# ragapp - Doramagic AI Context Pack > Purpose: pre-work context for the user's host AI. This pack does not prove that the project has been installed, run, or validated. ## Project - canonical_name: `ragapp/ragapp` - capability: The easiest way to use Agentic RAG in any enterprise - expected_user_outcome: The easiest way to use Agentic RAG in any enterprise ## Operating Boundaries - Do not claim that the project has been installed, run, called through an API, or used on local files unless separate evidence proves it. - Project facts must come from repo evidence, Claim Graph, or explicit source references. - When a capability is not verified, mark it as unverified instead of completing it as fact. - publish_status: `publishable` - blocking_gaps: none --- ## Doramagic Context Augmentation The following sections strengthen the repository context for a host AI. Human Manual data is a reading route, and pitfall notes become operating constraints. ## Human Manual Outline Usage rule: this is only a reading route and salience signal, not factual authority. Concrete claims must still return to repo evidence or Claim Graph. Host AI hard rules: - Do not treat page titles, section order, summaries, or importance values as factual project evidence. - When explaining the Human Manual outline, state that it is only a reading route or salience signal. - Capability, installation, compatibility, runtime state, and risk claims must cite repo evidence, source paths, or Claim Graph. - **Overview & System Architecture**: importance `high` - source_paths: README.md, src/ragapp/main.py, src/ragapp/backend/__init__.py, src/ragapp/Dockerfile, src/ragapp/Makefile - **Agent System, Tools & LLM Providers**: importance `high` - source_paths: src/ragapp/backend/controllers/agents.py, src/ragapp/backend/models/agent.py, src/ragapp/backend/controllers/agent_prompt_manager.py, src/ragapp/backend/models/tools/__init__.py, src/ragapp/backend/models/tools/code_generator.py - **Data Pipeline: Ingestion, Retrieval & Generation**: importance `high` - source_paths: src/ragapp/backend/controllers/files.py, src/ragapp/backend/controllers/loader.py, src/ragapp/backend/models/file.py, src/ragapp/backend/models/loader.py, src/ragapp/backend/models/llamacloud_config.py - **Deployment, Networking & Multi-RAGapp Management**: importance `high` - source_paths: deployments/single/README.md, deployments/single/docker-compose.yml, deployments/single/scripts/setup_ollama.sh, deployments/single/scripts/create_qdrant_collection.sh, deployments/multiple-ragapps/README.md ## Repo Inspection Evidence - repo_clone_verified: true - repo_inspection_verified: true - repo_commit: `f7f88892a92c110853dfa019f2c4a605a4a7b6f5` - inspected_files: `README.md`, `package.json`, `pnpm-lock.yaml`, `examples/openapi/hackernews.yaml`, `src/manager/README.md`, `src/manager/app/__init__.py`, `src/manager/app/docker_client.py`, `src/manager/app/models/docker_service.py`, `src/manager/app/models/ragapp.py`, `src/manager/app/models/volume.py`, `src/manager/app/routers/services.py`, `src/manager/app/services/__init__.py`, `src/manager/app/services/app.py`, `src/manager/app/services/app_config.py`, `src/manager/app/services/app_data.py`, `src/manager/app/services/container.py`, `src/manager/app/settings.py`, `src/manager/app/tasks/__init__.py`, `src/manager/app/tasks/init_apps.py`, `src/manager/app/utils.py` Host AI hard rules: - Without repo_clone_verified=true, do not claim that the source code has been read. - Without repo_inspection_verified=true, do not write README, docs, or package-file conclusions as facts. - Without quick_start_verified=true, do not claim that the Quick Start path has run successfully. ## Doramagic Pitfall Constraints These rules come from Doramagic discovery, validation, or compilation findings. The host AI must treat them as operating constraints, not background notes. ### Constraint 1: Installation risk requires verification - Trigger: Project evidence flags a installation risk. Review the linked source before relying on this workflow. - Host AI rule: Reproduce the official install and quickstart path in an isolated environment. - Why it matters: May increase setup, validation, or first-run risk for the user. - Evidence: identity.distribution | https://github.com/ragapp/ragapp - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it. ### Constraint 2: Installation risk requires verification - Trigger: Project evidence flags a installation risk. Review the linked source before relying on this workflow. - Host AI rule: Reproduce the official install and quickstart path in an isolated environment. - Why it matters: May increase setup, validation, or first-run risk for the user. - Evidence: community_evidence:github | https://github.com/ragapp/ragapp/issues/289 - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it. ### Constraint 3: Installation risk requires verification - Trigger: Project evidence flags a installation risk. Review the linked source before relying on this workflow. - Host AI rule: Reproduce the official install and quickstart path in an isolated environment. - Why it matters: May increase setup, validation, or first-run risk for the user. - Evidence: community_evidence:github | https://github.com/ragapp/ragapp/issues/287 - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it. ### Constraint 4: Installation risk requires verification - Trigger: Project evidence flags a installation risk. Review the linked source before relying on this workflow. - Host AI rule: Reproduce the official install and quickstart path in an isolated environment. - Why it matters: May increase setup, validation, or first-run risk for the user. - Evidence: community_evidence:github | https://github.com/ragapp/ragapp/issues/271 - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it. ### Constraint 5: Capability evidence risk requires verification - Trigger: README/documentation is current enough for a first validation pass. - Host AI rule: Reproduce the official install and quickstart path in an isolated environment. - Why it matters: May increase setup, validation, or first-run risk for the user. - Evidence: capability.assumptions | https://github.com/ragapp/ragapp - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it. ### Constraint 6: Maintenance risk requires verification - Trigger: Project evidence flags a maintenance risk. Review the linked source before relying on this workflow. - Host AI rule: Reproduce the official install and quickstart path in an isolated environment. - Why it matters: May increase setup, validation, or first-run risk for the user. - Evidence: community_evidence:github | https://github.com/ragapp/ragapp/issues/283 - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it. ### Constraint 7: Maintenance risk requires verification - Trigger: Project evidence flags a maintenance risk. Review the linked source before relying on this workflow. - Host AI rule: Reproduce the official install and quickstart path in an isolated environment. - Why it matters: May increase setup, validation, or first-run risk for the user. - Evidence: evidence.maintainer_signals | https://github.com/ragapp/ragapp - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it. ### Constraint 8: Security or permission risk requires verification - Trigger: no_demo - Host AI rule: Reproduce the official install and quickstart path in an isolated environment. - Why it matters: May increase setup, validation, or first-run risk for the user. - Evidence: downstream_validation.risk_items | https://github.com/ragapp/ragapp - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it. ### Constraint 9: Security or permission risk requires verification - Trigger: no_demo - Host AI rule: Reproduce the official install and quickstart path in an isolated environment. - Why it matters: May increase setup, validation, or first-run risk for the user. - Evidence: risks.scoring_risks | https://github.com/ragapp/ragapp - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it. ### Constraint 10: Security or permission risk requires verification - Trigger: Project evidence flags a security or permission risk. Review the linked source before relying on this workflow. - Host AI rule: Reproduce the official install and quickstart path in an isolated environment. - Why it matters: May increase setup, validation, or first-run risk for the user. - Evidence: community_evidence:github | https://github.com/ragapp/ragapp/issues/282 - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it.