{"id":31644506,"url":"https://github.com/kwame-mintah/python-chainlit-multi-agents-playground","last_synced_at":"2026-05-19T14:07:44.013Z","repository":{"id":317572320,"uuid":"1067974801","full_name":"kwame-mintah/python-chainlit-multi-agents-playground","owner":"kwame-mintah","description":"🛝 \\ ˈplā-ˌgrau̇nd \\ an area known or suited for activity of a specified sort.","archived":false,"fork":false,"pushed_at":"2026-02-14T23:18:24.000Z","size":623,"stargazers_count":0,"open_issues_count":2,"forks_count":0,"subscribers_count":0,"default_branch":"main","last_synced_at":"2026-02-15T05:30:53.589Z","etag":null,"topics":["agents","chainlit","gemini","langchain","langgraph","ollama","python312"],"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/kwame-mintah.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":"2025-10-01T16:59:44.000Z","updated_at":"2025-12-06T23:15:30.000Z","dependencies_parsed_at":"2025-10-18T08:41:47.939Z","dependency_job_id":null,"html_url":"https://github.com/kwame-mintah/python-chainlit-multi-agents-playground","commit_stats":null,"previous_names":["kwame-mintah/python-chainlit-multi-agents-playground"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/kwame-mintah/python-chainlit-multi-agents-playground","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kwame-mintah%2Fpython-chainlit-multi-agents-playground","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kwame-mintah%2Fpython-chainlit-multi-agents-playground/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kwame-mintah%2Fpython-chainlit-multi-agents-playground/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kwame-mintah%2Fpython-chainlit-multi-agents-playground/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/kwame-mintah","download_url":"https://codeload.github.com/kwame-mintah/python-chainlit-multi-agents-playground/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kwame-mintah%2Fpython-chainlit-multi-agents-playground/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":33219434,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-19T07:54:09.561Z","status":"ssl_error","status_checked_at":"2026-05-19T07:54:08.508Z","response_time":58,"last_error":"SSL_read: 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":["agents","chainlit","gemini","langchain","langgraph","ollama","python312"],"created_at":"2025-10-07T04:53:33.523Z","updated_at":"2026-05-19T14:07:44.008Z","avatar_url":"https://github.com/kwame-mintah.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# 🛝 Python Chainlit Multi-agents Playground\n\n![python](https://img.shields.io/badge/python-3.12.0-informational)\n\nAs the name of the repository suggests, it's just a [_playground_](https://dictionary.cambridge.org/dictionary/english/playground).\nA place to better understand using [chainlit](https://github.com/Chainlit/chainlit), while employing various agents utilising large language models (LLM) via\nvarious inference providers to accomplish a given task. This project aims to be agent development kit (adk) agnostic as possible.\n\n## LangGraph diagram\n\nHere's a step-by-step interpretation of the flow of the LLM.\n\n\u003cp style=\"text-align:center\"\u003e 🚧  👷 Currently in the early stages of development, current graph implementation might change. 👷 🚧 \u003c/p\u003e\n\n```mermaid\n---\nconfig:\n  flowchart:\n    curve: linear\n---\ngraph TD;\n\t__start__([\u003cp\u003e__start__\u003c/p\u003e]):::first\n\tproduct_owner(product_owner)\n\tscrum_master(scrum_master)\n\tengineer(engineer)\n\ttools(tools)\n\twait_for_user(wait_for_user)\n\t__end__([\u003cp\u003e__end__\u003c/p\u003e]):::last\n\t__start__ --\u003e product_owner;\n\tengineer -.-\u003e scrum_master;\n\tengineer -.-\u003e tools;\n\tproduct_owner -.-\u003e scrum_master;\n\tproduct_owner -.-\u003e wait_for_user;\n\tscrum_master -. \u0026nbsp;end\u0026nbsp; .-\u003e __end__;\n\tscrum_master -.-\u003e engineer;\n\tscrum_master -.-\u003e product_owner;\n\ttools --\u003e engineer;\n\twait_for_user --\u003e __end__;\n\tclassDef default fill:#f2f0ff,line-height:1.2\n\tclassDef first fill-opacity:0\n\tclassDef last fill:#bfb6fc\n```\n\n\u003c!---\ngraph.get_graph().draw_mermaid()\n---\u003e\n\n## Prerequisites\n\n1. [Docker for desktop](https://docs.docker.com/desktop/)\n2. [Ollama](https://ollama.com/download)\n3. [uv](https://docs.astral.sh/uv/#installation)\n\n### Usage via `pip`\n\n1. Install python packages used for the project\n\n```pycon\npip install -r requirements.txt\n```\n\n2. Run the application\n\n```pycon\nchainlit run app.py\n```\n\n### Usage via `uv`\n\n1. Install python packages used for the project\n\n```pycon\nuv sync\n```\n\n2. Run the application\n\n```pycon\nuv run chainlit run app.py\n```\n\n### Usage via `docker compose`\n\n1. Run the following command within the root directory, this will build the chainlit [docker image](Dockerfile) and pull various\n   docker images from [docker hub](https://hub.docker.com/)\n\n```shell\ndocker compose up --build -d\n```\n\n2. As this container also runs Ollama, please wait for the `ollama-setup-1` to finish pulling your specified large language\n   model.\n\n```shell\n 2024-01-31 23:36:50 {\"status\":\"verifying sha256 digest\"}\n 2024-01-31 23:36:50 {\"status\":\"writing manifest\"}\n 2024-01-31 23:36:50 {\"status\":\"removing any unused layers\"}\n 2024-01-31 23:36:50 {\"status\":\"success\"}\n 100 1128k    0 1128k    0    21   2546      0 --:--:--  0:07:33 --:--:--    23\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fkwame-mintah%2Fpython-chainlit-multi-agents-playground","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fkwame-mintah%2Fpython-chainlit-multi-agents-playground","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fkwame-mintah%2Fpython-chainlit-multi-agents-playground/lists"}