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Title: GitHub - stackitcloud/rag-template: Template for AI chatbots & document management using Retrieval-Augmented Generation with vector search and FastAPI.

Open Graph Title: GitHub - stackitcloud/rag-template: Template for AI chatbots & document management using Retrieval-Augmented Generation with vector search and FastAPI.

X Title: GitHub - stackitcloud/rag-template: Template for AI chatbots & document management using Retrieval-Augmented Generation with vector search and FastAPI.

Description: Template for AI chatbots & document management using Retrieval-Augmented Generation with vector search and FastAPI. - stackitcloud/rag-template

Open Graph Description: Template for AI chatbots & document management using Retrieval-Augmented Generation with vector search and FastAPI. - stackitcloud/rag-template

X Description: Template for AI chatbots & document management using Retrieval-Augmented Generation with vector search and FastAPI. - stackitcloud/rag-template

Opengraph URL: https://github.com/stackitcloud/rag-template

X: @github

direct link

Domain: github.com

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og:image:altTemplate for AI chatbots & document management using Retrieval-Augmented Generation with vector search and FastAPI. - stackitcloud/rag-template
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CONTRIBUTING.mdhttps://github.com/stackitcloud/rag-template/blob/main/CONTRIBUTING.md
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https://github.com/stackitcloud/rag-template-lib/
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https://pypi.org/project/rag-core-api/
https://pypi.org/project/rag-core-lib/
https://pypi.org/project/admin-api-lib/
https://pypi.org/project/extractor-api-lib/
https://deepwiki.com/stackitcloud/rag-template
https://github.com/stackitcloud/rag-template/blob/main/infrastructure
https://github.com/stackitcloud/rag-template/tree/main/infrastructure
main.pyhttps://github.com/stackitcloud/rag-template/blob/main/services/rag-backend/main.py
container.pyhttps://github.com/stackitcloud/rag-template/blob/main/services/rag-backend/container.py
chat_endpoint.pyhttps://github.com/stackitcloud/rag-template/blob/main/services/rag-backend/chat_endpoint.py
https://github.com/stackitcloud/rag-template#features-
https://github.com/stackitcloud/rag-template#table-of-contents
1. Getting Startedhttps://github.com/stackitcloud/rag-template#1-getting-started
1.1 Componentshttps://github.com/stackitcloud/rag-template#11-components
1.2 Requirementshttps://github.com/stackitcloud/rag-template#12-requirements
1.3 Usagehttps://github.com/stackitcloud/rag-template#13-usage
1.4 Local setup instructionshttps://github.com/stackitcloud/rag-template#14-local-setup-instructions
2. Deployment to serverhttps://github.com/stackitcloud/rag-template#2-deployment-to-server
2.1 Server provisioninghttps://github.com/stackitcloud/rag-template#21-server-provisioning
2.2 Langfusehttps://github.com/stackitcloud/rag-template#22-langfuse
3. Build and Testhttps://github.com/stackitcloud/rag-template#3-build-and-test
4. Contribution Guidelineshttps://github.com/stackitcloud/rag-template#4-contribution-guidelines
https://github.com/stackitcloud/rag-template#1-getting-started
Tiltfilehttps://github.com/stackitcloud/rag-template/blob/main/Tiltfile
Tilt guideshttps://docs.tilt.dev/tiltfile_authoring.html
https://github.com/stackitcloud/rag-template#11-components
services/rag-backendhttps://github.com/stackitcloud/rag-template#111-rag-backend
services/admin-backendhttps://github.com/stackitcloud/rag-template#112-admin-backend
services/document-extractorhttps://github.com/stackitcloud/rag-template#113-document-extractor
services/mcp-serverhttps://github.com/stackitcloud/rag-template#114-mcp-server
services/frontendhttps://github.com/stackitcloud/rag-template#115-frontend
infrastructurehttps://github.com/stackitcloud/rag-template#116-infrastructure
libshttps://github.com/stackitcloud/rag-template#117-libs
https://github.com/stackitcloud/rag-template#111-rag-backend
the libs READMEhttps://github.com/stackitcloud/rag-template/blob/main/libs/README.md#1-rag-core-api
https://github.com/stackitcloud/rag-template#112-admin-backend
the libs READMEhttps://github.com/stackitcloud/rag-template/blob/main/libs/README.md#2-admin-api-lib
https://github.com/stackitcloud/rag-template#113-document-extractor
the libs READMEhttps://github.com/stackitcloud/rag-template/blob/main/libs/README.md#3-extractor-api-lib
https://github.com/stackitcloud/rag-template#114-mcp-server
https://github.com/stackitcloud/rag-template#configuring-tool-documentation
values.yamlhttps://github.com/stackitcloud/rag-template/blob/main/infrastructure/rag/values.yaml
MCP Server READMEhttps://github.com/stackitcloud/rag-template/blob/main/services/mcp-server/README.md
https://github.com/stackitcloud/rag-template#115-frontend
Frontend READMEhttps://github.com/stackitcloud/rag-template/blob/main/services/frontend/README.md
UI Customization Guidehttps://github.com/stackitcloud/rag-template/blob/main/docs/UI_Customization.md
https://github.com/stackitcloud/rag-template#116-infrastructure
Infrastructure READMEhttps://github.com/stackitcloud/rag-template/blob/main/infrastructure/README.md
https://github.com/stackitcloud/rag-template#117-libs
Libs READMEhttps://github.com/stackitcloud/rag-template/blob/main/libs/README.md
https://github.com/stackitcloud/rag-template#12-requirements
Poetryhttps://python-poetry.org/
https://github.com/stackitcloud/rag-template#adding-new-requirements
https://github.com/stackitcloud/rag-template#13-usage
local installationhttps://github.com/stackitcloud/rag-template#-local-setup-instructions
installation on a serverhttps://github.com/stackitcloud/rag-template#-Deployment-to-server
the libs READMEhttps://github.com/stackitcloud/rag-template/blob/main/libs/README.md
main.pyhttps://github.com/stackitcloud/rag-template/blob/main/services/rag-backend/main.py
container.pyhttps://github.com/stackitcloud/rag-template/blob/main/services/rag-backend/container.py
chat_endpoint.pyhttps://github.com/stackitcloud/rag-template/blob/main/services/rag-backend/chat_endpoint.py
https://github.com/stackitcloud/rag-template#14-local-setup-instructions
k3dhttps://k3d.io/v5.6.0/#installation
helmhttps://helm.sh/docs/intro/install/
tilthttps://docs.tilt.dev/install.html
https://github.com/stackitcloud/rag-template#langfuse-init-secret-dev-only-tilt--kustomize
https://github.com/stackitcloud/rag-template#141-environment-variables-setup
.env.templatehttps://github.com/stackitcloud/rag-template/blob/main/.env.template
https://github.com/stackitcloud/rag-template#142-k3d-cluster-setup
infrastructure READMEhttps://github.com/stackitcloud/rag-template/blob/main/infrastructure/README.md
https://github.com/stackitcloud/rag-template#143-tilt-deployment
https://github.com/stackitcloud/rag-template#development-vs-production-mode
https://github.com/stackitcloud/rag-template#docker-file-structure
http://localhost:10350/http://localhost:10350/
https://github.com/stackitcloud/rag-template#debugging
Frontend live updates with Tilthttps://github.com/stackitcloud/rag-template/blob/main/services/frontend/README.md#live-updates-with-tilt
https://github.com/stackitcloud/rag-template#144-access-via-ingress
infrastructure READMEhttps://github.com/stackitcloud/rag-template/blob/main/infrastructure/README.md
https://github.com/stackitcloud/rag-template#2-deployment-to-server
https://github.com/stackitcloud/rag-template#21-server-provisioning
STACKIT Terrraform Providerhttps://registry.terraform.io/providers/stackitcloud/stackit/latest/docs
STACKIT Terrraform Provider documentationhttps://registry.terraform.io/providers/stackitcloud/stackit/latest/docs
infrastructure READMEhttps://github.com/stackitcloud/rag-template/blob/main/infrastructure/README.md
https://github.com/stackitcloud/rag-template#22-langfuse
infrastructure READMEhttps://github.com/stackitcloud/rag-template/blob/main/infrastructure/README.md
https://github.com/stackitcloud/rag-template#3-build-and-test
https://github.com/stackitcloud/rag-template#4-contribution-guidelines
CONTRIBUTING.mdhttps://github.com/stackitcloud/rag-template/blob/main/CONTRIBUTING.md
www.stackit.de/en/https://www.stackit.de/en/
python https://github.com/topics/python
api https://github.com/topics/api
docker https://github.com/topics/docker
kubernetes https://github.com/topics/kubernetes
ai https://github.com/topics/ai
rag https://github.com/topics/rag
fastapi https://github.com/topics/fastapi
vector-database https://github.com/topics/vector-database
stackit https://github.com/topics/stackit
llm https://github.com/topics/llm
retrieval-augmented-generation https://github.com/topics/retrieval-augmented-generation
ollama https://github.com/topics/ollama
rag-chatbot https://github.com/topics/rag-chatbot
Readme https://github.com/stackitcloud/rag-template#readme-ov-file
Apache-2.0 license https://github.com/stackitcloud/rag-template#Apache-2.0-1-ov-file
Code of conduct https://github.com/stackitcloud/rag-template#coc-ov-file
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Releases 19https://github.com/stackitcloud/rag-template/releases
v4.0.0 Latest Jan 22, 2026 https://github.com/stackitcloud/rag-template/releases/tag/v4.0.0
+ 18 releaseshttps://github.com/stackitcloud/rag-template/releases
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Python 82.8% https://github.com/stackitcloud/rag-template/search?l=python
TypeScript 5.0% https://github.com/stackitcloud/rag-template/search?l=typescript
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