{"id":24324144,"url":"https://github.com/mdh266/speech-chatbot","last_synced_at":"2026-04-09T12:04:06.263Z","repository":{"id":267193923,"uuid":"899337392","full_name":"mdh266/speech-chatbot","owner":"mdh266","description":"A Serverless Multimodal AI Chatbot For Free","archived":false,"fork":false,"pushed_at":"2025-09-01T01:22:06.000Z","size":3034,"stargazers_count":0,"open_issues_count":0,"forks_count":1,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-10-10T12:15:42.779Z","etag":null,"topics":["docker","gen-ai","google-cloud-platform","groq","langchain","llama3","llms","streamlit"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","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/mdh266.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,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2024-12-06T04:09:25.000Z","updated_at":"2025-09-01T01:22:09.000Z","dependencies_parsed_at":"2024-12-27T14:18:47.511Z","dependency_job_id":"b258fd13-98cc-4fc2-91c6-768afd5ae3d4","html_url":"https://github.com/mdh266/speech-chatbot","commit_stats":null,"previous_names":["mdh266/thirdapp","mdh266/speech-chatbot"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/mdh266/speech-chatbot","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mdh266%2Fspeech-chatbot","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mdh266%2Fspeech-chatbot/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mdh266%2Fspeech-chatbot/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mdh266%2Fspeech-chatbot/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/mdh266","download_url":"https://codeload.github.com/mdh266/speech-chatbot/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mdh266%2Fspeech-chatbot/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":279003899,"owners_count":26083639,"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","status":"online","status_checked_at":"2025-10-10T02:00:06.843Z","response_time":62,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"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":["docker","gen-ai","google-cloud-platform","groq","langchain","llama3","llms","streamlit"],"created_at":"2025-01-17T19:32:52.625Z","updated_at":"2025-10-10T12:15:46.549Z","avatar_url":"https://github.com/mdh266.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Building \u0026 Deploying A Serverless Multimodal ChatBot \n------------------------------------------------------\n\nIn this blog post I will go over how to create a create multimodal chatbot using a [Large Language Model (LLM)](https://en.wikipedia.org/wiki/Large_language_model). Specifically, I'll build an app that you can speak to and get an audio reply. The app will also optionally transcribe conversation. I will go over how to do this all in a serverless framework and using cloud-based APIs so that (baring the app getting really popular) the costs will be next to nothing! \n\n### Part 1\n------------\nIn part 1 I'll go over building the app and running it locally by using [LangChain](https://www.langchain.com/) \u0026 [Groq API](https://groq.com/) to interact with the [Llama 3](https://ai.meta.com/blog/meta-llama-3/) Open Source LLM. I'll use the Google Cloud API for [Text-To-Speech](https://cloud.google.com/text-to-speech?hl=en) and [Speech-To-Text](https://cloud.google.com/speech-to-text/?hl=en) and for the front end and deployment I'll use [Streamlit](https://streamlit.io/).\n\n\n### Part 2\n------------\nIn Part 2, I'll cover how to deploy this app using [Docker](https://www.docker.com/) for containerization which will allow us to run the app both locally and on the cloud. Then well cover [GitHub Actions](https://github.com/features/actions) for automatically building the image and pushing it to [Docker Hub](https://hub.docker.com/) where it can be pulled and run on [Google Cloud Run](https://cloud.google.com/run) to create a serverless application.\n\n### Running The App Locally\n--------------------------------------\nTo run the app locally you'll have to get API keys for Groq and Google API.\n\nYou can then build and run the app with Docker,\n\n    docker image build -t \u003cimage_name\u003e .\n\n    docker run -ip 8080:8080 -e GROQ_API_KEY=\u003cyour-groq-api\u003e -e GOOGLE_API_KEY=\u003cyour-google-api\u003e\n\nOr using placing your api keys in as defined above in a file labeled `.env` and use [Docker Compose](https://docs.docker.com/compose/),\n\n    docker compose up \n\nYou can the visit the website in your browser, https://localhost:8080 and it will look like the below,\n\n![notebooks/images/ui.jpg](notebooks/images/ui.jpg)\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmdh266%2Fspeech-chatbot","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmdh266%2Fspeech-chatbot","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmdh266%2Fspeech-chatbot/lists"}