{"id":27471081,"url":"https://github.com/goodguyady/querybaseai","last_synced_at":"2026-02-25T16:02:02.506Z","repository":{"id":287730036,"uuid":"965579692","full_name":"GoodGuyAdy/QueryBaseAI","owner":"GoodGuyAdy","description":"AI-powered hybrid search engine combining keyword, vector, and LLM-based contextual search using RAG with support for AI21, OpenAI or any other LLMs.","archived":false,"fork":false,"pushed_at":"2025-04-13T15:55:31.000Z","size":24,"stargazers_count":1,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-04-13T16:23:25.789Z","etag":null,"topics":["ai","django","django-rest-framework","document-search","elasticsearch","llm","milvus","nlp","rag","vector-search"],"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/GoodGuyAdy.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":"2025-04-13T13:30:10.000Z","updated_at":"2025-04-13T16:06:30.000Z","dependencies_parsed_at":"2025-04-13T16:23:30.664Z","dependency_job_id":"bc67577c-e396-4aca-86d8-e28e63ac2745","html_url":"https://github.com/GoodGuyAdy/QueryBaseAI","commit_stats":null,"previous_names":["goodguyady/querybaseai"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/GoodGuyAdy%2FQueryBaseAI","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/GoodGuyAdy%2FQueryBaseAI/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/GoodGuyAdy%2FQueryBaseAI/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/GoodGuyAdy%2FQueryBaseAI/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/GoodGuyAdy","download_url":"https://codeload.github.com/GoodGuyAdy/QueryBaseAI/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":249182790,"owners_count":21226123,"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","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":["ai","django","django-rest-framework","document-search","elasticsearch","llm","milvus","nlp","rag","vector-search"],"created_at":"2025-04-16T01:38:44.620Z","updated_at":"2026-02-25T16:02:02.500Z","avatar_url":"https://github.com/GoodGuyAdy.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"## 🚀 QueryBaseAI\n\nAn AI-powered hybrid search engine combining **Keyword Search**, **Vector Similarity Search**, and **LLM-based contextual answers** using **Retrieval Augmented Generation (RAG)** via **AI21**, **OpenAI** or any other LLM.\n\n---\n\n## 🧠 Overview\n\n**QueryBaseAI** lets users create organisations, upload documents, automatically chunk \u0026 index them using Elasticsearch and Milvus, and ask natural language queries. The system generates smart, contextual answers using **RAG** powered by **AI21 or OpenAI** (configurable).\n\n---\n\n[![Postman Collection](https://img.shields.io/badge/Postman-Collection-a)](https://www.postman.com/blue-station-79898/workspace/querybaseai)\nFor an easier experience with the API, you can explore my Postman collection.\n\n---\n\n## 🔧 Tech Stack\n\n| Layer         | Stack                                  |\n|---------------|----------------------------------------|\n| Backend       | Django, Django REST Framework (DRF)    |\n| LLMs          | AI21 \u0026 OpenAI (via user config)        |\n| Vector Store  | Milvus                                 |\n| Text Search   | Elasticsearch                          |\n| Logging       | Logstash, Kibana (ELK Stack)           |\n| Deployment    | Docker, Docker Compose                 |\n\n---\n\n## 💡 Key Features\n\n- 📄 Upload multi-format docs (PDF, DOCX, TXT, MD)\n- 🔗 Chunking, indexing \u0026 hybrid retrieval (keyword + vector)\n- 🧠 Answer generation using **RAG** with OpenAI or AI21\n- 📦 Dockerized microservices (Milvus, Elastic, Kibana)\n- 📊 Real-time centralized logging (ELK stack)\n\n---\n\n## 📁 Project Structure\n\n```\nQueryBaseAI/\n├── Backend/           # Django logic (views, serializers, APIs)\n├── Core/              # Core database logics\n├── LLM/               # LLM providers (OpenAI \u0026 AI21 logic)\n├── ExternalTools/     # Elastic, Milvus connectors\n├── .env               # Environment variables\n└── README.md          # Project documentation\n```\n\n---\n\n## 💻 Getting Started\n\n1. Clone the repository from GitHub to your local machine\n```bash\ngit clone https://github.com/GoodGuyAdy/QueryBaseAI.git\n```\n2. Change the current directory to the cloned project folder\n```bash\ncd QueryBaseAI\n```\n3. Install the Python dependencies listed in the requirements.txt file\n```bash\npip install -r requirements.txt\n```\n4. Build and starts the Docker containers defined in the docker-compose.yml file\n```bash\ndocker-compose up --build\n```\n5. Run the Django development server for the project\n```bash\npython manage.py runserver\n```\n\n---\n\n## 🧑🏻‍🔧 Troubleshooting :-\n \n - Ensure that your .env file contains a valid OPENAI_API_KEY or AI21_API_KEY.\n - Make sure you have an active internet connection.\n\n---\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fgoodguyady%2Fquerybaseai","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fgoodguyady%2Fquerybaseai","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fgoodguyady%2Fquerybaseai/lists"}