{"id":13454126,"url":"https://github.com/ragapp/ragapp","last_synced_at":"2025-03-24T05:33:06.125Z","repository":{"id":236942218,"uuid":"793454852","full_name":"ragapp/ragapp","owner":"ragapp","description":"The easiest way to use Agentic RAG in any enterprise","archived":false,"fork":false,"pushed_at":"2025-01-22T14:23:25.000Z","size":2861,"stargazers_count":4155,"open_issues_count":54,"forks_count":471,"subscribers_count":34,"default_branch":"main","last_synced_at":"2025-03-19T21:46:37.865Z","etag":null,"topics":["agentic","agents","ai","docker","llamaindex","rag"],"latest_commit_sha":null,"homepage":"","language":"TypeScript","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/ragapp.png","metadata":{"files":{"readme":"README.md","changelog":"CHANGELOG.md","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":"2024-04-29T08:56:48.000Z","updated_at":"2025-03-19T16:34:44.000Z","dependencies_parsed_at":null,"dependency_job_id":"72e5f990-6513-4161-b33d-721adbf15504","html_url":"https://github.com/ragapp/ragapp","commit_stats":null,"previous_names":["ragapp/ragapp"],"tags_count":19,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ragapp%2Fragapp","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ragapp%2Fragapp/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ragapp%2Fragapp/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ragapp%2Fragapp/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/ragapp","download_url":"https://codeload.github.com/ragapp/ragapp/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":245217274,"owners_count":20579289,"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":["agentic","agents","ai","docker","llamaindex","rag"],"created_at":"2024-07-31T08:00:51.105Z","updated_at":"2025-03-24T05:33:05.712Z","avatar_url":"https://github.com/ragapp.png","language":"TypeScript","readme":"\u003cp align=\"center\"\u003e\u003cimg alt=\"Logo - RAGapp\" src=\"docs/logo.png\"\u003e\u003c/p\u003e\n\n\u003cp align=\"center\"\u003e\u003cstrong\u003eThe easiest way to use Agentic RAG in any enterprise.\u003c/strong\u003e\u003c/p\u003e\n\n\u003cp align=\"center\"\u003eAs simple to configure as \u003ca href=\"https://openai.com/index/introducing-gpts\" target=\"_blank\"\u003eOpenAI's custom GPTs\u003c/a\u003e, but deployable in your own cloud infrastructure using Docker. Built using \u003ca href=\"https://github.com/run-llama/llama_index\"\u003eLlamaIndex\u003c/a\u003e.\u003c/p\u003e\n\n\u003cp align=\"center\"\u003e\n  \u003ca href=\"#get-started\"\u003e\u003cstrong\u003eGet Started\u003c/strong\u003e\u003c/a\u003e ·\n  \u003ca href=\"#endpoints\"\u003e\u003cstrong\u003eEndpoints\u003c/strong\u003e\u003c/a\u003e ·\n  \u003ca href=\"#deployment\"\u003e\u003cstrong\u003eDeployment\u003c/strong\u003e\u003c/a\u003e ·\n  \u003ca href=\"#contact\"\u003e\u003cstrong\u003eContact\u003c/strong\u003e\u003c/a\u003e \n\u003c/p\u003e\n\n\u003cbr/\u003e\n\u003cimg alt=\"Screenshot\" src=\"docs/screenshot.png\"\u003e\n\n## Get Started\n\nTo run, start a docker container with our image:\n\n```shell\ndocker run -p 8000:8000 ragapp/ragapp\n```\n\nThen, access the Admin UI at http://localhost:8000/admin to configure your RAGapp.\n\nYou can use hosted AI models from OpenAI or Gemini, and local models using [Ollama](https://ollama.com/).\n\n\u003e _Note_: To avoid [running into any errors](https://github.com/ragapp/ragapp/issues/22), we recommend using the latest version of Docker and (if needed) Docker Compose.\n\n## Endpoints\n\nThe docker container exposes the following endpoints:\n\n- Admin UI: http://localhost:8000/admin\n- Chat UI: http://localhost:8000\n- API: http://localhost:8000/docs\n\n\u003e _Note_: The Chat UI and API are only functional if the RAGapp is configured.\n\n## Security\n\n### Authentication\n\nJust the RAGapp container doesn't come with any authentication layer by design. This is the task\nof an API Gateway routing the traffic to RAGapp.\nThis step heavily depends on your cloud provider and the services you use.\nFor a pure Docker Compose environment, you can look at our [RAGapp with management UI](./deployments/multiple-ragapps) deployment.\n\n### Authorization\n\nLater versions of RAGapp will support restricting access based on access tokens forwarded from an API Gateway or similar.\n\n## Deployment\n\n### Using Docker Compose\n\nYou can easily deploy RAGapp to your own infrastructure with one of these Docker Compose deployments:\n\n1. [RAGapp with Ollama and Qdrant](./deployments/single)\n2. [Multiple RAGapps with a management UI](./deployments/multiple-ragapps)\n\n### Kubernetes\n\nIt's easy to deploy RAGapp in your own cloud infrastructure. Customized K8S deployment descriptors are coming soon.\n\n## Development\n\n### RAGApp:\n\n\u003e _Important_: Parts of this project's source code is dynamically retrieved from the [create-llama](https://github.com/run-llama/create-llama) project. Before committing changes, make sure to update the source code by calling `make build-frontends`.\n\nMove to [src/ragapp](src/ragapp) directory and start with these commands:\n\n```shell\nexport ENVIRONMENT=dev\npoetry install --no-root\nmake build-frontends\nmake dev\n```\n\nThen, to check out the admin UI, go to http://localhost:3000/admin.\n\n\u003e _Note_: Make sure you have [Poetry](https://python-poetry.org/) installed.\n\n## Contact\n\nQuestions, feature requests or found a bug? [Open an issue](https://github.com/ragapp/ragapp/issues/new/choose) or reach out to [marcusschiesser](https://github.com/marcusschiesser).\n\n## Star History\n\n[![Star History Chart](https://api.star-history.com/svg?repos=ragapp/ragapp\u0026type=Date)](https://star-history.com/#ragapp/ragapp\u0026Date)\n","funding_links":[],"categories":["TypeScript","Large Language Models (LLMs)","📦 Legacy \u0026 Inactive Projects","A01_文本生成_文本对话","知识库 RAG","Agent Integration \u0026 Deployment Tools","Repos","RAG Framework","Text"],"sub_categories":["Retrieval-Augmented Generation (RAG)","大语言对话模型及数据","AI Developer Toolkit","RAG (Retrieval-Augmented Generation)"],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fragapp%2Fragapp","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fragapp%2Fragapp","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fragapp%2Fragapp/lists"}