|
1 | | -# AI Code Assistant 🤖💻 |
| 1 | +# 💻 AI Code Assistant |
2 | 2 |
|
3 | | -AI-powered coding assistant that understands YOUR codebase. Get answers, generate tests, refactor code. |
| 3 | +> **Ask questions about YOUR codebase** — AI that actually understands your code, not just general programming. |
4 | 4 |
|
5 | | -[](https://www.python.org/) |
| 5 | +[](https://python.org) |
6 | 6 | [](LICENSE) |
7 | | -[](Dockerfile) |
| 7 | +[](https://github.com/walidsobhie-code/ai-code-assistant/stargazers) |
8 | 8 |
|
9 | | -## Why This? |
| 9 | +## 🎯 What It Does |
10 | 10 |
|
11 | | -Every developer needs an AI that knows their specific codebase, not just general coding. |
| 11 | +``` |
| 12 | +You: "How does authentication work?" |
| 13 | +AI: "Authentication uses JWT tokens stored in localStorage. |
| 14 | + The flow is: Login → Verify → Store JWT → |
| 15 | + Attach JWT to all requests → Validate on backend..." |
| 16 | +
|
| 17 | +You: "Where is the database connection?" |
| 18 | +AI: "Database connection is in src/db/connection.py |
| 19 | + It uses SQLAlchemy with PostgreSQL..." |
| 20 | +``` |
| 21 | + |
| 22 | +Stop googling YOUR own code. Ask your AI assistant that knows your codebase. |
12 | 23 |
|
13 | 24 | ## ✨ Features |
14 | 25 |
|
15 | | -- 🧠 **Code Understanding** - Learns your entire codebase |
16 | | -- 💡 **Suggest Improvements** - Code review and optimization |
17 | | -- 🧪 **Generate Tests** - Auto-create unit tests |
18 | | -- 📖 **Document Code** - Auto-generate docs |
19 | | -- 🔍 **Find Bugs** - Identify issues |
20 | | -- 💬 **Chat** - Ask questions in natural language |
21 | | -- 🌐 **Web UI** - Beautiful Gradio interface |
22 | | -- 🐳 **Docker Ready** - Deploy anywhere |
| 26 | +| Feature | Description | |
| 27 | +|---------|-------------| |
| 28 | +| 🧠 **Understands Your Code** | Indexes your entire codebase | |
| 29 | +| 🔍 **Semantic Search** | Find code by what it does, not just names | |
| 30 | +| 📊 **Multi-Language** | Python, JavaScript, Go, Rust, Java, etc. | |
| 31 | +| 🤖 **GPT-4 Powered** | State-of-the-art code understanding | |
| 32 | +| 💬 **Chat Interface** | Ask questions naturally | |
| 33 | +| 🎛️ **Gradio UI** | Beautiful web interface | |
23 | 34 |
|
24 | 35 | ## 🚀 Quick Start |
25 | 36 |
|
| 37 | +### Install |
26 | 38 | ```bash |
| 39 | +git clone https://github.com/walidsobhie-code/ai-code-assistant.git |
| 40 | +cd ai-code-assistant |
27 | 41 | pip install -r requirements.txt |
| 42 | +cp .env.example .env |
| 43 | +# Add your OPENAI_API_KEY |
| 44 | +``` |
| 45 | + |
| 46 | +### Index Your Codebase |
| 47 | +```bash |
| 48 | +# Index your entire project |
| 49 | +python context_loader.py --path ./my_project |
| 50 | + |
| 51 | +# Output: |
| 52 | +# 📂 Loading 247 code files... |
| 53 | +# ✅ Indexed Python (89 files), JavaScript (67 files), etc. |
| 54 | +# 📊 Total chunks: 1,432 |
| 55 | +``` |
| 56 | + |
| 57 | +### Ask Questions |
| 58 | +```bash |
| 59 | +# Query your codebase |
| 60 | +python query_engine.py "How does the payment flow work?" |
| 61 | + |
| 62 | +# 💬 AI: "Payment flow uses Stripe: |
| 63 | +# 1. User selects products → Cart.checkout() |
| 64 | +# 2. Create Stripe session → Payment.create_session() |
| 65 | +# 3. Redirect to Stripe → payment.process() |
| 66 | +# 4. Webhook confirms → Order.confirm() |
| 67 | +# Files: payment.py, checkout.py, webhook.py" |
| 68 | +``` |
| 69 | + |
| 70 | +### Interactive Chat |
| 71 | +```bash |
| 72 | +python query_engine.py --interactive |
| 73 | + |
| 74 | +# 💬 Chat mode |
| 75 | +# You: How does caching work? |
| 76 | +# AI: Caching is implemented using Redis in src/cache/redis.py... |
| 77 | +# You: Find all API endpoints |
| 78 | +# AI: 23 endpoints found in src/api/: |
| 79 | +# - GET /users/:id |
| 80 | +# - POST /orders |
| 81 | +# - PUT /payments/:id |
| 82 | +# ... |
| 83 | +``` |
| 84 | + |
| 85 | +## 🎨 Web UI Demo |
| 86 | + |
| 87 | +``` |
| 88 | +┌─────────────────────────────────────────────────────────┐ |
| 89 | +│ 💻 AI Code Assistant │ |
| 90 | +├─────────────────────────────────────────────────────────┤ |
| 91 | +│ │ |
| 92 | +│ 📂 Index: my_project/ [🔄] │ |
| 93 | +│ Status: ✅ 247 files indexed │ |
| 94 | +│ │ |
| 95 | +│ 💬 Ask Questions │ |
| 96 | +│ ┌─────────────────────────────────────────────────┐ │ |
| 97 | +│ │ How does authentication work? │ │ |
| 98 | +│ └─────────────────────────────────────────────────┘ │ |
| 99 | +│ [💬 Ask] │ |
| 100 | +│ │ |
| 101 | +│ 💡 Answer: │ |
| 102 | +│ Authentication uses JWT tokens: │ |
| 103 | +│ │ |
| 104 | +│ 📄 src/auth/jwt.py (92% match) │ |
| 105 | +│ 📄 src/middleware/auth.py (87% match) │ |
| 106 | +│ 📄 src/routes/auth.py (81% match) │ |
| 107 | +│ │ |
| 108 | +│ JWT tokens are created on login and validated │ |
| 109 | +│ on every protected route... │ |
| 110 | +└─────────────────────────────────────────────────────────┘ |
| 111 | +``` |
| 112 | + |
| 113 | +## 💻 Python API |
| 114 | + |
| 115 | +```python |
| 116 | +from context_loader import CodebaseIndexer |
| 117 | +from query_engine import CodeAssistant |
| 118 | + |
| 119 | +# Step 1: Index your codebase |
| 120 | +indexer = CodebaseIndexer() |
| 121 | +result = indexer.index_codebase("./my_project") |
| 122 | +print(f"Indexed {result['files']} files") |
| 123 | +# Output: Indexed 247 files in 12 languages |
| 124 | + |
| 125 | +# Step 2: Ask questions |
| 126 | +assistant = CodeAssistant() |
| 127 | +result = assistant.query("Where is the API handler?") |
| 128 | +print(result["answer"]) |
| 129 | +# Output: The API handler is in src/api/handler.py. |
| 130 | +# It uses FastAPI with the following routes:... |
| 131 | + |
| 132 | +# Step 3: Get sources |
| 133 | +for source in result["sources"]: |
| 134 | + print(f"📄 {source}") |
| 135 | +# 📄 src/api/handler.py |
| 136 | +# 📄 src/routes/api.py |
| 137 | +``` |
28 | 138 |
|
29 | | -# Index your codebase |
30 | | -python context_loader.py --path ./your_project |
| 139 | +## 🔍 Real Examples |
31 | 140 |
|
32 | | -# Ask questions |
33 | | -python query_engine.py "How does authentication work?" |
| 141 | +### Understand Legacy Code |
| 142 | +```bash |
| 143 | +$ python query_engine.py "What does this authentication system do?" |
| 144 | + |
| 145 | +AI: "This is a JWT-based auth system: |
| 146 | + - Login: POST /auth/login → validates credentials |
| 147 | + - Token: Returns JWT with 24h expiry |
| 148 | + - Middleware: Verifies JWT on protected routes |
| 149 | + - Refresh: POST /auth/refresh → renews token |
| 150 | + - Logout: Invalidates token in Redis" |
| 151 | +``` |
| 152 | + |
| 153 | +### Find Code Fast |
| 154 | +```bash |
| 155 | +$ python query_engine.py "Find all database queries" |
34 | 156 |
|
35 | | -# Or use Web UI |
36 | | -python gradio_app.py |
37 | | -# Open http://localhost:7861 |
| 157 | +AI: "Found 23 database queries across 12 files: |
| 158 | + - src/models/user.py: get_user(), create_user() |
| 159 | + - src/models/order.py: get_orders(), create_order() |
| 160 | + - src/db/connection.py: query(), transaction() |
| 161 | + ..." |
38 | 162 | ``` |
39 | 163 |
|
| 164 | +### Document Automatically |
| 165 | +```bash |
| 166 | +$ python query_engine.py "Document the payment module" |
| 167 | + |
| 168 | +AI: "## Payment Module |
| 169 | +
|
| 170 | +### Classes |
| 171 | +- PaymentIntent: Handles Stripe payment intents |
| 172 | +- Refund: Manages partial/full refunds |
| 173 | +- WebhookHandler: Processes Stripe webhooks |
| 174 | +
|
| 175 | +### Methods |
| 176 | +- process_payment(): Initiates Stripe checkout |
| 177 | +- confirm_payment(): Confirms payment success |
| 178 | +- refund_payment(): Processes refund via Stripe" |
| 179 | +``` |
| 180 | + |
| 181 | +## 📊 Supported Languages |
| 182 | + |
| 183 | +| Language | Extensions | Status | |
| 184 | +|----------|------------|--------| |
| 185 | +| Python | .py | ✅ | |
| 186 | +| JavaScript | .js, .jsx | ✅ | |
| 187 | +| TypeScript | .ts, .tsx | ✅ | |
| 188 | +| Java | .java | ✅ | |
| 189 | +| Go | .go | ✅ | |
| 190 | +| Rust | .rs | ✅ | |
| 191 | +| C/C++ | .c, .cpp | ✅ | |
| 192 | +| Ruby | .rb | ✅ | |
| 193 | +| PHP | .php | ✅ | |
| 194 | +| Swift | .swift | ✅ | |
| 195 | +| Kotlin | .kt | ✅ | |
| 196 | +| Scala | .scala | ✅ | |
| 197 | + |
40 | 198 | ## 🐳 Docker |
41 | 199 |
|
42 | 200 | ```bash |
43 | | -docker build -t ai-code-assistant . |
44 | | -docker run -p 7861:7861 -e OPENAI_API_KEY=your-key ai-code-assistant |
| 201 | +docker build -t code-assistant . |
| 202 | +docker run -p 7860:7860 -e OPENAI_API_KEY=your_key code-assistant |
| 203 | +``` |
| 204 | + |
| 205 | +## 📁 Project Structure |
| 206 | + |
45 | 207 | ``` |
| 208 | +ai-code-assistant/ |
| 209 | +├── context_loader.py # Index code |
| 210 | +├── query_engine.py # Query code |
| 211 | +├── gradio_app.py # Web UI |
| 212 | +├── requirements.txt |
| 213 | +├── Dockerfile |
| 214 | +└── examples/ |
| 215 | + ├── index_project.py |
| 216 | + └── ask_questions.py |
| 217 | +``` |
| 218 | + |
| 219 | +## 🤝 Contributing |
| 220 | + |
| 221 | +See [CONTRIBUTING.md](CONTRIBUTING.md) |
| 222 | + |
| 223 | +## ⭐ Support |
46 | 224 |
|
47 | | -## 📝 License |
| 225 | +If this saved you time, please star the repo! |
48 | 226 |
|
49 | | -MIT License |
| 227 | +--- |
50 | 228 |
|
51 | | -## ⭐ Star if helpful! |
| 229 | +**Built with ❤️ by [walidsobhie-code](https://github.com/walidsobhie-code)** |
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