{"id":19739540,"url":"https://github.com/asvch/ask_docs","last_synced_at":"2026-04-13T05:51:01.997Z","repository":{"id":244723950,"uuid":"816070757","full_name":"asvch/ask_docs","owner":"asvch","description":"LLM AI chatbot using Advanced Retrieval Augmented Generation (RAG), Langchain, and Streamlit to answer questions about information contained in numerous files.","archived":false,"fork":false,"pushed_at":"2024-07-15T18:59:38.000Z","size":4645,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":2,"default_branch":"main","last_synced_at":"2025-01-10T19:45:31.456Z","etag":null,"topics":["chromadb","langchain","rag","ragas","streamlit"],"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/asvch.png","metadata":{"files":{"readme":"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}},"created_at":"2024-06-17T01:12:54.000Z","updated_at":"2024-07-15T18:59:41.000Z","dependencies_parsed_at":"2024-06-17T02:31:59.901Z","dependency_job_id":"f8c69970-7970-4ade-9e48-3072c0baa6d7","html_url":"https://github.com/asvch/ask_docs","commit_stats":null,"previous_names":["asvch/ask_cricket","asvch/ask_docs"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/asvch%2Fask_docs","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/asvch%2Fask_docs/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/asvch%2Fask_docs/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/asvch%2Fask_docs/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/asvch","download_url":"https://codeload.github.com/asvch/ask_docs/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":241068218,"owners_count":19903984,"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":["chromadb","langchain","rag","ragas","streamlit"],"created_at":"2024-11-12T01:17:36.987Z","updated_at":"2025-12-31T01:13:35.616Z","avatar_url":"https://github.com/asvch.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"## Advanced Retrieval Augmented Generation (RAG) chatbot to ask questions about the rules of Cricket!\n  - LangChain, Streamlit, and OpenAI API\n  - Query rewriting (pre-retrieval) and prompt compression (post-retrieval)\n  - Chroma database as external vectorstore\n  - Ragas metrics to evaluate system\n     - Answer Relevancy score of 97%, Context Precision score of 97%, and Context Recall score of 100%\n   \n  Note: Can be easily modified to Q\u0026A chatbot for any set of documents.\n\nPreview:\n  - Only answers questions relating to documents, and does not hallucinate answers to unrelated questions: \n![Advanced_RAG_demo](https://github.com/asvch/ask_cricket/assets/66492476/5118cfc5-60a2-415b-98bf-6053d7ac702d)\n\n\nAll PDF documents in data folder containing the rules of Cricket are from https://www.mumbaicricket.com/mca/Laws_of_Cricket.php, and more documents can be added to folder to expand knowledge of application.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fasvch%2Fask_docs","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fasvch%2Fask_docs","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fasvch%2Fask_docs/lists"}