{"id":26621381,"url":"https://github.com/deliciousboy/rag-finder","last_synced_at":"2026-05-08T10:34:12.700Z","repository":{"id":280887123,"uuid":"943491789","full_name":"DeliciousBoy/rag-finder","owner":"DeliciousBoy","description":null,"archived":false,"fork":false,"pushed_at":"2025-04-22T17:15:54.000Z","size":1386,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-07-03T02:03:36.733Z","etag":null,"topics":["nlp","rag","streamlit","webapp"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/DeliciousBoy.png","metadata":{"files":{"readme":"docs/README.md","changelog":null,"contributing":null,"funding":null,"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,"zenodo":null}},"created_at":"2025-03-05T19:44:59.000Z","updated_at":"2025-04-22T17:15:57.000Z","dependencies_parsed_at":"2025-03-05T21:43:03.376Z","dependency_job_id":"6bc430b0-e501-4e06-909d-cedc05c713df","html_url":"https://github.com/DeliciousBoy/rag-finder","commit_stats":null,"previous_names":["deliciousboy/rag-finder"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/DeliciousBoy/rag-finder","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/DeliciousBoy%2Frag-finder","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/DeliciousBoy%2Frag-finder/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/DeliciousBoy%2Frag-finder/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/DeliciousBoy%2Frag-finder/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/DeliciousBoy","download_url":"https://codeload.github.com/DeliciousBoy/rag-finder/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/DeliciousBoy%2Frag-finder/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":32776861,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-08T08:22:46.396Z","status":"ssl_error","status_checked_at":"2026-05-08T08:22:45.650Z","response_time":54,"last_error":"SSL_connect returned=1 errno=0 peeraddr=140.82.121.6:443 state=error: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"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":["nlp","rag","streamlit","webapp"],"created_at":"2025-03-24T09:15:51.479Z","updated_at":"2026-05-08T10:34:12.665Z","avatar_url":"https://github.com/DeliciousBoy.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"\u003cp align=\"center\"\u003e\n  \u003cimg src=\"../.github/img/logo.png\" width=\"300\" alt=\"RAG FINDER Logo\" /\u003e\n\u003c/p\u003e\n\n# Fantastic RAGs\n\n## Overview\nFantastic RAGs is an AI-powered chatbot that uses Retrieval-Augmented Generation (RAG) to answer user queries about magical creatures from the Fantastic Beasts universe. Leveraging large language models and vector search, it provides context-aware and lore-accurate responses in natural language.\n\n## Response RAG  chatbot\n\n### Question 1\n![Question 1](../.github/img/Question_1.png)\n\n### Question 2\n![Question 2](../.github/img/Question_2.png)\n\n### Question 3\n![Question 3](../.github/img/Question_3.png)\n\n### Question 4\n![Question 4](../.github/img/Question_4.png)\n\n### Question 5\n![Question 5](../.github/img/Question_5.png)\n\n### Question 6\n![Question 6](../.github/img/Question_6.png)\n\n## Technologies Used\n- Python \n- LangChain\n- FAISS\n- microsoft/Phi-4-mini-instruct\n- BAAI/bge-m3\n- Streamlit\n\n## Vector Store Creation\n\nThis notebook demonstrates how to create a FAISS vector store from the Fantastic Beasts knowledge base. Vector embeddings are generated using the BAAI/bge-m3 model for efficient semantic search capabilities.\n\n[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/DeliciousBoy/rag-finder/blob/main/notebooks/create_vector_store.ipynb)\n\n\u003cp align=\"center\"\u003e\n  \u003ca href=\"https://github.com/DeliciousBoy/rag-finder/graphs/contributors\"\u003e\n  \u003cimg src=\"https://contrib.rocks/image?repo=DeliciousBoy/rag-finder\" /\u003e\n\u003c/a\u003e\n\u003c/p\u003e\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdeliciousboy%2Frag-finder","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fdeliciousboy%2Frag-finder","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdeliciousboy%2Frag-finder/lists"}