{"id":25315722,"url":"https://github.com/ibitec7/resume-bot","last_synced_at":"2026-05-06T04:04:01.875Z","repository":{"id":276974039,"uuid":"926690785","full_name":"ibitec7/resume-bot","owner":"ibitec7","description":"Implementation of a RAG pipeline for LLM to assist with resumes in context of job descriptions","archived":false,"fork":false,"pushed_at":"2025-02-25T17:37:48.000Z","size":1036,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-06-02T11:07:09.648Z","etag":null,"topics":["chroma","langc","llm","ollama","rag","streamlit"],"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/ibitec7.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":"2025-02-03T17:41:28.000Z","updated_at":"2025-03-06T10:38:51.000Z","dependencies_parsed_at":"2025-02-11T13:29:42.345Z","dependency_job_id":"acef7895-af16-4717-8e1c-2350e6f7d058","html_url":"https://github.com/ibitec7/resume-bot","commit_stats":null,"previous_names":["ibitec7/resume-bot"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/ibitec7/resume-bot","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ibitec7%2Fresume-bot","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ibitec7%2Fresume-bot/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ibitec7%2Fresume-bot/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ibitec7%2Fresume-bot/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/ibitec7","download_url":"https://codeload.github.com/ibitec7/resume-bot/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ibitec7%2Fresume-bot/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":32677933,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-06T02:33:58.958Z","status":"ssl_error","status_checked_at":"2026-05-06T02:33:39.611Z","response_time":117,"last_error":"SSL_connect returned=1 errno=0 peeraddr=140.82.121.5:443 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":["chroma","langc","llm","ollama","rag","streamlit"],"created_at":"2025-02-13T18:24:49.576Z","updated_at":"2026-05-06T04:04:01.849Z","avatar_url":"https://github.com/ibitec7.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"## Resume-Bot\nThis is an implementation of a Retrieval Augmented Generation (RAG) pipeline for the Qwen-2.5 model to analyze resumes in context of job descriptions. The RAG pipeline creates a vector database of the uploaded files and responds with relevant context it retrieves from the knowledge base.\n\n## Directories\n- **src/:** contains the source code for the RAG.\n- **src/ingest.py:** script to ingest documents, create a vector database and add/remove documents.\n- **src/retrieval.py:** script to for the LLM to retrieve the relevant context from the knowledge base.\n- **src/augment.py:** script to augment the user prompt for the LLM and the UI for user interaction.\n- **src/scrapper.py** script for retrieval of HTML scripts from URLs to enable web-searches (work in progress).\n- **src/test.py:** script for unit testing of the pipeline.\n- **src/test*.pdf:** pdf files to test the ingestions of the database.\n- **requirements.txt:** text file for the  requirements of the project.\n\n## Requirements\n1. **GPU:** to run the model locally\n2. **requirements.txt:** this lists all the dependencies such as Ollama, LangChain, Pytorch, TensorRT, etc.\n3. **Python:** version \u003e= 3.12.7\n\n## How to run\n1. Create a python virtual environment\n```\n    python -m venv venv\n```\n\n2. Activate the virtual environment:\n```\n    source venv/bin/activate\n```\n\n3. Install the dependencies:\n```\n    pip install -r requirements.txt\n```\n\n4. Run the UI application:\n```\n    streamlit run src/augment.py\n```\n\n5. Interact and use the UI with features to upload and clear resumes and job description contexts\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fibitec7%2Fresume-bot","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fibitec7%2Fresume-bot","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fibitec7%2Fresume-bot/lists"}