# RagaAI-Catalyst - 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: `raga-ai-hub/RagaAI-Catalyst` - capability: Python SDK for Agent AI Observability, Monitoring and Evaluation Framework. Includes features like agent, llm and tools tracing, debugging multi-agentic system, self-hosted dashboard and advanced analytics with timeline and execution graph view - expected_user_outcome: Python SDK for Agent AI Observability, Monitoring and Evaluation Framework. Includes features like agent, llm and tools tracing, debugging multi-agentic system, self-hosted dashboard and advanced analytics with timeline and execution graph view ## 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, Installation & Project Management**: importance `high` - source_paths: README.md, Quickstart.md, quickstart.md, ragaai_catalyst/__init__.py, ragaai_catalyst/ragaai_catalyst.py - **Trace Management & Agentic Tracing**: importance `high` - source_paths: docs/trace_management.md, docs/agentic_tracing.md, ragaai_catalyst/tracers/tracer.py, ragaai_catalyst/tracers/agentic_tracing/README.md, ragaai_catalyst/tracers/agentic_tracing/__init__.py - **Dataset, Evaluation & Prompt Management**: importance `high` - source_paths: docs/dataset_management.md, docs/prompt_management.md, ragaai_catalyst/dataset.py, ragaai_catalyst/evaluation.py, ragaai_catalyst/experiment.py - **Guardrails, Red-Teaming & Synthetic Data Generation**: importance `medium` - source_paths: ragaai_catalyst/guardrails_manager.py, ragaai_catalyst/guard_executor.py, ragaai_catalyst/synthetic_data_generation.py, ragaai_catalyst/redteaming/__init__.py, ragaai_catalyst/redteaming/red_teaming.py ## Repo Inspection Evidence - repo_clone_verified: true - repo_inspection_verified: true - repo_commit: `ab67893310891140211280a496402003e52cdab5` - inspected_files: `README.md`, `pyproject.toml`, `requirements.txt`, `docs/agentic_tracing.md`, `docs/dataset_management.md`, `docs/prompt_management.md`, `docs/trace_management.md`, `examples/all_llm_provider/all_llm_provider.py`, `examples/all_llm_provider/config.py`, `examples/all_llm_provider/run_all_llm_provider.py`, `examples/crewai/scifi_writer/README.md`, `examples/crewai/scifi_writer/scifi_writer.py`, `examples/custom_agents/travel_agent/agents.py`, `examples/custom_agents/travel_agent/config.py`, `examples/custom_agents/travel_agent/main.py`, `examples/custom_agents/travel_agent/tools.py`, `examples/haystack/news_fetching/README.md`, `examples/haystack/news_fetching/news_fetching.py`, `examples/langchain/medical_rag/diagnosis_agent.py`, `examples/langgraph/personal_research_assistant/README.md` 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: community_evidence:github | https://github.com/raga-ai-hub/RagaAI-Catalyst/issues/264 - 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/raga-ai-hub/RagaAI-Catalyst/issues/250 - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it. ### Constraint 3: 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/raga-ai-hub/RagaAI-Catalyst - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it. ### Constraint 4: 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/raga-ai-hub/RagaAI-Catalyst/issues/253 - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it. ### Constraint 5: 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/raga-ai-hub/RagaAI-Catalyst - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it. ### Constraint 6: 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/raga-ai-hub/RagaAI-Catalyst - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it. ### Constraint 7: 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/raga-ai-hub/RagaAI-Catalyst - 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: 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/raga-ai-hub/RagaAI-Catalyst/issues/263 - 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: 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/raga-ai-hub/RagaAI-Catalyst/issues/256 - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it. ### Constraint 10: Maintenance risk requires verification - Trigger: issue_or_pr_quality=unknown。 - 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/raga-ai-hub/RagaAI-Catalyst - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it.