# agenta - 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: `Agenta-AI/agenta` - capability: The open-source LLMOps platform: prompt playground, prompt management, LLM evaluation, and LLM observability all in one place. - expected_user_outcome: The open-source LLMOps platform: prompt playground, prompt management, LLM evaluation, and LLM observability all in one place. ## 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**: importance `high` - source_paths: README.md, agents/skills/README.md, api/ee/databases/postgres/migrations/core/README.md, api/oss/databases/postgres/migrations/core/README.md, api/oss/databases/postgres/migrations/tracing/README.md - **Api**: importance `medium` - source_paths: api/.dockerignore, api/.flake8, api/AGENTS.md, api/CLAUDE.md, api/check_deps.py - **Src**: importance `medium` - source_paths: api/oss/src/__init__.py, api/oss/src/apis/__init__.py, api/oss/src/apis/fastapi/__init__.py, api/oss/src/apis/fastapi/access/__init__.py, api/oss/src/apis/fastapi/access/router.py - **Src**: importance `medium` - source_paths: api/ee/src/__init__.py, api/ee/src/apis/__init__.py, api/ee/src/apis/fastapi/__init__.py, api/ee/src/apis/fastapi/access/__init__.py, api/ee/src/apis/fastapi/access/router.py ## Repo Inspection Evidence - repo_clone_verified: true - repo_inspection_verified: true - repo_commit: `a97e6083694586a5c5005aefe86272b8736e502f` - inspected_files: `README.md`, `docs/PR.md`, `docs/README.md`, `docs/blog/announcement-assets/dark-mode.md`, `docs/blog/announcement-assets/playground-evaluation-workbench.md`, `docs/blog/entries/add-spans-to-test-sets.mdx`, `docs/blog/entries/adding-cost-and-token-usage-to-the-playground.mdx`, `docs/blog/entries/agenta-is-soc-2-type-1-certified.mdx`, `docs/blog/entries/annotate-your-llm-response-preview.mdx`, `docs/blog/entries/annotation-queues.mdx`, `docs/blog/entries/bring-your-own-api-key.mdx`, `docs/blog/entries/bug-fix-for-application-saving.mdx`, `docs/blog/entries/changes-to-the-sdk.mdx`, `docs/blog/entries/chat-sessions-observability.mdx`, `docs/blog/entries/compare-latency-and-costs.mdx`, `docs/blog/entries/comprehensive-updates-and-bug-fixes.mdx`, `docs/blog/entries/customize-llm-as-a-judge-output-schemas.mdx`, `docs/blog/entries/cypress-tests-and-ui-improvements.mdx`, `docs/blog/entries/dark-mode.mdx`, `docs/blog/entries/deep-url-support-for-sharable-links.mdx` 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: 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/Agenta-AI/agenta - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it. ### Constraint 2: 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/Agenta-AI/agenta - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it. ### Constraint 3: 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/Agenta-AI/agenta - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it. ### Constraint 4: 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/Agenta-AI/agenta - 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: 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/Agenta-AI/agenta - 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: release_recency=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/Agenta-AI/agenta - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it.