# OneRAG

> Production-ready RAG Framework (Python/FastAPI). 1-line config swaps: 6 Vector DBs (Weaviate, Pinecone, Qdrant, ChromaDB, pgvector, MongoDB), 5 LLMs (Gemini, OpenAI, Claude, Ollama, OpenRouter). OpenA

- **URL**: https://www.freshcrate.ai/projects/OneRAG
- **Author**: notadev-iamaura
- **Category**: Databases
- **Latest version**: `v1.0.7` (2026-03-07)
- **License**: MIT
- **Source**: https://github.com/notadev-iamaura/OneRAG
- **Language**: Python
- **GitHub**: 119 stars, 35 forks
- **Registry**: github
- **Tags**: `chatbot`, `chromadb`, `fastapi`, `graphrag`, `hybrid-search`, `korean-nlp`, `langchain-alternative`, `llm`, `python`

## Description

Production-ready RAG Framework (Python/FastAPI). 1-line config swaps: 6 Vector DBs (Weaviate, Pinecone, Qdrant, ChromaDB, pgvector, MongoDB), 5 LLMs (Gemini, OpenAI, Claude, Ollama, OpenRouter). OpenAI-compatible API. 2100+ tests.

## Recent releases

| Version | Date | Urgency | Changes |
| --- | --- | --- | --- |
| `v1.0.7` | 2026-03-07 | Low | ## Highlights  ### OpenAI Compatible API (`/v1/chat/completions`) - Connect existing OpenAI SDK code directly to OneRAG — no code changes needed - Works with LangChain, Cursor, Open WebUI, and any OpenAI-compatible tool - Streaming (SSE) support with `"stream": true` - Model selection via `model` field: `gemini`, `ollama/qwen2.5:3b`, `openrouter/google/gemini-2.0-flash`  ### Ollama Local LLM Integration - Run completely offline with local LLM — no API key required - Auto-detection: if Ollama is |
| `v1.2.1` | 2026-01-19 | Low | Tag v1.2.1 |
| `v1.2.0` | 2026-01-19 | Low | Tag v1.2.0 |
| `v1.1.0` | 2026-01-16 | Low | Tag v1.1.0 |
| `v1.0.0` | 2026-01-09 | Low | Tag v1.0.0 |

## Dependency audit

- **Score**: 86/100
- **Total deps**: 20
- **Resolved**: 8
- **Unresolved**: 12
- **License conflicts**: 0
- **Warnings**: 1
- **Scanned**: 2026-05-04

## Citation

- HTML: https://www.freshcrate.ai/projects/OneRAG
- Markdown: https://www.freshcrate.ai/projects/OneRAG.md
- Dependencies JSON: https://www.freshcrate.ai/api/projects/OneRAG/deps

_Generated by freshcrate.ai. Indexes github releases for AI-agent ecosystem packages._