# MongoDB Atlas Agent Engine

> Develop, deploy, and manage AI agents on the MongoDB Atlas Agent Engine, including local development, deployment, memory, and governance. The platform is in public preview.

- [Use Agent-to-Agent Communication](https://www.mongodb.com/docs/agentengine/add-features/agent-to-agent.md): Learn how to use agent-to-agent communication on the Atlas Agent Engine to enable agents to discover and invoke each other, including an example router agent.
- [Add Custom Stream Output to Your Agent](https://www.mongodb.com/docs/agentengine/add-features/custom-output.md): Learn how to add custom stream output to your agent on Atlas Agent Engine, including registering an output parser and emitting custom events from your agent code.
- [Memory Extraction](https://www.mongodb.com/docs/agentengine/add-features/memory-extraction.md): Learn how the memory extraction pipeline turns conversation turns into long-term memory and how to configure which extraction types run.
- [Connect an MCP Client to Memory](https://www.mongodb.com/docs/agentengine/add-features/memory-mcp.md): Learn how to connect a Model Context Protocol client, such as Claude Code or Codex, to memory on Atlas Agent Engine without using the agent-engine-sdk-memory SDK to record and recall turns.
- [Use the Standalone Memory Service](https://www.mongodb.com/docs/agentengine/add-features/memory-only.md): Learn how to use the agent-engine-sdk-memory Python SDK to record and retrieve conversation context from an external application using the Agent Engine memory service as a standalone integration.
- [Agent Memory](https://www.mongodb.com/docs/agentengine/add-features/memory-types.md): Learn about agent memory on the MongoDB Agentic AI Platform, including the four long-term memory types, how extraction works, and how to retrieve memory.
- [Add Memory to Your Agent](https://www.mongodb.com/docs/agentengine/add-features/memory.md): Learn how to configure and enable memory for your agent on the MongoDB Atlas Agent Engine, including how to set memory flags in agent.yaml and provide the required Voyage API key.
- [Create Tools from an OpenAPI Spec](https://www.mongodb.com/docs/agentengine/add-features/openapi-tools.md): Learn how to compile an OpenAPI 3.0 document into agent tools on the Atlas Agent Engine by using the agentengine agent create-tool command and registering them in agent.yaml.
- [Use Remote MCP Servers](https://www.mongodb.com/docs/agentengine/add-features/remote-mcp.md): Learn how to configure remote MCP servers for agents on the Atlas Agent Engine, including bearer token authentication, OAuth authentication, and writing agent code.
- [Manage Service Account Credentials](https://www.mongodb.com/docs/agentengine/api-keys-service-accounts.md): Learn how to authenticate requests to the Atlas Agent Engine API using service accounts. Create accounts, request access tokens, and assign account roles.
- [Build an Agent with Google ADK](https://www.mongodb.com/docs/agentengine/build/build-adk-agent.md): Learn how to build a durable agent with Google ADK on the Atlas Agent Engine. Includes how to register tools, build the agent, test it locally, and deploy it.
- [Build a Deep Agent](https://www.mongodb.com/docs/agentengine/build/build-deep-agent.md): Learn how to build deep agents using App.deep_agent(), skill manifests, and the tool sandbox backend on the MongoDB Atlas Agent Engine to enable secure tool execution in an isolated environment.
- [Create a Project](https://www.mongodb.com/docs/agentengine/build/create-project.md): Learn how to scaffold a new local agent project from a starter template by using the agentengine create command and quickly configure your local development environment.
- [Install and Authenticate](https://www.mongodb.com/docs/agentengine/build/install-authenticate.md): Learn how to install and update the agentengine CLI, authenticate your account, check authentication status, and log out of the MongoDB Atlas Agent Engine.
- [Run and Test Your Agent Locally](https://www.mongodb.com/docs/agentengine/build/run-local.md): Learn how to build and run your AI agent locally using the agentengine CLI. Configure hot-reload mode for fast iteration or isolated mode for production testing.
- [agentengine](https://www.mongodb.com/docs/agentengine/cli/agentengine.md)
- [agentengine agent](https://www.mongodb.com/docs/agentengine/cli/agentengine_agent.md)
- [agentengine agent bump-version](https://www.mongodb.com/docs/agentengine/cli/agentengine_agent_bump-version.md)
- [agentengine agent create-tool](https://www.mongodb.com/docs/agentengine/cli/agentengine_agent_create-tool.md)
- [agentengine agent egress](https://www.mongodb.com/docs/agentengine/cli/agentengine_agent_egress.md)
- [agentengine agent egress add](https://www.mongodb.com/docs/agentengine/cli/agentengine_agent_egress_add.md)
- [agentengine agent egress mode](https://www.mongodb.com/docs/agentengine/cli/agentengine_agent_egress_mode.md)
- [agentengine agent egress remove](https://www.mongodb.com/docs/agentengine/cli/agentengine_agent_egress_remove.md)
- [agentengine agent validate](https://www.mongodb.com/docs/agentengine/cli/agentengine_agent_validate.md)
- [agentengine atlas](https://www.mongodb.com/docs/agentengine/cli/agentengine_atlas.md)
- [agentengine atlas cluster](https://www.mongodb.com/docs/agentengine/cli/agentengine_atlas_cluster.md)
- [agentengine atlas cluster list](https://www.mongodb.com/docs/agentengine/cli/agentengine_atlas_cluster_list.md)
- [agentengine atlas cluster save](https://www.mongodb.com/docs/agentengine/cli/agentengine_atlas_cluster_save.md)
- [agentengine atlas database-user](https://www.mongodb.com/docs/agentengine/cli/agentengine_atlas_database-user.md)
- [agentengine atlas database-user list](https://www.mongodb.com/docs/agentengine/cli/agentengine_atlas_database-user_list.md)
- [agentengine atlas database-user save](https://www.mongodb.com/docs/agentengine/cli/agentengine_atlas_database-user_save.md)
- [agentengine atlas link](https://www.mongodb.com/docs/agentengine/cli/agentengine_atlas_link.md)
- [agentengine atlas profile](https://www.mongodb.com/docs/agentengine/cli/agentengine_atlas_profile.md)
- [agentengine atlas profile list](https://www.mongodb.com/docs/agentengine/cli/agentengine_atlas_profile_list.md)
- [agentengine atlas profile save](https://www.mongodb.com/docs/agentengine/cli/agentengine_atlas_profile_save.md)
- [agentengine atlas profile verify](https://www.mongodb.com/docs/agentengine/cli/agentengine_atlas_profile_verify.md)
- [agentengine atlas setup-ip-access](https://www.mongodb.com/docs/agentengine/cli/agentengine_atlas_setup-ip-access.md)
- [agentengine atlas setup](https://www.mongodb.com/docs/agentengine/cli/agentengine_atlas_setup.md)
- [agentengine atlas setup finalize](https://www.mongodb.com/docs/agentengine/cli/agentengine_atlas_setup_finalize.md)
- [agentengine atlas status](https://www.mongodb.com/docs/agentengine/cli/agentengine_atlas_status.md)
- [agentengine atlas voyage-api-key](https://www.mongodb.com/docs/agentengine/cli/agentengine_atlas_voyage-api-key.md)
- [agentengine atlas voyage-api-key list](https://www.mongodb.com/docs/agentengine/cli/agentengine_atlas_voyage-api-key_list.md)
- [agentengine atlas voyage-api-key save](https://www.mongodb.com/docs/agentengine/cli/agentengine_atlas_voyage-api-key_save.md)
- [agentengine auth](https://www.mongodb.com/docs/agentengine/cli/agentengine_auth.md)
- [agentengine auth login](https://www.mongodb.com/docs/agentengine/cli/agentengine_auth_login.md)
- [agentengine auth logout](https://www.mongodb.com/docs/agentengine/cli/agentengine_auth_logout.md)
- [agentengine auth status](https://www.mongodb.com/docs/agentengine/cli/agentengine_auth_status.md)
- [agentengine build](https://www.mongodb.com/docs/agentengine/cli/agentengine_build.md)
- [agentengine build cancel](https://www.mongodb.com/docs/agentengine/cli/agentengine_build_cancel.md)
- [agentengine build list](https://www.mongodb.com/docs/agentengine/cli/agentengine_build_list.md)
- [agentengine build logs](https://www.mongodb.com/docs/agentengine/cli/agentengine_build_logs.md)
- [agentengine build promote](https://www.mongodb.com/docs/agentengine/cli/agentengine_build_promote.md)
- [agentengine build promote get](https://www.mongodb.com/docs/agentengine/cli/agentengine_build_promote_get.md)
- [agentengine completion](https://www.mongodb.com/docs/agentengine/cli/agentengine_completion.md)
- [agentengine completion bash](https://www.mongodb.com/docs/agentengine/cli/agentengine_completion_bash.md)
- [agentengine completion fish](https://www.mongodb.com/docs/agentengine/cli/agentengine_completion_fish.md)
- [agentengine completion powershell](https://www.mongodb.com/docs/agentengine/cli/agentengine_completion_powershell.md)
- [agentengine completion zsh](https://www.mongodb.com/docs/agentengine/cli/agentengine_completion_zsh.md)
- [agentengine context](https://www.mongodb.com/docs/agentengine/cli/agentengine_context.md)
- [agentengine context create](https://www.mongodb.com/docs/agentengine/cli/agentengine_context_create.md)
- [agentengine context current](https://www.mongodb.com/docs/agentengine/cli/agentengine_context_current.md)
- [agentengine context delete](https://www.mongodb.com/docs/agentengine/cli/agentengine_context_delete.md)
- [agentengine context list](https://www.mongodb.com/docs/agentengine/cli/agentengine_context_list.md)
- [agentengine context pin](https://www.mongodb.com/docs/agentengine/cli/agentengine_context_pin.md)
- [agentengine create](https://www.mongodb.com/docs/agentengine/cli/agentengine_create.md)
- [agentengine debug](https://www.mongodb.com/docs/agentengine/cli/agentengine_debug.md)
- [agentengine debug logs](https://www.mongodb.com/docs/agentengine/cli/agentengine_debug_logs.md)
- [agentengine debug logs get](https://www.mongodb.com/docs/agentengine/cli/agentengine_debug_logs_get.md)
- [agentengine debug logs list](https://www.mongodb.com/docs/agentengine/cli/agentengine_debug_logs_list.md)
- [agentengine deploy](https://www.mongodb.com/docs/agentengine/cli/agentengine_deploy.md)
- [agentengine deploy cancel](https://www.mongodb.com/docs/agentengine/cli/agentengine_deploy_cancel.md)
- [agentengine deploy get](https://www.mongodb.com/docs/agentengine/cli/agentengine_deploy_get.md)
- [agentengine deploy list](https://www.mongodb.com/docs/agentengine/cli/agentengine_deploy_list.md)
- [agentengine deploy logs](https://www.mongodb.com/docs/agentengine/cli/agentengine_deploy_logs.md)
- [agentengine dev](https://www.mongodb.com/docs/agentengine/cli/agentengine_dev.md)
- [agentengine dev clean](https://www.mongodb.com/docs/agentengine/cli/agentengine_dev_clean.md)
- [agentengine dev logs](https://www.mongodb.com/docs/agentengine/cli/agentengine_dev_logs.md)
- [agentengine dev mcp](https://www.mongodb.com/docs/agentengine/cli/agentengine_dev_mcp.md)
- [agentengine dev mcp auth](https://www.mongodb.com/docs/agentengine/cli/agentengine_dev_mcp_auth.md)
- [agentengine dev mcp auth login](https://www.mongodb.com/docs/agentengine/cli/agentengine_dev_mcp_auth_login.md)
- [agentengine dev mcp auth status](https://www.mongodb.com/docs/agentengine/cli/agentengine_dev_mcp_auth_status.md)
- [agentengine dev mcp auth upload](https://www.mongodb.com/docs/agentengine/cli/agentengine_dev_mcp_auth_upload.md)
- [agentengine dev restart](https://www.mongodb.com/docs/agentengine/cli/agentengine_dev_restart.md)
- [agentengine dev status](https://www.mongodb.com/docs/agentengine/cli/agentengine_dev_status.md)
- [agentengine dev stop](https://www.mongodb.com/docs/agentengine/cli/agentengine_dev_stop.md)
- [agentengine dev up](https://www.mongodb.com/docs/agentengine/cli/agentengine_dev_up.md)
- [agentengine docs](https://www.mongodb.com/docs/agentengine/cli/agentengine_docs.md)
- [agentengine docs generate](https://www.mongodb.com/docs/agentengine/cli/agentengine_docs_generate.md)
- [agentengine egress](https://www.mongodb.com/docs/agentengine/cli/agentengine_egress.md)
- [agentengine egress clear](https://www.mongodb.com/docs/agentengine/cli/agentengine_egress_clear.md)
- [agentengine egress export](https://www.mongodb.com/docs/agentengine/cli/agentengine_egress_export.md)
- [agentengine egress save](https://www.mongodb.com/docs/agentengine/cli/agentengine_egress_save.md)
- [agentengine init](https://www.mongodb.com/docs/agentengine/cli/agentengine_init.md)
- [agentengine invoke](https://www.mongodb.com/docs/agentengine/cli/agentengine_invoke.md)
- [agentengine logs](https://www.mongodb.com/docs/agentengine/cli/agentengine_logs.md)
- [agentengine logs export](https://www.mongodb.com/docs/agentengine/cli/agentengine_logs_export.md)
- [agentengine memory](https://www.mongodb.com/docs/agentengine/cli/agentengine_memory.md)
- [agentengine memory apply](https://www.mongodb.com/docs/agentengine/cli/agentengine_memory_apply.md)
- [agentengine memory configure](https://www.mongodb.com/docs/agentengine/cli/agentengine_memory_configure.md)
- [agentengine memory status](https://www.mongodb.com/docs/agentengine/cli/agentengine_memory_status.md)
- [agentengine migrate](https://www.mongodb.com/docs/agentengine/cli/agentengine_migrate.md)
- [agentengine migrate sandboxes](https://www.mongodb.com/docs/agentengine/cli/agentengine_migrate_sandboxes.md)
- [agentengine organization](https://www.mongodb.com/docs/agentengine/cli/agentengine_organization.md)
- [agentengine organization get](https://www.mongodb.com/docs/agentengine/cli/agentengine_organization_get.md)
- [agentengine organization list](https://www.mongodb.com/docs/agentengine/cli/agentengine_organization_list.md)
- [agentengine project](https://www.mongodb.com/docs/agentengine/cli/agentengine_project.md)
- [agentengine project get](https://www.mongodb.com/docs/agentengine/cli/agentengine_project_get.md)
- [agentengine project list](https://www.mongodb.com/docs/agentengine/cli/agentengine_project_list.md)
- [agentengine secret](https://www.mongodb.com/docs/agentengine/cli/agentengine_secret.md)
- [agentengine secret delete](https://www.mongodb.com/docs/agentengine/cli/agentengine_secret_delete.md)
- [agentengine secret list](https://www.mongodb.com/docs/agentengine/cli/agentengine_secret_list.md)
- [agentengine secret set](https://www.mongodb.com/docs/agentengine/cli/agentengine_secret_set.md)
- [agentengine secret sync](https://www.mongodb.com/docs/agentengine/cli/agentengine_secret_sync.md)
- [agentengine self-update](https://www.mongodb.com/docs/agentengine/cli/agentengine_self-update.md)
- [agentengine service-account](https://www.mongodb.com/docs/agentengine/cli/agentengine_service-account.md)
- [agentengine service-account create](https://www.mongodb.com/docs/agentengine/cli/agentengine_service-account_create.md)
- [agentengine service-account delete](https://www.mongodb.com/docs/agentengine/cli/agentengine_service-account_delete.md)
- [agentengine service-account get](https://www.mongodb.com/docs/agentengine/cli/agentengine_service-account_get.md)
- [agentengine service-account list](https://www.mongodb.com/docs/agentengine/cli/agentengine_service-account_list.md)
- [agentengine service-account rotate](https://www.mongodb.com/docs/agentengine/cli/agentengine_service-account_rotate.md)
- [agentengine status](https://www.mongodb.com/docs/agentengine/cli/agentengine_status.md)
- [agentengine version](https://www.mongodb.com/docs/agentengine/cli/agentengine_version.md)
- [agentengine workspace](https://www.mongodb.com/docs/agentengine/cli/agentengine_workspace.md)
- [agentengine workspace create](https://www.mongodb.com/docs/agentengine/cli/agentengine_workspace_create.md)
- [agentengine workspace delete](https://www.mongodb.com/docs/agentengine/cli/agentengine_workspace_delete.md)
- [agentengine workspace get](https://www.mongodb.com/docs/agentengine/cli/agentengine_workspace_get.md)
- [agentengine workspace list](https://www.mongodb.com/docs/agentengine/cli/agentengine_workspace_list.md)
- [agentengine workspace sessions](https://www.mongodb.com/docs/agentengine/cli/agentengine_workspace_sessions.md)
- [agentengine workspace sessions list](https://www.mongodb.com/docs/agentengine/cli/agentengine_workspace_sessions_list.md)
- [agentengine workspace sessions stop](https://www.mongodb.com/docs/agentengine/cli/agentengine_workspace_sessions_stop.md)
- [agentengine workspace update](https://www.mongodb.com/docs/agentengine/cli/agentengine_workspace_update.md)
- [Artifact registry validation in the CLI](https://www.mongodb.com/docs/agentengine/cli/artifact-registry-validate.md)
- [Corporate TLS inspection in local ``agentengine dev up``](https://www.mongodb.com/docs/agentengine/cli/corporate-tls.md)
- [Custom artifact source (``AGENTENGINE_IMAGE_SOURCE=custom``)](https://www.mongodb.com/docs/agentengine/cli/custom-artifact-source.md)
- [Environment variables](https://www.mongodb.com/docs/agentengine/cli/environment-variables.md)
- [Public artifacts](https://www.mongodb.com/docs/agentengine/cli/public-artifacts.md)
- [Deploy the Agent](https://www.mongodb.com/docs/agentengine/deploy.md): Learn how to provision secrets, build the agent image, set up Atlas resources, and deploy your agent to the MongoDB Atlas Agent Engine by using the agentengine CLI.
- [Build the Agent Image](https://www.mongodb.com/docs/agentengine/deploy/agent-image.md): Learn how to build an image for your agent to prepare it for deployment. See the syntax for the build command, along with command flags and management commands.
- [Set Up Atlas Resources](https://www.mongodb.com/docs/agentengine/deploy/atlas-setup.md): Learn how to provision Atlas resources for your agent deployment, including service accounts, clusters, database users, secrets, and IP access lists, by using the agentengine atlas setup command.
- [Build from Your Own CI/CD Pipeline](https://www.mongodb.com/docs/agentengine/deploy/ci-cd.md): Learn how to build and deploy an agent from your own CI/CD system by calling platform endpoints to upload source, build, and deploy images.
- [Deploy Your Build](https://www.mongodb.com/docs/agentengine/deploy/deploy-build.md): Learn how to deploy your agent to production after building it. See available command options, view deployment history and status, inspect event logs, and cancel in-flight deployments.
- [Human-in-the-Loop Agent Execution](https://www.mongodb.com/docs/agentengine/deploy/human-in-the-loop.md): Learn how the Atlas Agent Engine pauses an agent run for human review, what reviewers see, and how to resume a suspended execution from the API, CLI, or UI.
- [Invoke an Agent](https://www.mongodb.com/docs/agentengine/deploy/invoke-agent.md): Learn how to invoke a deployed agent on the Atlas Agent Engine by using the CLI or the invocation API. See how to forward custom headers and handle human-in-the-loop review.
- [Provision Cloud Secrets](https://www.mongodb.com/docs/agentengine/deploy/provision-secrets.md): Learn how to securely provision and manage secrets for your agent deployment. See the required and optional secret values. Learn about the command flags.
- [Test Your Agent](https://www.mongodb.com/docs/agentengine/deploy/test.md): Learn how to manually test your agent locally by using the agentengine CLI to inspect responses, debug unexpected behaviors, and iterate on your code before deploying to the platform.
- [Get Started with the Atlas Agent Engine](https://www.mongodb.com/docs/agentengine/get-started.md): Learn how to install the agentengine CLI, scaffold a Hello World agent, run it locally, and deploy it to the MongoDB Atlas Agent Engine using the Anthropic LLM.
- [MongoDB Atlas Agent Engine](https://www.mongodb.com/docs/agentengine/index.md): Learn how to use the MongoDB Atlas Agent Engine to develop, deploy, and manage the full lifecycle of AI agents with enterprise security, governance, and support for leading AI frameworks.
- [Atlas Roles for Project Management](https://www.mongodb.com/docs/agentengine/manage/atlas-agent-roles.md): Learn which Atlas role you need to create, edit, pause, and delete agents, and see how Atlas project and organization roles map to agent management access on the Atlas Agent Engine.
- [Use Content Guardrails](https://www.mongodb.com/docs/agentengine/manage/governance/guardrails.md): Learn how to use the Atlas agent engine guardrails to apply content controls over agent input and output at the project level, including types, propagation, and behavior.
- [Policy Engine](https://www.mongodb.com/docs/agentengine/manage/governance/policy-engine.md): Learn how to use the MongoDB Atlas Agent Engine Policy Engine to apply runtime controls over agent execution at the project level, including policy types, propagation, and enforcement behavior.
- [Inspect Agent Execution Traces](https://www.mongodb.com/docs/agentengine/manage/inspect-traces.md): Learn how to inspect execution traces on the MongoDB Agentic AI Platform. View sessions, runs, and steps to debug latency and errors.
- [Monitor the Agent](https://www.mongodb.com/docs/agentengine/manage/monitor.md): Learn how to monitor your agent's health, performance, and activity by using deployment event logs, the agentengine CLI, and the platform user interface dashboard.
- [Monitor Your Agents in the Atlas Agent Engine UI](https://www.mongodb.com/docs/agentengine/manage/monitoring-ui.md): Learn how to use the Monitoring page in the Atlas Agent Engine UI to track agent health, usage, memory, policy, compute, and networking metrics for projects and workspaces.
- [Set Up a Monorepo](https://www.mongodb.com/docs/agentengine/manage/monorepo.md): Learn how to use a monorepo to manage multiple agents in one repository. See how to define the file structure, configure the monorepo, and initialize the monorepo.
- [Organizations, Projects, and Workspaces](https://www.mongodb.com/docs/agentengine/manage/project-org-workspace.md): Learn how the MongoDB Atlas Agent Engine organizes agents into a three-tier hierarchy, and see guidance on when to use organizations, projects, and workspaces.
- [Manage Organizations, Projects, and Workspaces](https://www.mongodb.com/docs/agentengine/manage/project-org-workspace/manage-project.md): Learn how to use the agentengine CLI to view organizations and projects, manage workspaces and service accounts, and update the CLI.
- [Grant Support Access](https://www.mongodb.com/docs/agentengine/manage/support-access.md): Learn how to grant MongoDB support engineers time-bound, read-only access to your organization's execution logs and data on the MongoDB Atlas Agent Engine.
- [Migrate an Existing LangGraph Agent](https://www.mongodb.com/docs/agentengine/migrate.md): Learn how to migrate a LangGraph agent to the MongoDB Atlas Agent Engine by adding the SDK, wrapping your code with the App class, and registering your project.
- [Manage Network Egress Policies](https://www.mongodb.com/docs/agentengine/network-egress.md): Learn how to control your agent's outbound traffic by declaring egress destinations, setting outbound-access, and applying the policy by deploying your agent.
- [Link Your Atlas Cluster for Network Egress](https://www.mongodb.com/docs/agentengine/network-egress/atlas-cluster-link.md): Learn how to link an Atlas cluster to your workspace so that your deployed agent can reach the cluster through the platform base egress policy, and how to verify the link.
- [Get Started with Network Egress](https://www.mongodb.com/docs/agentengine/network-egress/egress-get-started.md): Learn how to get started controlling your agent's outbound traffic by declaring egress destinations, applying changes, and inspecting your egress policy.
- [Agent Contract Reference](https://www.mongodb.com/docs/agentengine/reference/agent-contract.md): Learn the minimum requirements for running an agent on the Atlas Agent Engine, including required files, the agent.yaml schema, and supported frameworks.
- [MongoDB Atlas Agent Engine Limitations](https://www.mongodb.com/docs/agentengine/reference/limitations.md): Learn about the limitations that apply to the MongoDB Atlas Agent Engine during Public Preview, including scaling, capacity, compute, build, secret, and resource limits.
- [MongoDB Atlas Agent Engine SDK](https://www.mongodb.com/docs/agentengine/sdk.md): Overview of the Atlas Agent Engine SDK, TypeScript and Python client libraries for building AI agents on the platform, with shared runtime and tool contracts.
- [Atlas Agent Engine Python SDKs](https://www.mongodb.com/docs/agentengine/sdk/python.md)
- [agent-engine-runner-shared](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-runner-shared.md)
- [Changelog](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-runner-shared/CHANGELOG.md)
- [agent-engine-runner-shared API reference](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-runner-shared/docs/api.md)
- [agent_engine_runner_shared.agent_config](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-runner-shared/docs/api/agent_config.md)
- [agent_engine_runner_shared.context](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-runner-shared/docs/api/context.md)
- [agent_engine_runner_shared.custom_events](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-runner-shared/docs/api/custom_events.md)
- [agent_engine_runner_shared.guardrails_evaluator.core](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-runner-shared/docs/api/guardrails_evaluator-core.md)
- [agent_engine_runner_shared.metrics](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-runner-shared/docs/api/metrics.md)
- [agent_engine_runner_shared.models](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-runner-shared/docs/api/models.md)
- [agent_engine_runner_shared.progress](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-runner-shared/docs/api/progress.md)
- [agent_engine_runner_shared.runtime](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-runner-shared/docs/api/runtime.md)
- [agent_engine_runner_shared.secure_llm_proxy](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-runner-shared/docs/api/secure_llm_proxy.md)
- [agent_engine_runner_shared.secure_wrapper](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-runner-shared/docs/api/secure_wrapper.md)
- [agent_engine_runner_shared.structured_logging](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-runner-shared/docs/api/structured_logging.md)
- [agent_engine_runner_shared.utils](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-runner-shared/docs/api/utils.md)
- [Compiled connector core](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-runner-shared/src/agent_engine_runner_shared/connectors.md)
- [OpenAPI generator atlas](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-runner-shared/src/agent_engine_runner_shared/connectors/generate.md)
- [Agent Engine SDK ADK](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-sdk-adk.md)
- [agent-engine-sdk-adk API reference](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-sdk-adk/docs/api.md)
- [agent_engine_sdk_adk.agent](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-sdk-adk/docs/api/agent.md)
- [agent_engine_sdk_adk.rewind](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-sdk-adk/docs/api/rewind.md)
- [agent_engine_sdk_adk.runner](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-sdk-adk/docs/api/runner.md)
- [agent_engine_sdk_adk.runtime](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-sdk-adk/docs/api/runtime.md)
- [agent-engine-sdk-langgraph](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-sdk-langgraph.md)
- [Changelog](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-sdk-langgraph/CHANGELOG.md)
- [agent-engine-sdk-langgraph API reference](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-sdk-langgraph/docs/api.md)
- [agent_engine_sdk_langgraph.agent](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-sdk-langgraph/docs/api/agent.md)
- [agent_engine_sdk_langgraph.runtime](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-sdk-langgraph/docs/api/runtime.md)
- [Durable activity identity](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-sdk-langgraph/docs/durable-activity-identity.md)
- [Durable Deep Agent delegation](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-sdk-langgraph/docs/durable-deep-agent.md)
- [Durable LangGraph interrupt and resume](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-sdk-langgraph/docs/durable-interrupts.md)
- [Durable compiled subgraphs](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-sdk-langgraph/docs/durable-subgraphs.md)
- [Session fork vs LangGraph time-travel](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-sdk-langgraph/docs/session-fork.md)
- [agent-engine-sdk-memory](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-sdk-memory.md)
- [agent-engine-sdk-memory API reference](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-sdk-memory/docs/api.md)
- [agent_engine_sdk_memory.errors](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-sdk-memory/docs/api/errors.md)
- [agent_engine_sdk_memory.memory](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-sdk-memory/docs/api/memory.md)
- [agent_engine_sdk_memory.models](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-sdk-memory/docs/api/models.md)
- [agent_engine_sdk_memory.protocol](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-sdk-memory/docs/api/protocol.md)
- [Memory SDK capability matrix](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-sdk-memory/docs/capability-matrix.md)
- [agent-engine-sdk-memory v0.1.0](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-sdk-memory/release-notes/v0.1.0.md)
- [agent-engine-sdk-memory v0.10.0](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-sdk-memory/release-notes/v0.10.0.md)
- [agent-engine-sdk-memory v0.2.0](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-sdk-memory/release-notes/v0.2.0.md)
- [agent-engine-sdk-memory v0.3.0](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-sdk-memory/release-notes/v0.3.0.md)
- [agent-engine-sdk-memory v0.4.0](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-sdk-memory/release-notes/v0.4.0.md)
- [agent-engine-sdk-memory v0.5.0](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-sdk-memory/release-notes/v0.5.0.md)
- [agent-engine-sdk-memory v0.6.0](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-sdk-memory/release-notes/v0.6.0.md)
- [agent-engine-sdk-memory v0.7.0](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-sdk-memory/release-notes/v0.7.0.md)
- [agent-engine-sdk-memory v0.8.0](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-sdk-memory/release-notes/v0.8.0.md)
- [agent-engine-sdk-memory v0.9.0](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-sdk-memory/release-notes/v0.9.0.md)
- [Agent Engine SDK OpenAI Agents](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-sdk-openai-agents.md)
- [Agent Engine SDK](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-sdk.md)
- [Changelog](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-sdk/CHANGELOG.md)
- [agent-engine-sdk API reference](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-sdk/docs/api.md)
- [agent_engine_sdk.app](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-sdk/docs/api/app.md)
- [agent_engine_sdk.interfaces](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-sdk/docs/api/interfaces.md)
- [agent_engine_sdk.models](https://www.mongodb.com/docs/agentengine/sdk/python/packages/agent-engine-sdk/docs/api/models.md)
- [Atlas Agent Engine TypeScript SDKs](https://www.mongodb.com/docs/agentengine/sdk/typescript.md)
- [@mongodb-js/agent-engine-sdk-memory](https://www.mongodb.com/docs/agentengine/sdk/typescript/packages/agent-engine-memory.md)
- [Apache License, Version 2.0](https://www.mongodb.com/docs/agentengine/sdk/typescript/packages/agent-engine-memory/LICENSE.md)
- [@mongodb-js/agent-engine-sdk-memory](https://www.mongodb.com/docs/agentengine/sdk/typescript/packages/agent-engine-memory/docs/api.md)
- [@mongodb-js/agent-engine-sdk-memory Classes](https://www.mongodb.com/docs/agentengine/sdk/typescript/packages/agent-engine-memory/docs/api/classes.md)
- [@mongodb-js/agent-engine-sdk-memory Functions](https://www.mongodb.com/docs/agentengine/sdk/typescript/packages/agent-engine-memory/docs/api/functions.md)
- [@mongodb-js/agent-engine-sdk-memory Interfaces](https://www.mongodb.com/docs/agentengine/sdk/typescript/packages/agent-engine-memory/docs/api/interfaces.md)
- [@mongodb-js/agent-engine-sdk-memory Type Aliases](https://www.mongodb.com/docs/agentengine/sdk/typescript/packages/agent-engine-memory/docs/api/type-aliases.md)
- [@mongodb-js/agent-engine-sdk-memory Variables](https://www.mongodb.com/docs/agentengine/sdk/typescript/packages/agent-engine-memory/docs/api/variables.md)
- [@mongodb-js/agent-engine-runner-shared](https://www.mongodb.com/docs/agentengine/sdk/typescript/packages/agent-engine-runner-shared.md)
- [Changelog](https://www.mongodb.com/docs/agentengine/sdk/typescript/packages/agent-engine-runner-shared/CHANGELOG.md)
- [Apache License, Version 2.0](https://www.mongodb.com/docs/agentengine/sdk/typescript/packages/agent-engine-runner-shared/LICENSE.md)
- [@mongodb-js/agent-engine-runner-shared](https://www.mongodb.com/docs/agentengine/sdk/typescript/packages/agent-engine-runner-shared/docs/api.md)
- [@mongodb-js/agent-engine-runner-shared Classes](https://www.mongodb.com/docs/agentengine/sdk/typescript/packages/agent-engine-runner-shared/docs/api/classes.md)
- [@mongodb-js/agent-engine-runner-shared Enumerations](https://www.mongodb.com/docs/agentengine/sdk/typescript/packages/agent-engine-runner-shared/docs/api/enumerations.md)
- [@mongodb-js/agent-engine-runner-shared Functions](https://www.mongodb.com/docs/agentengine/sdk/typescript/packages/agent-engine-runner-shared/docs/api/functions.md)
- [@mongodb-js/agent-engine-runner-shared Interfaces](https://www.mongodb.com/docs/agentengine/sdk/typescript/packages/agent-engine-runner-shared/docs/api/interfaces.md)
- [@mongodb-js/agent-engine-runner-shared Namespaces](https://www.mongodb.com/docs/agentengine/sdk/typescript/packages/agent-engine-runner-shared/docs/api/namespaces.md)
- [@mongodb-js/agent-engine-runner-shared Type Aliases](https://www.mongodb.com/docs/agentengine/sdk/typescript/packages/agent-engine-runner-shared/docs/api/type-aliases.md)
- [@mongodb-js/agent-engine-runner-shared Variables](https://www.mongodb.com/docs/agentengine/sdk/typescript/packages/agent-engine-runner-shared/docs/api/variables.md)
- [@mongodb-js/agent-engine-sdk-langgraph](https://www.mongodb.com/docs/agentengine/sdk/typescript/packages/agent-engine-sdk-langgraph.md)
- [Changelog](https://www.mongodb.com/docs/agentengine/sdk/typescript/packages/agent-engine-sdk-langgraph/CHANGELOG.md)
- [Apache License, Version 2.0](https://www.mongodb.com/docs/agentengine/sdk/typescript/packages/agent-engine-sdk-langgraph/LICENSE.md)
- [@mongodb-js/agent-engine-sdk-langgraph](https://www.mongodb.com/docs/agentengine/sdk/typescript/packages/agent-engine-sdk-langgraph/docs/api.md)
- [@mongodb-js/agent-engine-sdk-langgraph Classes](https://www.mongodb.com/docs/agentengine/sdk/typescript/packages/agent-engine-sdk-langgraph/docs/api/classes.md)
- [@mongodb-js/agent-engine-sdk-langgraph Functions](https://www.mongodb.com/docs/agentengine/sdk/typescript/packages/agent-engine-sdk-langgraph/docs/api/functions.md)
- [@mongodb-js/agent-engine-sdk-langgraph Interfaces](https://www.mongodb.com/docs/agentengine/sdk/typescript/packages/agent-engine-sdk-langgraph/docs/api/interfaces.md)
- [@mongodb-js/agent-engine-sdk-langgraph References](https://www.mongodb.com/docs/agentengine/sdk/typescript/packages/agent-engine-sdk-langgraph/docs/api/references.md)
- [@mongodb-js/agent-engine-sdk-langgraph Type Aliases](https://www.mongodb.com/docs/agentengine/sdk/typescript/packages/agent-engine-sdk-langgraph/docs/api/type-aliases.md)
- [@mongodb-js/agent-engine-sdk-langgraph Variables](https://www.mongodb.com/docs/agentengine/sdk/typescript/packages/agent-engine-sdk-langgraph/docs/api/variables.md)
- [Session fork vs LangGraph time-travel](https://www.mongodb.com/docs/agentengine/sdk/typescript/packages/agent-engine-sdk-langgraph/docs/session-fork.md)
- [@mongodb-js/agent-engine-sdk](https://www.mongodb.com/docs/agentengine/sdk/typescript/packages/agent-engine-sdk.md)
- [Changelog](https://www.mongodb.com/docs/agentengine/sdk/typescript/packages/agent-engine-sdk/CHANGELOG.md)
- [Apache License, Version 2.0](https://www.mongodb.com/docs/agentengine/sdk/typescript/packages/agent-engine-sdk/LICENSE.md)
- [@mongodb-js/agent-engine-sdk](https://www.mongodb.com/docs/agentengine/sdk/typescript/packages/agent-engine-sdk/docs/api.md)
- [@mongodb-js/agent-engine-sdk Classes](https://www.mongodb.com/docs/agentengine/sdk/typescript/packages/agent-engine-sdk/docs/api/classes.md)
- [@mongodb-js/agent-engine-sdk Functions](https://www.mongodb.com/docs/agentengine/sdk/typescript/packages/agent-engine-sdk/docs/api/functions.md)
- [@mongodb-js/agent-engine-sdk Interfaces](https://www.mongodb.com/docs/agentengine/sdk/typescript/packages/agent-engine-sdk/docs/api/interfaces.md)
- [@mongodb-js/agent-engine-sdk Type Aliases](https://www.mongodb.com/docs/agentengine/sdk/typescript/packages/agent-engine-sdk/docs/api/type-aliases.md)
- [@mongodb-js/agent-engine-sdk Variables](https://www.mongodb.com/docs/agentengine/sdk/typescript/packages/agent-engine-sdk/docs/api/variables.md)