{"id":13455940,"url":"https://github.com/lucifertrj/Awesome-RAG","last_synced_at":"2025-03-24T09:31:02.077Z","repository":{"id":214904025,"uuid":"727165109","full_name":"lucifertrj/Awesome-RAG","owner":"lucifertrj","description":"RAG-VectorDB-Embedings-LlamaIndex-Langchain","archived":false,"fork":false,"pushed_at":"2024-11-25T20:50:09.000Z","size":4248,"stargazers_count":214,"open_issues_count":0,"forks_count":24,"subscribers_count":3,"default_branch":"main","last_synced_at":"2025-03-20T00:01:36.303Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"gpl-3.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/lucifertrj.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":".github/FUNDING.yml","license":"LICENSE","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},"funding":{"github":"lucifertrj","ko_fi":"tarunrjain751"}},"created_at":"2023-12-04T10:13:46.000Z","updated_at":"2025-03-19T02:05:41.000Z","dependencies_parsed_at":"2024-04-23T21:21:42.435Z","dependency_job_id":"90b69ee3-0551-4f2f-a304-0db310b13838","html_url":"https://github.com/lucifertrj/Awesome-RAG","commit_stats":null,"previous_names":["lucifertrj/awesome-rag"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/lucifertrj%2FAwesome-RAG","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/lucifertrj%2FAwesome-RAG/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/lucifertrj%2FAwesome-RAG/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/lucifertrj%2FAwesome-RAG/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/lucifertrj","download_url":"https://codeload.github.com/lucifertrj/Awesome-RAG/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":245243189,"owners_count":20583581,"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":[],"created_at":"2024-07-31T08:01:13.735Z","updated_at":"2025-03-24T09:31:02.065Z","avatar_url":"https://github.com/lucifertrj.png","language":"Python","funding_links":["https://github.com/sponsors/lucifertrj","https://ko-fi.com/tarunrjain751"],"categories":["Other Lists","Python","Existing Collections"],"sub_categories":["TeX Lists","GitHub Communities"],"readme":"# Awesome-RAG\n\n\u003e For discussions and doubt-solving: Join Our Community\n\n\u003ca href=\"https://discord.gg/hEMqtDXCHA\"\u003e\n\u003cimg src=\"https://discord.com/api/guilds/939520548726272010/widget.png?style=banner1\"\u003e\u003c/a\u003e\n\n## Notebooks\n\n| UseCase   |      Frameworks/Library      |  Colab |\n|----------|:-------------:|------:|\n| Build RAG pipeline using Open Source Large Languages Models |  Langchain \u0026 HuggingFace  | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1cW01yqNxKqYHpU7uvi5UfUsNnbfxVw7R?usp=sharing) |\n| Memory + LCEL (Langchain Expression Language) |  Langchain \u0026 HuggingFace  | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1qkRs-ZLmc8ooxPJ3rgxp8IskEBpAkBp5?usp=sharing) |\n| LlamaIndex Quickstart Tutorial |  LLamaIndex, Qdrant \u0026 HuggingFace  | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/192aAkGqx9CkCX9pdr-YqRTojaU1yXTjs?usp=sharing) |\n| Chat with Website |    GenAI Stack (deprecated)   | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1jVgLv4cuWnN4F4TPHSOW6U0pew9AfSww?usp=sharing) |\n| ChatBot like ChatGPT for multiple websites | Langchain | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1hKkF2ut1EqlV7e9PEp7UxdI-AQnMDrpz?usp=sharing) |\n| Observability and RAG 10 lines of Code | BeyondLLM | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/16dOWfx-rQpBCMhFe9iGZMeIUFSMe6Wfr?usp=sharing) |\n| Evaluate and Advanced RAG | BeyondLLM \u0026 Gemini | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1S1UL2uCahHkfJsurRA3f7dcR6IHjg-IM?usp=sharing) |\n| Mobile Recommendation System | Embedchain |  [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1PSZKLupj2YhhaCceGiFOzYZIkwZqjCMr?usp=sharing) |\n| Advanced RAG - Patent Document Retriever+ReRanking (LCEL) | Langchain \u0026 HuggingFace \u0026 Cohere |  [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1e7NlkmuHTu0xa34APXUhPRMMkxCWPYDD?usp=sharing) |\n| Chat with Scanned PDF (Hybrid Search) | Langchain \u0026 Unstructured |  [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1gzLAGdjEaKfWUzXwnP-1MhDihq7VK8hM?usp=sharing) |\n| Get started with LlamaIndex | LlamaIndex \u0026 HuggingFace |  [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1rpgek5Z3aH5-nnFUKTofEQzD1Axa7a0j?usp=sharing) |\n| Hybrid Search - Custom Retriever | LlamaIndex |  [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1Tk9tvX-MbSjiPqfdUakY0tfeGFM8BTG3?usp=sharing) |\n| Multimodal Example - Gemini | LlamaIndex | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1ulIdOnM4WWj1dtbyvz2RFGUz10ULWbFn?usp=sharing) |\n| Qdrant as a Vector Store | Langchain | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1y09JScY54PzbuNjJjHbz9Q5xbs1iEymL?usp=sharing) |\n| Multimodal RAG | LLamaIndex, Gemini, Qdrant | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1kPrvqHsCapm_uBgXW_muba2JsGTyyd66?usp=sharing) |\n| Superfast RAG using Langchain Streaming and Groq | Langchain and Groq | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/152P-7aZKMXp2VvDctbO_aHBqE9crtWiU?usp=sharing) |\n| Qdrant Hybrid Search + Memory | LlamaIndex | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/14SBWZDKWF822W9RWKWSraerW3wGUTlxa?usp=sharing) |\n| Agentic RAG with Memory | Phidata \u0026 Qdrant | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1p5KOZznfPt0Z74e9zVhtu4Bte9dCPNas?usp=sharing) |\n\n## YouTube Videos\n\n- [Langchain Crash Course || Ultimate End-to-End Guide 2024](https://youtube.com/watch?v=TWmV95-dUgQ)\n- [LlamaIndex and Qdrant Quickstart || LlamaIndex Crash Course](https://www.youtube.com/watch?v=Ds2u4Plg1PA)\n- [Chatbot like ChatGPT: Chat with Multiple Website using Langchain](https://www.youtube.com/watch?v=vBBRwDca5Uo)\n- [RAG using Open Source LLMs](https://www.youtube.com/watch?v=dUkiQ_WI92c)\n- [Advanced RAG- Langchain and HuggingFace](https://www.youtube.com/watch?v=oUQHBNVVEH4)\n- [Hybrid Search Langchain](https://www.youtube.com/watch?v=kSVGpbqYLYs)\n- [LlamaIndex and HuggingFace- Ultimate Guide](https://www.youtube.com/watch?v=38JKFag3MOk)\n- [Getting started with Gemini with LlamaIndex](https://www.youtube.com/watch?v=jotnU2MRU3w)\n- [Faster Response with Streamlit and Langchain Streaming](https://www.youtube.com/watch?v=xw7t_LAqV7E)\n- [Qdrant and Langchain](https://www.youtube.com/watch?v=sxtnbOYAUps)\n- [Ollama and Langchain || Run LLMs locally](https://www.youtube.com/watch?v=vE_njT3GdY8)\n- [Langchain Streaming and Groq](https://www.youtube.com/watch?v=frMdOL8knqg)\n- [Evaluate RAG using Open Source LLMs](https://www.youtube.com/watch?v=qkl2e6VT1aE)\n\n## Libraries\n\n- [BeyondLLM](https://github.com/aiplanethub/beyondllm)\n- [LangChain](https://pypi.org/project/langchain/)\n- [LlamaIndex](https://pypi.org/project/llama-index/)\n- [BeyondLLM](http://github.com/aiplanethub/beyondllm)\n- [MindSQL](https://pypi.org/project/mindsql/)\n- [GenAI Stack](https://github.com/aiplanethub/genai-stack/)\n- [haystack](https://pypi.org/project/haystack-ai/)\n- [Embedchain](https://docs.embedchain.ai/get-started/quickstart)\n- [llmware](https://pypi.org/project/llmware/)\n- [REALM](https://huggingface.co/docs/transformers/model_doc/realm)\n- [Verba](https://github.com/weaviate/Verba)\n\n## Blogs\n\n- [RAG and Advanced articles - AI Planet Medium](https://medium.aiplanet.com/)\n- [A Comprehensive Guide to Implement HuggingFace Models Using Langchain](https://www.analyticsvidhya.com/blog/2023/12/implement-huggingface-models-using-langchain/)\n- [Multimodal Using Gemini and LlamaIndex](https://medium.com/@jaintarun7/multimodal-using-gemini-and-llamaindex-f622a190cc32)\n\n## Live Sessions\n\n- [Qdrant 101- Qdrant as knowledge base](https://www.youtube.com/watch?v=Fwqp79mVfpQ)\n- [Milvus 101- Most advanced VectorDB](https://www.youtube.com/watch?v=ZABs7HcMPR0)\n\n## Misc \u0026 Use Cases\n\n- [Evaluate RAG using Open Source LLM](https://github.com/lucifertrj/Awesome-RAG/tree/main/evaluate_open_source)\n- [Health Assistant Bot](https://github.com/lucifertrj/Awesome-RAG/tree/main/apps/HealthBot)\n- [Research Paper Bot](https://github.com/lucifertrj/Awesome-RAG/tree/main/apps/ResearchPaperBot)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Flucifertrj%2FAwesome-RAG","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Flucifertrj%2FAwesome-RAG","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Flucifertrj%2FAwesome-RAG/lists"}