PRs. Apply the `gssoc:approved` label once a contribution meets the project standards (tests, style, and review).
+
+- **gssoc:approved** : +50 pts (base for every approved PR)
+
+Difficulty (pick one):
+
+- **level:beginner** : +20 pts
+- **level:intermediate** : +35 pts
+- **level:advanced** : +55 pts
+- **level:critical** : +80 pts
+
+Quality multiplier (optional):
+
+- **quality:clean** : ×1.2
+- **quality:exceptional** : ×1.5
+
+Type bonus (optional, stackable):
+
+- **type:docs** : +5
+- **type:bug** : +10
+- **type:feature** : +10
+- **type:testing** : +10
+- **type:design** : +10
+- **type:refactor** : +10
+- **type:accessibility** : +15
+- **type:performance** : +15
+- **type:devops** : +15
+- **type:security** : +20
+
+Formula (recommended):
+
+```
+50 + (difficulty × quality) + type bonus
+```
+
+Requirements to award points:
+
+- PR must be **merged**
+- At least **one review** approved
+- PR must carry the **gssoc:approved** label (added by maintainers)
+
+Maintainers may adjust final points based on actual impact and implementation quality.
diff --git a/README.md b/README.md
index a3f2731..03ba22f 100644
--- a/README.md
+++ b/README.md
@@ -13,8 +13,15 @@ _A self-learning, self-adaptive security-first deployment platform with autonomo
 [![Inngest](https://img.shields.io/badge/Inngest-Workflows-orange)](https://www.inngest.com/)
 [![Groq](https://img.shields.io/badge/Groq-AI-red)](https://groq.com/)
 
+---
+
 </div>
 
+<p align="center">
+  <img src="public/image.png" alt="SecDev" width="360" style="margin-right:16px" />
+  <img src="public/image1.png" alt="SecDev alt" width="360" />
+</p>
+
 ---
 
 ## 📋 Table of Contents
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