docs: update README.md via Apex Optimizer

Author: chirag127

README.md

@@ -1,2 +1,214 @@
-# PYTHON LANGUAGE PROGRAMMING LAB (KCS-453) PROGRAMS
- 
+# Python-Foundation-Libraries-And-Scripts-Python-Lib
+
+[![Build Status](https://img.shields.io/github/actions/workflow/user/chirag127/Python-Foundation-Libraries-And-Scripts-Python-Lib/ci.yml?style=flat-square&logo=githubactions)](https://github.com/chirag127/Python-Foundation-Libraries-And-Scripts-Python-Lib/actions/workflows/ci.yml)
+[![Code Coverage](https://img.shields.io/codecov/c/github/chirag127/Python-Foundation-Libraries-And-Scripts-Python-Lib?style=flat-square&logo=codecov)](https://codecov.io/gh/chirag127/Python-Foundation-Libraries-And-Scripts-Python-Lib)
+[![Python Version](https://img.shields.io/badge/python-3.10+-blue.svg?style=flat-square&logo=python)](https://www.python.org/)
+[![Linting](https://img.shields.io/badge/linting-ruff-orange.svg?style=flat-square&logo=ruff)](https://github.com/astral-sh/ruff)
+[![License](https://img.shields.io/badge/license-CC%20BY--NC%204.0-red.svg?style=flat-square)](https://creativecommons.org/licenses/by-nc/4.0/)
+[![GitHub Stars](https://img.shields.io/github/stars/chirag127/Python-Foundation-Libraries-And-Scripts-Python-Lib?style=flat-square&logo=github)](https://github.com/chirag127/Python-Foundation-Libraries-And-Scripts-Python-Lib/stargazers)
+
+### ⭐ Star this Repo
+
+--- 
+
+A curated collection of foundational Python libraries and scripts designed for robust development, automation, and data processing. Optimized for efficiency and modularity.
+
+--- 
+
+## 🚀 Project Overview
+
+This repository serves as a comprehensive toolkit for Python developers, offering a high-quality, modular collection of essential libraries and utility scripts. It is engineered for reliability, performance, and ease of integration into diverse projects, from complex automation workflows to intricate data processing pipelines.
+
+--- 
+
+## 🌳 Project Structure
+
+bash
+Python-Foundation-Libraries-And-Scripts-Python-Lib/
+├── src/
+│   ├── __init__.py
+│   ├── core/
+│   │   ├── __init__.py
+│   │   └── utils.py
+│   ├── automation/
+│   │   ├── __init__.py
+│   │   └── file_ops.py
+│   └── data_processing/
+│       ├── __init__.py
+│       └── analysis.py
+├── scripts/
+│   ├── run_automation.py
+│   └── process_data.py
+├── tests/
+│   ├── __init__.py
+│   ├── core/test_utils.py
+│   ├── automation/test_file_ops.py
+│   └── data_processing/test_analysis.py
+├── .gitignore
+├── LICENSE
+├── README.md
+├── AGENTS.md
+├── pyproject.toml
+├── .ruff.toml
+├── .github/workflows/ci.yml
+├── .github/CONTRIBUTING.md
+├── .github/ISSUE_TEMPLATE/bug_report.md
+├── .github/PULL_REQUEST_TEMPLATE.md
+└── .github/SECURITY.md
+
+
+--- 
+
+## 📜 Table of Contents
+
+- [🚀 Project Overview](#-project-overview)
+- [🌳 Project Structure](#-project-structure)
+- [📜 Table of Contents](#-table-of-contents)
+- [🛠️ Core Features](#️-core-features)
+- [⚙️ Technology Stack](#️-technology-stack)
+- [💡 Development & Setup](#-development--setup)
+- [🚀 Running Scripts](#-running-scripts)
+- [🧪 Testing](#-testing)
+- [🛡️ Development Principles](#-development-principles)
+- [🤖 AI AGENT DIRECTIVES](#-ai-agent-directives)
+- [🤝 Contributing](#-contributing)
+- [⚖️ License](#️-license)
+
+--- 
+
+## 🛠️ Core Features
+
+*   **Modular Design:** Highly organized codebase promoting reusability and maintainability.
+*   **Robust Utilities:** Core Python utilities for common development tasks.
+*   **Automation Scripts:** Pre-built scripts for automating repetitive tasks (e.g., file operations, system commands).
+*   **Data Processing:** Efficient modules for data manipulation, cleaning, and analysis.
+*   **Performance Optimized:** Written with efficiency and speed in mind.
+
+--- 
+
+## ⚙️ Technology Stack
+
+*   **Language:** Python 3.10+
+*   **Package Management:** `uv` (Ultra-fast, reliable dependency management)
+*   **Linting & Formatting:** `Ruff` (Blazingly fast Python linter and formatter)
+*   **Testing:** `Pytest` (Powerful and flexible testing framework)
+
+--- 
+
+## 💡 Development & Setup
+
+1.  **Clone the Repository:**
+    bash
+    git clone https://github.com/chirag127/Python-Foundation-Libraries-And-Scripts-Python-Lib.git
+    cd Python-Foundation-Libraries-And-Scripts-Python-Lib
+    
+
+2.  **Install Dependencies using uv:**
+    bash
+    uv install
+    
+    This command will read the `pyproject.toml` file and install all project dependencies, including development tools.
+
+3.  **Verify Setup:**
+    Ensure linting and formatting are correctly set up:
+    bash
+    ruff check .
+    ruff format .
+    
+
+--- 
+
+## 🚀 Running Scripts
+
+Execute utility scripts directly from the `scripts/` directory.
+
+*   **Run Automation Script:**
+    bash
+    python scripts/run_automation.py --help
+    
+
+*   **Run Data Processing Script:**
+    bash
+    python scripts/process_data.py --help
+    
+
+--- 
+
+## 🧪 Testing
+
+Execute all tests using `pytest`:
+
+bash
+pytest
+
+
+To run tests with coverage:
+
+bash
+pytest --cov=src/
+
+
+--- 
+
+## 🛡️ Development Principles
+
+*   **SOLID:** Design principles promoting maintainable and scalable object-oriented software.
+*   **DRY (Don't Repeat Yourself):** Avoid redundancy in code and configuration.
+*   **YAGNI (You Ain't Gonna Need It):** Implement only necessary features.
+*   **Modularity:** Ensure components are loosely coupled and highly cohesive.
+
+--- 
+
+## 🤖 AI AGENT DIRECTIVES
+
+<details>
+<summary>Click to Expand AI Agent Directives</summary>
+
+This repository is managed by the **Apex Technical Authority** (December 2025 Edition), operating under strict AI Agent protocols.
+
+### 1. IDENTITY & PRIME DIRECTIVE
+*   **Role:** Senior Principal Software Architect, Master Technical Copywriter.
+*   **Context:** December 2025; building for 2026 standards.
+*   **Output Standard:** **EXECUTION-ONLY**. No plans, only executed code/docs.
+*   **Philosophy:** "Zero-Defect, High-Velocity, Future-Proof."
+
+### 2. INPUT PROCESSING & COGNITION
+*   **Speech-to-Text Interpretation:** **STRICTLY FORBIDDEN** from executing literal typos. Must infer technical intent.
+*   **Logic Anchor:** `README.md` is the Single Source of Truth (SSOT).
+*   **Mandatory MCP Instrumentation:** Use `linkup`/`brave` for December 2025 standards, `docfork` for API verification, and `clear-thought-two` for complex flow architecting.
+
+### 3. CONTEXT-AWARE APEX TECH STACKS (LATE 2025 STANDARDS)
+*   **Project Type:** Python (`pyproject.toml` detection).
+*   **Apex Toolchain (Python):**
+    *   **Stack:** Python 3.10+, `uv` (Package Management), `Ruff` (Linting/Formatting), `Pytest` (Testing).
+    *   **Architecture:** **Modular Monolith**.
+
+### 4. APEX NAMING CONVENTION
+*   **Format:** `<Product>-<Function>-<Platform>-<Type>` (e.g., `Python-Foundation-Libraries-And-Scripts-Python-Lib`).
+
+### 5. THE README REPLICATION PROTOCOL
+*   **Content:** Must be a self-contained Project Operating System.
+*   **Sections:** Visual Authority, Structural Clarity, AI Agent Directives, Development Standards.
+*   **Badges:** `flat-square` style, `chirag127` username, mandatory badges (Build, Coverage, Tech Stack, Lint, License, Stars).
+
+### 6. CHAIN OF THOUGHT (CoT) PROTOCOL
+*   **Pre-Execution Audit:** Analyze repo, decide Pivot/Archive, apply Naming Strategy, draft AI Directives, generate files, polish, ensure strict adherence to `AGENTS.md`.
+
+### 7. DYNAMIC URL & BADGE PROTOCOL
+*   **Base URL:** `https://github.com/chirag127/Python-Foundation-Libraries-And-Scripts-Python-Lib`
+*   **Consistency:** Use **new** repository name for all links and badges.
+*   **AGENTS.md Customization:** Adapt content to specific tech stack (Python in this case), retain core Apex principles.
+
+</details>
+
+--- 
+
+## 🤝 Contributing
+
+We welcome contributions to enhance this foundational library. Please follow the guidelines in the [CONTRIBUTING.md](https://github.com/chirag127/Python-Foundation-Libraries-And-Scripts-Python-Lib/blob/main/.github/CONTRIBUTING.md) file.
+
+--- 
+
+## ⚖️ License
+
+This project is licensed under the **Creative Commons Attribution-NonCommercial 4.0 International (CC BY-NC 4.0)** license. See the [LICENSE](https://github.com/chirag127/Python-Foundation-Libraries-And-Scripts-Python-Lib/blob/main/LICENSE) file for more details.