{"id":28463820,"url":"https://github.com/moustafamohamed01/llm-projects","last_synced_at":"2026-05-02T17:36:18.490Z","repository":{"id":293744281,"uuid":"984403917","full_name":"MoustafaMohamed01/llm-projects","owner":"MoustafaMohamed01","description":"A professional collection of small-scale LLM projects showcasing practical applications of generative AI.","archived":false,"fork":false,"pushed_at":"2025-07-19T12:11:20.000Z","size":4085,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-07-19T16:20:48.820Z","etag":null,"topics":["gemini-ai","gemini-api","generative-ai","google-gemini","google-generative-ai","langchain","large-language-models","llama","llm","meta-llama","python","streamlit"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/MoustafaMohamed01.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2025-05-15T21:57:43.000Z","updated_at":"2025-07-19T12:11:23.000Z","dependencies_parsed_at":null,"dependency_job_id":"fe5cd69d-5e5c-4ba8-aefd-9d71abf44752","html_url":"https://github.com/MoustafaMohamed01/llm-projects","commit_stats":null,"previous_names":["moustafamohamed01/llm-projects"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/MoustafaMohamed01/llm-projects","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MoustafaMohamed01%2Fllm-projects","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MoustafaMohamed01%2Fllm-projects/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MoustafaMohamed01%2Fllm-projects/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MoustafaMohamed01%2Fllm-projects/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/MoustafaMohamed01","download_url":"https://codeload.github.com/MoustafaMohamed01/llm-projects/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MoustafaMohamed01%2Fllm-projects/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":272816455,"owners_count":24997782,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","status":"online","status_checked_at":"2025-08-30T02:00:09.474Z","response_time":77,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["gemini-ai","gemini-api","generative-ai","google-gemini","google-generative-ai","langchain","large-language-models","llama","llm","meta-llama","python","streamlit"],"created_at":"2025-06-07T05:01:05.699Z","updated_at":"2026-05-02T17:36:18.481Z","avatar_url":"https://github.com/MoustafaMohamed01.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# LLM Projects Collection\n\nWelcome to the **LLM Projects** repository — a growing collection of hands-on applications powered by **Large Language Models (LLMs)** like **Google Gemini 2.0 Flash** and **Meta's LLaMA 3.2**. This repo showcases real-world use cases built with **Streamlit**, focused on automating content creation and enhancing productivity with AI.\n\nWhether you're a student, developer, or AI enthusiast, these projects demonstrate how to integrate cutting-edge LLMs into useful tools like blog generators, SQL query builders, and data analysis assistants.\n\n---\n\n## 🌐 Live Demos\n\nExplore the live versions of selected apps from this collection:\n\n| Project | Live Demo | Description |\n|----------|------------|-------------|\n| **LLM Tools Suite – Web Version** | [llmtoolsuite.netlify.app](https://llmtoolsuite.netlify.app/) | Web-based version featuring a modern Dark-theme UI for all AI tools. |\n| **LLM Tools Suite – Streamlit Version** | [llm-tools-suite.streamlit.app](https://llm-tools-suite.streamlit.app/) | Streamlit-powered suite integrating Blog AI, CSV Analyzer, SQL Generator, and Summarizers. |\n| **Flutter Chatbot** | [moustafamohamed01.itch.io/flutter-chatbot](https://moustafamohamed01.itch.io/flutter-chatbot) | Cross-platform AI chatbot built with Flutter and integrated LLM backend. |\n\n---\n\n## Projects Included\n\n### 1. [AI Blog Assistant](./ai-blog-assistant)\n\nGenerate SEO-friendly blog posts with just a title and keywords. Built using **Gemini 2.0 Flash** and optionally powered by **LLaMA 3.2** for experimentation with open-source models.\n\n**Features:**\n\n* Input-based article generation\n* Multi-model support (Gemini \u0026 LLaMA)\n* SEO keyword handling\n* Markdown export\n* Beautiful, responsive UI\n\n[View README](./ai-blog-assistant/README.md)\n\n---\n\n### 2. [AI SQL Query Generator](./ai-sql-query-generator)\n\nTurn plain English into fully-formed SQL queries! This tool supports schema context, dialect customization, and offers AI-generated explanations and sample outputs.\n\n**Features:**\n\n* Converts natural language to SQL queries\n* Supports Gemini 2.0 and LLaMA 3.2\n* Accepts optional DB schema and dialect\n* Returns SQL, explanation, and sample output\n* Clean Streamlit interface\n\n[View README](./ai-sql-query-generator/README.md)\n\n---\n\n### 3. [AI CSV Assistant](./ai-data-analyzer)\n\nUpload a CSV file and interact with your dataset through natural language questions using either **Google Gemini** or **LLaMA 3.2** via **Ollama**. No embeddings or external databases required.\n\n**Features:**\n\n* Upload and preview CSV files\n* Ask questions about your data\n* Gemini or local LLaMA backend support\n* No vector store needed\n* Session-based Q\u0026A memory\n\n[View README](./ai-data-analyzer/README.md)\n\n---\n\n### 4. [Website Summarizer](./ai-web-summarizer)\n\nExtract and summarize website content using **Google Gemini API** or **LLaMA 3.2** (via Ollama). Scrapes raw text, removes unnecessary elements, and outputs clean markdown summaries.\n\n**Features:**\n\n* Extracts title and main text from a URL\n* Removes scripts, styles, and irrelevant tags\n* Summarizes using Gemini or LLaMA 3.2\n* Works with Jupyter or standalone scripts\n* No need for embeddings or RAG setup\n\n[View README](./ai-web-summarizer/README.md)\n\n---\n\n### 5. [AI Document Summarizer](./ai-document-summarizer)\n\nSummarize content from uploaded **PDF** and **Word** documents in seconds using **Google Gemini 1.5 Flash** and **LangChain**. The app creates a vector-based knowledge base and queries the content for an intelligent summary.\n\n**Features:**\n\n* Upload `.pdf` or `.docx` files\n* Automatically extracts and cleans text\n* Uses FAISS and LangChain for context-aware summarization\n* Gemini 1.5 Flash as the LLM backend\n* Clean and responsive Streamlit interface\n\n[View README](./ai-document-summarizer/README.md)\n\n---\n\n### 6. [AI Assistant Pro](./ai-assistant-pro)\n\nA professional chatbot interface built with **Gemini 2.0 Flash**, designed for business, academic, and formal communication. It features context-aware chat, markdown formatting, and exportable transcripts.\n\n**Features:**\n\n* Powered by Gemini 2.0 Flash\n* Formal, accurate, and solution-focused replies\n* Persistent session memory\n* Chat export to `.txt` format\n* Sleek UI with Streamlit\n\n[View README](./ai-assistant-pro/README.md)\n\n---\n\n## [LLM Tools Suite](https://github.com/MoustafaMohamed01/llm-tools-suite)\n\nAn integrated collection of AI-powered tools designed to enhance productivity and streamline various tasks using advanced Large Language Models. This suite offers a unified interface to access powerful features for content generation, data analysis, query creation, and document summarization.\n\n**Features:**\n\n- 🏠 Overview: A welcoming home screen providing an introduction and quick overview of all available tools.  \n- 📝 Blog AI Assistant: Generate high-quality blog content using AI based on title, keywords, and desired word count.  \n- 📊 AI CSV Analyzer: Upload your CSV files and analyze them intelligently using LLM-powered queries.  \n- 💻 SQL Query Generator: Transform plain English into SQL queries with the help of AI.  \n- 📄 Document Summarizer: Upload a PDF or Word document and get a concise summary in seconds.\n\n[View README](./llm-tools-suite/README.md)\n\n---\n\n## Getting Started\n\n### 1. Clone the Repository\n\n```bash\ngit clone https://github.com/MoustafaMohamed01/llm-projects.git\ncd llm-projects\n````\n\n### 2. Navigate to Any Subproject\n\nFor example, to use the AI SQL Generator:\n\n```bash\ncd ai-sql-query-generator\npip install -r requirements.txt\n```\n\n### 3. Set Your API Key (for Gemini-powered apps)\n\nCreate a file named `api_key.py` inside the subproject folder:\n\n```python\nGEMINI_API_KEY = \"your_google_gemini_api_key\"\n```\n\n---\n\n## Requirements\n\nEach app has its own `requirements.txt`, but common dependencies include:\n\n* `streamlit`\n* `google-generativeai`\n* `pandas`\n* `requests`\n* `json`\n\nInstall them globally or per-project as needed.\n\n---\n\n## Gallery\n\n\u003ctable\u003e\n  \u003ctr\u003e\n    \u003ctd\u003e\u003cimg src=\"ai-blog-assistant/images/Streamlit_app.jpg\" alt=\"Blog Assistant UI\" width=\"400\"/\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003cimg src=\"ai-sql-query-generator/images/streamlit_app.jpg\" alt=\"SQL Generator UI\" width=\"400\"/\u003e\u003c/td\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n    \u003ctd\u003e\u003cimg src=\"ai-data-analyzer/images/streamlit_app.jpg\" alt=\"CSV Assistant UI\" width=\"400\"/\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003cimg src=\"ai-document-summarizer/images/streamlit_app.jpg\" alt=\"Document Summarizer UI\" width=\"400\"/\u003e\u003c/td\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n    \u003ctd\u003e\u003cimg src=\"ai-web-summarizer/images/streamlit_app.png\" alt=\"Web Summarizer UI\" width=\"400\"/\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003cimg src=\"llm-tools-suite/images/overview.png\" alt=\"LLM Tools Suite Overview\" width=\"400\"/\u003e\u003c/td\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n    \u003ctd\u003e\u003cimg src=\"ai-assistant-pro/images/screenshot.jpg\" alt=\"AI Assistant Pro UI\" width=\"400\"/\u003e\u003c/td\u003e\n  \u003c/tr\u003e\n\u003c/table\u003e\n\n---\n\n## Author\n\nCreated by **Moustafa Mohamed** - feel free to reach out!\n\n* **GitHub**: [MoustafaMohamed01](https://github.com/MoustafaMohamed01)\n* **Linkedin**: [Moustafa Mohamed](https://www.linkedin.com/in/moustafamohamed01/)\n* **Kaggle**: [moustafamohamed01](https://www.kaggle.com/moustafamohamed01)\n* **Portfolio**: [moustafamohamed](https://moustafamohamed.netlify.app/)\n\n---\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmoustafamohamed01%2Fllm-projects","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmoustafamohamed01%2Fllm-projects","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmoustafamohamed01%2Fllm-projects/lists"}