# agentscope - 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: `agentscope-ai/agentscope` - capability: Build and run agents you can see, understand and trust. - expected_user_outcome: Build and run agents you can see, understand and trust. ## 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. - **Framework Overview & Architecture**: importance `high` - source_paths: README.md, pyproject.toml, src/agentscope/__init__.py, src/agentscope/_version.py, docs/roadmap.md - **Agent Loop, Events & Tool System**: importance `high` - source_paths: src/agentscope/agent/_agent.py, src/agentscope/agent/_config.py, src/agentscope/event/_event.py, src/agentscope/tool/_toolkit.py, src/agentscope/tool/_base.py - **Permissions, MCP & Workspace Manager**: importance `high` - source_paths: src/agentscope/permission/_engine.py, src/agentscope/permission/_rule.py, src/agentscope/permission/_decision.py, src/agentscope/permission/_context.py, src/agentscope/permission/_types.py - **Model & Embedding Integrations**: importance `high` - source_paths: src/agentscope/model/_base.py, src/agentscope/model/_model_card.py, src/agentscope/model/_model_response.py, src/agentscope/model/_anthropic/_model.py, src/agentscope/model/_openai_chat/_model.py - **Skills, Long-Term Memory, Middleware & Tracing**: importance `high` - source_paths: src/agentscope/skill/_base.py, src/agentscope/skill/_local_loader.py, src/agentscope/middleware/_base.py, src/agentscope/middleware/_longterm_memory/_mem0/_middleware.py, src/agentscope/middleware/_longterm_memory/_mem0/_agentscope_adapter.py - **Workspaces, TTS & Audio**: importance `medium` - source_paths: src/agentscope/workspace/_base.py, src/agentscope/workspace/_local_workspace.py, src/agentscope/workspace/_docker/_docker_workspace.py, src/agentscope/workspace/_docker/_make_dockerfile.py, src/agentscope/workspace/_e2b/_e2b_workspace.py - **Agent Service: FastAPI Backend, Multi-Tenancy & Agent Teams**: importance `high` - source_paths: src/agentscope/app/_app.py, src/agentscope/app/_lifespan.py, src/agentscope/app/_types.py, src/agentscope/app/deps.py, src/agentscope/app/_router/_chat.py - **Web UI: Frontend, Pages & Hooks**: importance `medium` - source_paths: examples/web_ui/package.json, examples/web_ui/pnpm-workspace.yaml, examples/web_ui/backend/src/index.ts, examples/web_ui/frontend/src/main.tsx, examples/web_ui/frontend/src/App.tsx ## Repo Inspection Evidence - repo_clone_verified: true - repo_inspection_verified: true - repo_commit: `fd1c2cd2acbf261d55823bb636b5295507dfce0d` - inspected_files: `README.md`, `pyproject.toml`, `docs/NEWS.md`, `docs/NEWS_zh.md`, `docs/changelog.md`, `docs/roadmap.md`, `examples/agent_service/README.md`, `examples/agent_service/main.py`, `examples/long_term_memory/mem0/README.md`, `examples/long_term_memory/mem0/oss_demo.py`, `examples/web_ui/backend/package.json`, `examples/web_ui/backend/src/index.ts`, `examples/web_ui/backend/tsconfig.json`, `examples/web_ui/frontend/README.md`, `examples/web_ui/frontend/components.json`, `examples/web_ui/frontend/eslint.config.js`, `examples/web_ui/frontend/package.json`, `examples/web_ui/frontend/src/api/agent.ts`, `examples/web_ui/frontend/src/api/chat.ts`, `examples/web_ui/frontend/src/api/client.ts` 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/agentscope-ai/agentscope - 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/agentscope-ai/agentscope - 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/agentscope-ai/agentscope - 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/agentscope-ai/agentscope - 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/agentscope-ai/agentscope - 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/agentscope-ai/agentscope - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it.