# PraisonAI ## Docs - [Home](https://praison.ai/docs/to-site.md) - [Praison AI](https://praison.ai/docs/index.md) - [Introduction](https://praison.ai/docs/introduction.md) - [Installation](https://praison.ai/docs/installation.md) - [Quick Start](https://praison.ai/docs/quickstart.md) - [Windows SDK Quickstart](https://praison.ai/docs/features/windows-sdk-quickstart.md) - [Quick Install](https://praison.ai/docs/install/quickstart.md) - [macOS Desktop App](https://praison.ai/docs/features/desktop-macos.md) - [Desktop App](https://praison.ai/docs/install/desktop.md) - [Installer Internals](https://praison.ai/docs/install/installer.md) - [Isolation Backends](https://praison.ai/docs/install/isolation-backends.md) - [praisonai upgrade](https://praison.ai/docs/features/praisonai-upgrade.md) - [praisonai uninstall](https://praison.ai/docs/features/praisonai-uninstall.md) - [Update Hint](https://praison.ai/docs/features/praisonai-update-hint.md) - [Agents](https://praison.ai/docs/concepts/agents.md) - [Core Components](https://praison.ai/docs/concepts/core-components.md) - [AgentTeam](https://praison.ai/docs/concepts/agentteam.md) - [AgentFlow](https://praison.ai/docs/concepts/agentflow.md) - [AgentOS](https://praison.ai/docs/concepts/agentos.md) - [PraisonAI Claw](https://praison.ai/docs/concepts/claw.md) - [BotOS](https://praison.ai/docs/concepts/bot-os.md) - [Agent Tasks](https://praison.ai/docs/concepts/tasks.md) - [Agent Process Types](https://praison.ai/docs/concepts/process.md) - [AI Agents with Tools](https://praison.ai/docs/concepts/tools.md) - [AI Agents with Context](https://praison.ai/docs/concepts/context.md) - [AI Agents with Memory](https://praison.ai/docs/concepts/memory.md) - [AI Agents with Knowledge](https://praison.ai/docs/concepts/knowledge.md) - [RAG (Retrieval Augmented Generation)](https://praison.ai/docs/concepts/rag.md) - [Agent Planning](https://praison.ai/docs/concepts/planning.md) - [Agent Reflection](https://praison.ai/docs/concepts/reflection.md) - [Agent Skills](https://praison.ai/docs/concepts/skills.md) - [Agent Hooks](https://praison.ai/docs/concepts/hooks.md) - [Agent Autonomy](https://praison.ai/docs/concepts/autonomy.md) - [Autonomy vs Interactive](https://praison.ai/docs/concepts/autonomy-vs-interactive.md) - [Ralph Loops](https://praison.ai/docs/concepts/ralph-loops.md) - [Agent Output](https://praison.ai/docs/concepts/output.md) - [Agent Execution](https://praison.ai/docs/concepts/execution.md) - [Budget Management](https://praison.ai/docs/concepts/budget.md) - [Agent Caching](https://praison.ai/docs/concepts/caching.md) - [Prompt Templates](https://praison.ai/docs/concepts/templates.md) - [Agent Templates](https://praison.ai/docs/concepts/recipes.md) - [Web](https://praison.ai/docs/concepts/web.md) - [Agent MCP Integration](https://praison.ai/docs/concepts/mcp.md) - [Agent Handoffs](https://praison.ai/docs/concepts/handoffs.md) - [Approval](https://praison.ai/docs/concepts/approval.md) - [Agent Guardrails](https://praison.ai/docs/concepts/guardrails.md) - [Input Handling](https://praison.ai/docs/concepts/input-handling.md) - [Agent Session Management](https://praison.ai/docs/concepts/session-management.md) - [Agent Evaluation](https://praison.ai/docs/concepts/evaluation.md) - [Context / Harness / Loop Engineering](https://praison.ai/docs/concepts/chl-engineering.md) - [Agent Learn](https://praison.ai/docs/concepts/agent-learn.md) - [Agent Train](https://praison.ai/docs/concepts/agent-train.md) - [Learn vs Train](https://praison.ai/docs/concepts/learn-vs-train.md) - [Memory vs Learning](https://praison.ai/docs/concepts/memory-vs-learning.md) - [Context vs Memory](https://praison.ai/docs/concepts/context-vs-memory.md) - [Context vs Knowledge](https://praison.ai/docs/concepts/context-vs-knowledge.md) - [Knowledge vs Memory vs Context vs RAG](https://praison.ai/docs/concepts/knowledge-memory-context-rag.md) - [Store Types](https://praison.ai/docs/concepts/store-types.md) - [Storage Paths](https://praison.ai/docs/concepts/storage-paths.md) - [Hooks vs Callbacks](https://praison.ai/docs/concepts/hooks-vs-callbacks.md) - [Managed Agents](https://praison.ai/docs/concepts/managed-agents.md) - [Local Managed Agents](https://praison.ai/docs/concepts/managed-agents-local.md) - [Docker Compute Agents](https://praison.ai/docs/concepts/managed-agents-docker.md) - [E2B Cloud Agents](https://praison.ai/docs/concepts/managed-agents-e2b.md) - [Modal Compute Agents](https://praison.ai/docs/concepts/managed-agents-modal.md) - [Daytona Workspace Agents](https://praison.ai/docs/concepts/managed-agents-daytona.md) - [Bot vs Gateway](https://praison.ai/docs/concepts/bot-vs-gateway.md) - [Conditional Execution](https://praison.ai/docs/concepts/conditions.md) - [Migration Guide v1.0](https://praison.ai/docs/concepts/migration-v1.md) - [Orchestration](https://praison.ai/docs/concepts/orchestration.md) - [Guides](https://praison.ai/docs/guides/index.md) - [Documentation Style Guide](https://praison.ai/docs/guides/documentation-style-guide.md) - [praisonai-code package migration](https://praison.ai/docs/guides/praisonai-code-migration.md) - [Building a Single Agent](https://praison.ai/docs/guides/single-agent.md) - [Building Multi-Agent Systems](https://praison.ai/docs/guides/multi-agent.md) - [Recipes Guide](https://praison.ai/docs/guides/templates/index.md) - [Create Custom Recipes](https://praison.ai/docs/guides/templates/create-custom-templates.md) - [Use Existing Recipes](https://praison.ai/docs/guides/templates/use-existing-templates.md) - [Add Tools to Recipes](https://praison.ai/docs/guides/templates/add-tools-to-templates.md) - [Manage Recipes](https://praison.ai/docs/guides/templates/manage-templates.md) - [Debug Recipes](https://praison.ai/docs/guides/templates/debug-templates.md) - [Different Ways to Create Recipes](https://praison.ai/docs/guides/templates/different-ways-to-create-templates.md) - [Tools Guide](https://praison.ai/docs/guides/tools/index.md) - [Create Custom Tools](https://praison.ai/docs/guides/tools/create-custom-tools.md) - [Assign Tools to Templates](https://praison.ai/docs/guides/tools/assign-tools-to-templates.md) - [Debug Tools](https://praison.ai/docs/guides/tools/debug-tools.md) - [Different Ways to Create Tools](https://praison.ai/docs/guides/tools/different-ways-to-create-tools.md) - [Remote Tools from GitHub](https://praison.ai/docs/guides/tools/remote-tools-github.md) - [Workflows](https://praison.ai/docs/guides/workflows/index.md) - [Routing Workflow](https://praison.ai/docs/guides/workflows/routing.md) - [Parallel Workflow](https://praison.ai/docs/guides/workflows/parallel.md) - [Sequential Workflow](https://praison.ai/docs/guides/workflows/sequential.md) - [Orchestrator Pattern](https://praison.ai/docs/guides/workflows/orchestrator.md) - [RAG & Knowledge](https://praison.ai/docs/guides/rag/index.md) - [Knowledge Base Setup](https://praison.ai/docs/guides/rag/knowledge-base.md) - [Chunking Strategies](https://praison.ai/docs/guides/rag/chunking.md) - [Retrieval Methods](https://praison.ai/docs/guides/rag/retrieval.md) - [Persistence](https://praison.ai/docs/guides/persistence/index.md) - [Persistence Overview](https://praison.ai/docs/guides/persistence/overview.md) - [Database Setup](https://praison.ai/docs/guides/persistence/databases.md) - [Session Resume](https://praison.ai/docs/guides/persistence/session-resume.md) - [Deployment](https://praison.ai/docs/guides/deployment/index.md) - [Deployment Overview](https://praison.ai/docs/guides/deployment/overview.md) - [Docker Deployment](https://praison.ai/docs/guides/deployment/docker.md) - [Helm Chart (Gateway)](https://praison.ai/docs/features/helm-chart-gateway.md) - [Gateway Troubleshooting](https://praison.ai/docs/guides/troubleshoot-gateway.md) - [Platform Guides](https://praison.ai/docs/guides/platform/index.md) - [Platform Getting Started](https://praison.ai/docs/guides/platform/getting-started.md) - [Platform Quick Tutorial](https://praison.ai/docs/guides/platform/quick-tutorial.md) - [Assign AI Agents to Automate Workflows](https://praison.ai/docs/guides/platform/assign-platform-agents.md) - [Organize with Labels & Dependencies](https://praison.ai/docs/guides/platform/organize-issues.md) - [Recipe Integration Guide](https://praison.ai/docs/guides/recipes/index.md) - [Integration Models Overview](https://praison.ai/docs/guides/recipes/integration-models/index.md) - [Model 1: Embedded SDK](https://praison.ai/docs/guides/recipes/integration-models/embedded-sdk.md) - [Model 2: CLI Invocation](https://praison.ai/docs/guides/recipes/integration-models/cli-invocation.md) - [Model 3: Local HTTP Sidecar](https://praison.ai/docs/guides/recipes/integration-models/local-http-sidecar.md) - [Model 4: Remote Managed Runner](https://praison.ai/docs/guides/recipes/integration-models/remote-managed-runner.md) - [Model 5: Event-Driven](https://praison.ai/docs/guides/recipes/integration-models/event-driven.md) - [Model 6: Plugin Mode](https://praison.ai/docs/guides/recipes/integration-models/plugin-mode.md) - [Personas Overview](https://praison.ai/docs/guides/recipes/personas/index.md) - [App Developer Persona](https://praison.ai/docs/guides/recipes/personas/app-developer.md) - [Platform/DevOps Persona](https://praison.ai/docs/guides/recipes/personas/platform-devops.md) - [Recipe Author Persona](https://praison.ai/docs/guides/recipes/personas/recipe-author.md) - [Integration Models](https://praison.ai/docs/guides/recipes/integration-models.md) - [Use Cases](https://praison.ai/docs/guides/recipes/use-cases.md) - [Personas](https://praison.ai/docs/guides/recipes/personas.md) - [Decision Guide](https://praison.ai/docs/guides/recipes/decision-guide.md) - [Image to Blog Generator](https://praison.ai/docs/recipes/image-to-blog.md) - [URL to Blog Generator](https://praison.ai/docs/recipes/url-to-blog.md) - [Packaging & Bundlers](https://praison.ai/docs/features/packaging.md) - [PraisonAI Desktop](https://praison.ai/docs/features/desktop/index.md) - [Chat & Streaming](https://praison.ai/docs/features/desktop/chat.md) - [Training](https://praison.ai/docs/features/desktop/training.md) - [Conversations, Projects & Search](https://praison.ai/docs/features/desktop/conversations.md) - [Approvals & Safety](https://praison.ai/docs/features/desktop/approvals.md) - [Fine-Tuning](https://praison.ai/docs/features/desktop/fine-tune.md) - [Models & API Keys](https://praison.ai/docs/features/desktop/models.md) - [Settings Reference](https://praison.ai/docs/features/desktop/settings.md) - [Agent Framework](https://praison.ai/docs/features/desktop/frameworks.md) - [MCP Servers](https://praison.ai/docs/features/desktop/mcp.md) - [Data & Privacy](https://praison.ai/docs/features/desktop/data.md) - [Environment Variables](https://praison.ai/docs/features/desktop/environment-variables.md) - [Engine API](https://praison.ai/docs/features/desktop/api.md) - [Headless CLI](https://praison.ai/docs/features/desktop/cli.md) - [First-Run Provisioning](https://praison.ai/docs/features/desktop/first-run.md) - [Window, Menubar & Lifecycle](https://praison.ai/docs/features/desktop/window-and-lifecycle.md) - [Engine, Updates & Diagnostics](https://praison.ai/docs/features/desktop/troubleshooting.md) - [PraisonAI Mobile](https://praison.ai/docs/features/mobile/overview.md) - [Getting Started](https://praison.ai/docs/features/mobile/getting-started.md) - [Mobile Architecture](https://praison.ai/docs/features/mobile/architecture.md) - [Visual Identity](https://praison.ai/docs/features/mobile/visual-identity.md) - [Boot Indicator](https://praison.ai/docs/features/mobile/boot-indicator.md) - [Boot Failures](https://praison.ai/docs/features/mobile/boot-failures.md) - [Mobile Engines](https://praison.ai/docs/features/mobile/engines.md) - [Shell & Adapters](https://praison.ai/docs/features/mobile/shell-and-adapters.md) - [Adapter Conformance](https://praison.ai/docs/features/mobile/adapter-conformance.md) - [Time & Pacing](https://praison.ai/docs/features/mobile/time-and-pacing.md) - [Native Shell (Tauri)](https://praison.ai/docs/features/mobile/native-shell.md) - [Web App (PWA)](https://praison.ai/docs/features/mobile/web-app.md) - [Shipping to iOS and Android](https://praison.ai/docs/features/mobile/shipping-to-stores.md) - [iOS & Android Platform Builds](https://praison.ai/docs/features/mobile/platform-builds.md) - [The 11 Events](https://praison.ai/docs/features/mobile/protocol.md) - [Dropped Events](https://praison.ai/docs/features/mobile/dropped-events.md) - [Errors & Recovery](https://praison.ai/docs/features/mobile/errors-and-recovery.md) - [Persistence & Keys](https://praison.ai/docs/features/mobile/storage-and-secrets.md) - [Native Secrets](https://praison.ai/docs/features/mobile/native-secrets.md) - [Settings Screen](https://praison.ai/docs/features/mobile/settings-screen.md) - [API Keys](https://praison.ai/docs/features/mobile/api-keys.md) - [Chat Recovery](https://praison.ai/docs/features/mobile/chat-recovery.md) - [History & Reopen](https://praison.ai/docs/features/mobile/history-and-reopen.md) - [Follow & Jump-to-Latest](https://praison.ai/docs/features/mobile/follow-and-jump.md) - [Composer Behavior](https://praison.ai/docs/features/mobile/composer-behavior.md) - [Empty Chat](https://praison.ai/docs/features/mobile/empty-chat.md) - [Transcript User Row](https://praison.ai/docs/features/mobile/transcript-user-row.md) - [Route Focus & Announcements](https://praison.ai/docs/features/mobile/route-focus.md) - [Human-in-the-loop on Mobile](https://praison.ai/docs/features/mobile/approvals-and-cancellation.md) - [Locale, Direction & Segmentation](https://praison.ai/docs/features/mobile/i18n-and-a11y.md) - [Capabilities & Gaps](https://praison.ai/docs/features/mobile/capabilities-and-gaps.md) - [Deploy with Docker Compose](https://praison.ai/docs/features/compose-stack.md) - [Scaffold a Deployment Project](https://praison.ai/docs/features/create-templates.md) - [Deploy with praisonai deploy helm](https://praison.ai/docs/features/helm-cli.md) - [Helm Chart (Agents API)](https://praison.ai/docs/features/helm-chart-agents-api.md) - [Deploy to Fly.io](https://praison.ai/docs/features/fly.md) - [Deploy to Railway](https://praison.ai/docs/features/railway.md) - [Deploy to Render](https://praison.ai/docs/features/render.md) - [24/7 Production Minimal Guide](https://praison.ai/docs/guides/deployment/production-minimal.md) - [Industry Templates](https://praison.ai/docs/features/industry-templates/overview.md) - [Manufacturing Template](https://praison.ai/docs/features/industry-templates/manufacturing.md) - [Energy Template](https://praison.ai/docs/features/industry-templates/energy.md) - [Healthcare Template](https://praison.ai/docs/features/industry-templates/healthcare.md) - [Agriculture Template](https://praison.ai/docs/features/industry-templates/agriculture.md) - [Transportation Template](https://praison.ai/docs/features/industry-templates/transportation.md) - [Five-Layer Agent Stack](https://praison.ai/docs/features/five-layer-agent-stack.md) - [OpenAI Quickstart](https://praison.ai/docs/features/openai-quickstart.md) - [Default Framework Change (v1.0.0+)](https://praison.ai/docs/features/framework-default-change.md) - [JS Import Safety & Runtimes](https://praison.ai/docs/features/js-import-safety.md) - [JS Credential Rotation](https://praison.ai/docs/features/js-credential-rotation.md) - [PraisonAI Chat](https://praison.ai/docs/features/chat.md) - [Streaming](https://praison.ai/docs/features/streaming.md) - [Streaming Tool Events](https://praison.ai/docs/features/streaming-tool-events.md) - [Tool Progress Streaming](https://praison.ai/docs/features/tool-progress-streaming.md) - [Deferred & Progress Tools](https://praison.ai/docs/features/deferred-and-progress-tools.md) - [Streaming Progress Feed](https://praison.ai/docs/features/streaming-progress-feed.md) - [Streaming Progress Compositor](https://praison.ai/docs/features/streaming-progress-compositor.md) - [Multimodal Agents](https://praison.ai/docs/features/multimodal.md) - [Multimodal Tool Output](https://praison.ai/docs/features/multimodal-tool-output.md) - [Attachments](https://praison.ai/docs/features/attachments.md) - [Image Generation AI Agents](https://praison.ai/docs/features/image-generation.md) - [Structured AI Agents](https://praison.ai/docs/features/structured.md) - [Mini Agents](https://praison.ai/docs/features/mini.md) - [AutoAgents](https://praison.ai/docs/features/autoagents.md) - [Auto Mode Providers](https://praison.ai/docs/features/auto-generator-providers.md) - [Auto-Generator Safety](https://praison.ai/docs/features/auto-generator-safety.md) - [ACP Safe Edit Pipeline](https://praison.ai/docs/features/acp-safe-edit.md) - [Auto Tool Inventory](https://praison.ai/docs/features/auto-tool-inventory.md) - [Bot Onboarding](https://praison.ai/docs/features/onboard.md) - [First-run Onboarding](https://praison.ai/docs/features/first-run-onboarding.md) - [Local-First Run](https://praison.ai/docs/features/local-first-run.md) - [Keyless Local-First Run](https://praison.ai/docs/features/keyless-local-first-run.md) - [Local Models](https://praison.ai/docs/features/local-models.md) - [Local Model Resolver](https://praison.ai/docs/features/local-model-resolver.md) - [Local Tool Schemas](https://praison.ai/docs/features/local-tool-schemas.md) - [Direct Prompt (One-Shot CLI)](https://praison.ai/docs/features/cli-direct-prompt.md) - [Installation Extras](https://praison.ai/docs/features/installation-extras.md) - [Lean Install (litellm-free)](https://praison.ai/docs/features/lean-install-capabilities.md) - [Upgrade & Uninstall](https://praison.ai/docs/features/upgrade-uninstall.md) - [LLM Endpoint Configuration](https://praison.ai/docs/features/llm-endpoint-config.md) - [Browser & Webview Runtimes](https://praison.ai/docs/features/browser-runtimes.md) - [LLM Gateways](https://praison.ai/docs/features/llm-gateways.md) - [OpenAI-Compatible Server](https://praison.ai/docs/features/openai-compatible-server.md) - [Serve Agents Authentication](https://praison.ai/docs/features/serve-agents-auth.md) - [Agent Invoke Registry](https://praison.ai/docs/features/agent-invoke-registry.md) - [YAML Template Variables](https://praison.ai/docs/features/yaml-template-variables.md) - [Templates](https://praison.ai/docs/features/templates.md) - [Bind-Aware Authentication](https://praison.ai/docs/features/gateway-bind-aware-auth.md) - [Test Documentation](https://praison.ai/docs/features/test-documentation.md) - [Agents](https://praison.ai/docs/features/agents.md) - [Tools](https://praison.ai/docs/features/tools.md) - [Hosted Tools](https://praison.ai/docs/features/hosted-tools.md) - [MCP Integration](https://praison.ai/docs/features/mcp.md) - [Serve Agents](https://praison.ai/docs/features/serve-agents.md) - [AgentOS Chat Session Isolation](https://praison.ai/docs/features/agentos-chat-session-isolation.md) - [Caching](https://praison.ai/docs/features/caching.md) - [Append System Prompt](https://praison.ai/docs/features/append-system-prompt.md) - [Output](https://praison.ai/docs/features/output.md) - [Token Tracking](https://praison.ai/docs/features/token-tracking.md) - [Cost Tracking](https://praison.ai/docs/features/cost-tracking.md) - [Execution](https://praison.ai/docs/features/execution.md) - [Step Budget](https://praison.ai/docs/features/max-steps.md) - [LLM Config](https://praison.ai/docs/features/llm-config.md) - [Agent Model Resolution](https://praison.ai/docs/features/agent-model-resolution.md) - [Tool Config](https://praison.ai/docs/features/tool-config.md) - [Learn (Continuous Learning)](https://praison.ai/docs/features/learn.md) - [Memory](https://praison.ai/docs/features/memory.md) - [Memory Prefetch](https://praison.ai/docs/features/memory-prefetch.md) - [Planning](https://praison.ai/docs/features/planning.md) - [Reflection](https://praison.ai/docs/features/reflection.md) - [Autonomy](https://praison.ai/docs/features/autonomy.md) - [Agent Behaviour Flags in YAML](https://praison.ai/docs/features/yaml-agent-flags.md) - [Goal-Gated Autonomous Loop](https://praison.ai/docs/features/goal-loop.md) - [Runtime](https://praison.ai/docs/features/runtime.md) - [PraisonAI Code CLI](https://praison.ai/docs/features/praisonai-code-cli.md) - [Create Custom Agents](https://praison.ai/docs/features/agent-create.md) - [Agent as Tool](https://praison.ai/docs/features/agent-as-tool.md) - [Agent-Centric API](https://praison.ai/docs/features/agent-centric-api.md) - [Legacy Agent Parameters](https://praison.ai/docs/features/agent-legacy-params.md) - [Model Parameter](https://praison.ai/docs/features/model-parameter.md) - [Introspection](https://praison.ai/docs/features/introspection.md) - [Knowledge Source Types](https://praison.ai/docs/features/knowledge-source-types.md) - [Parity Notices](https://praison.ai/docs/features/typescript-parity-notices.md) - [Reasoning Models](https://praison.ai/docs/features/reasoning-models.md) - [Reasoning Agents](https://praison.ai/docs/features/reasoning.md) - [Reasoning Extract Agents](https://praison.ai/docs/features/reasoning-extract.md) - [Generate Synthetic Reasoning Data Agents](https://praison.ai/docs/features/generate-reasoning.md) - [Self Reflection](https://praison.ai/docs/features/selfreflection.md) - [Model Router System](https://praison.ai/docs/features/model-router.md) - [LLM-as-Judge](https://praison.ai/docs/features/llm-as-judge.md) - [Code Execution AI Agent](https://praison.ai/docs/features/codeagent.md) - [Math AI Agent](https://praison.ai/docs/features/mathagent.md) - [Scientific Writer Agent](https://praison.ai/docs/features/scientific-writer-agent.md) - [Meeting Notes Agent](https://praison.ai/docs/features/meeting-notes-agent.md) - [Message Steering](https://praison.ai/docs/features/message-steering.md) - [Messaging Bots](https://praison.ai/docs/features/messaging-bots.md) - [Bot Reply Delivery Reliability](https://praison.ai/docs/features/bot-reply-delivery-reliability.md) - [Webhook Verification](https://praison.ai/docs/features/webhook-verification.md) - [Webhook Channel](https://praison.ai/docs/features/webhook-channel.md) - [Channel Capabilities](https://praison.ai/docs/features/channel-capabilities.md) - [Gateway Threads](https://praison.ai/docs/features/gateway-threads.md) - [Gateway Live Session Handoff](https://praison.ai/docs/features/gateway-live-handoff.md) - [Send Policy](https://praison.ai/docs/features/send-policy.md) - [Multi-Channel Bots](https://praison.ai/docs/features/multi-channel-bots.md) - [Local (Terminal) Channel](https://praison.ai/docs/features/local-channel.md) - [Email Bot](https://praison.ai/docs/features/email-bot.md) - [Agent Registry](https://praison.ai/docs/features/agent-registry.md) - [Outbound Media Delivery](https://praison.ai/docs/features/outbound-media-delivery.md) - [Linear Bot](https://praison.ai/docs/features/linear-bot.md) - [Automation Suggestions & Blueprints](https://praison.ai/docs/features/automation-suggestions.md) - [Gateway Channel Directory](https://praison.ai/docs/features/gateway-channel-directory.md) - [Per-Chat Session Scope](https://praison.ai/docs/features/per-chat-session-scope.md) - [Bot Temporal Grounding](https://praison.ai/docs/features/bot-temporal-grounding.md) - [Visible-Outcome Guarantee](https://praison.ai/docs/features/visible-outcome-guarantee.md) - [Message Presentation & Inline Keyboards](https://praison.ai/docs/features/message-presentation.md) - [Table & Chart Blocks](https://praison.ai/docs/features/table-chart-blocks.md) - [Poll Blocks](https://praison.ai/docs/features/poll-blocks.md) - [Delivery Config](https://praison.ai/docs/features/delivery-config.md) - [Inbound Dead-Letter Queue](https://praison.ai/docs/features/inbound-dlq.md) - [Inbound Journal](https://praison.ai/docs/features/inbound-journal.md) - [Long-Running Bots](https://praison.ai/docs/features/long-running-bots.md) - [Durable Outbound Delivery](https://praison.ai/docs/features/durable-outbound-delivery.md) - [Durable Outbound Delivery](https://praison.ai/docs/features/durable-delivery.md) - [Push Delivery Store](https://praison.ai/docs/features/gateway-push-delivery-store.md) - [Outbound Resilience](https://praison.ai/docs/features/outbound-resilience.md) - [Outbound Ordering](https://praison.ai/docs/features/outbound-ordering.md) - [Dead-Target Registry](https://praison.ai/docs/features/dead-target-registry.md) - [Send Error Taxonomy](https://praison.ai/docs/features/send-error-taxonomy.md) - [Undelivered Message Notice](https://praison.ai/docs/features/undelivered-messages.md) - [Platform-Aware Agents](https://praison.ai/docs/features/platform-aware-agents.md) - [Interactive Bot Actions](https://praison.ai/docs/features/interactive-bot-actions.md) - [In-Session Code Review & Security Review](https://praison.ai/docs/features/interactive-code-review.md) - [Shell Escape](https://praison.ai/docs/features/interactive-shell-escape.md) - [Ask a Side Question with /btw](https://praison.ai/docs/features/btw-side-question.md) - [Interactive Callback Payload Store](https://praison.ai/docs/features/interactive-callback-store.md) - [Proactive Delivery](https://praison.ai/docs/features/proactive-delivery.md) - [Cross-Platform Sessions](https://praison.ai/docs/features/cross-platform-mirror.md) - [Real-Time Push Notifications](https://praison.ai/docs/features/push-notifications.md) - [Per-Platform Display Policy](https://praison.ai/docs/features/display-policy.md) - [Host Integration](https://praison.ai/docs/features/host-integration.md) - [UI Presets](https://praison.ai/docs/features/ui-presets.md) - [Integration Patterns](https://praison.ai/docs/features/integration-patterns.md) - [Integration Dashboard Pages](https://praison.ai/docs/features/integration-dashboard-pages.md) - [AIUI Backend Injection](https://praison.ai/docs/features/aiui-backends.md) - [Channels Gateway](https://praison.ai/docs/features/channels-gateway.md) - [Context Files](https://praison.ai/docs/features/context-files.md) - [Instruction Sources](https://praison.ai/docs/features/instruction-sources.md) - [Gateway](https://praison.ai/docs/features/gateway.md) - [Gateway Liveness](https://praison.ai/docs/features/gateway-liveness.md) - [Gateway Tiered Diagnostics](https://praison.ai/docs/features/gateway-tiered-diagnostics.md) - [Gateway Diagnostics Export](https://praison.ai/docs/features/gateway-diagnostics-export.md) - [L3 Dashboard Pages](https://praison.ai/docs/features/l3-dashboard-pages.md) - [Undelivered-Message Notice](https://praison.ai/docs/features/gateway-undelivered-notice.md) - [Correlation IDs](https://praison.ai/docs/features/correlation-ids.md) - [Extensible Gateway Doctor](https://praison.ai/docs/features/gateway-doctor-plugins.md) - [Durable Long-Poll Delivery](https://praison.ai/docs/features/gateway-durable-polling.md) - [Redis Pub/Sub Outage Handling](https://praison.ai/docs/features/gateway-redis-pubsub-resilience.md) - [Autonomous Loops](https://praison.ai/docs/features/autonomy-loop.md) - [Autonomy Budget](https://praison.ai/docs/features/autonomy-budget.md) - [Tool Circuit Breaker](https://praison.ai/docs/features/tool-circuit-breaker.md) - [Agent Lifecycle Cleanup](https://praison.ai/docs/features/agent-lifecycle-cleanup.md) - [Prompt Injection Protection](https://praison.ai/docs/features/prompt-injection-protection.md) - [Inter-Agent Provenance](https://praison.ai/docs/features/inter-agent-provenance.md) - [Sender Attribution Sanitisation](https://praison.ai/docs/features/prompt-attribution-neutralisation.md) - [Untrusted Request Fencing](https://praison.ai/docs/features/untrusted-request-fencing.md) - [Protected Paths](https://praison.ai/docs/features/protected-paths.md) - [File Tool Workspace Confinement](https://praison.ai/docs/features/file-tools-workspace-confinement.md) - [Run Python](https://praison.ai/docs/features/run-python.md) - [Audit Logging](https://praison.ai/docs/features/audit-logging.md) - [Tool Search](https://praison.ai/docs/features/tool-search.md) - [Toolsets](https://praison.ai/docs/features/toolsets.md) - [OpenAPI Toolset](https://praison.ai/docs/features/openapi-toolset.md) - [Model-Family Harness](https://praison.ai/docs/features/model-harness.md) - [Allowed Tools](https://praison.ai/docs/features/allowed-tools.md) - [Failover](https://praison.ai/docs/features/failover.md) - [Quota Coordinator](https://praison.ai/docs/features/quota-coordinator.md) - [Fail-Loud Defaults](https://praison.ai/docs/features/fail-loud-defaults.md) - [Reliability](https://praison.ai/docs/features/reliability.md) - [Reliability Guarantees](https://praison.ai/docs/features/reliability-guarantees.md) - [Sandbox](https://praison.ai/docs/features/sandbox.md) - [Placement — where does my agent run?](https://praison.ai/docs/features/placement.md) - [Where Your Agent Runs](https://praison.ai/docs/features/where-does-it-run.md) - [Sandbox Guarantees](https://praison.ai/docs/features/sandbox-guarantees.md) - [OS Sandbox](https://praison.ai/docs/features/os-sandbox.md) - [PRAISON_SHELL Modes](https://praison.ai/docs/features/praison-shell.md) - [Code Execution with Tools](https://praison.ai/docs/features/code-execution-with-tools.md) - [Sandbox Backends](https://praison.ai/docs/features/sandbox-backends.md) - [praisonai-sandbox Package](https://praison.ai/docs/features/praisonai-sandbox-package.md) - [Novita Sandbox](https://praison.ai/docs/features/novita-sandbox.md) - [Cloud Provider Registry](https://praison.ai/docs/features/cloud-provider-registry.md) - [External CLI Integrations](https://praison.ai/docs/features/external-cli-integrations.md) - [CLI Backend Protocol](https://praison.ai/docs/features/cli-backend-protocol.md) - [Runtime Selection](https://praison.ai/docs/features/runtime-selection.md) - [CLI Configuration](https://praison.ai/docs/features/cli-configuration.md) - [Env Config Injection](https://praison.ai/docs/features/env-config-injection.md) - [XDG Base Directories](https://praison.ai/docs/features/xdg-base-directories.md) - [Editor Support](https://praison.ai/docs/features/editor-support.md) - [Single-Source Project Config](https://praison.ai/docs/features/single-source-config.md) - [Managed Config](https://praison.ai/docs/features/managed-config.md) - [Prepared Turn Context](https://praison.ai/docs/features/prepared-turn-context.md) - [Runtime Capabilities](https://praison.ai/docs/features/runtime-capabilities.md) - [Runtime Config Migration](https://praison.ai/docs/features/doctor-runtime-migration.md) - [Extensible Doctor Rules](https://praison.ai/docs/features/extensible-doctor.md) - [Optional Dependencies Check](https://praison.ai/docs/features/doctor-optional-deps.md) - [Runtime Preflight](https://praison.ai/docs/features/runtime-preflight.md) - [External Agents in UI](https://praison.ai/docs/features/external-agents-ui.md) - [Resource Lifecycle](https://praison.ai/docs/features/resource-lifecycle.md) - [Agent Cloning](https://praison.ai/docs/features/agent-cloning.md) - [praisonai-browser Package](https://praison.ai/docs/features/praisonai-browser-package.md) - [Browser Agent Module](https://praison.ai/docs/features/browser-agent.md) - [Browser Agent Deep Dive](https://praison.ai/docs/features/browser-agent-deep-dive.md) - [Offline & CI Install](https://praison.ai/docs/features/offline-and-ci-install.md) - [Browser Extension Architecture](https://praison.ai/docs/features/browser/extension-architecture.md) - [Workflows](https://praison.ai/docs/features/workflows.md) - [Workflow Diagram](https://praison.ai/docs/features/workflow-diagram.md) - [Workflow Checkpoint & Resume](https://praison.ai/docs/features/workflow-checkpoint-resume.md) - [Workflow Discussion (N-Agent Conversation Loop)](https://praison.ai/docs/features/workflow-discussion.md) - [Workflow Patterns](https://praison.ai/docs/features/workflow-patterns.md) - [Specialised Agents](https://praison.ai/docs/features/specialized-agents.md) - [Multi-Agent Media Pipelines](https://praison.ai/docs/features/multi-agent-pipelines.md) - [Multi-Agent Output](https://praison.ai/docs/features/multi-agent-output.md) - [Agentic Orchestrator Worker](https://praison.ai/docs/features/orchestrator-worker.md) - [Spawn & Announce](https://praison.ai/docs/features/spawn-announce.md) - [Multi-Agent Hooks](https://praison.ai/docs/features/multi-agent-hooks.md) - [Human-in-the-Loop Review](https://praison.ai/docs/features/human-in-the-loop-review.md) - [Multi-Agent Execution](https://praison.ai/docs/features/multi-agent-execution.md) - [Multi-Agent Planning](https://praison.ai/docs/features/multi-agent-planning.md) - [Multi-Agent Memory](https://praison.ai/docs/features/multi-agent-memory.md) - [AgentTeam Batch Runs](https://praison.ai/docs/features/agentteam-batch.md) - [Where Each Option Belongs](https://praison.ai/docs/features/agentteam-parameter-scope.md) - [AgentTeam Supported Params](https://praison.ai/docs/features/agentteam-supported-params.md) - [Container Default LLM](https://praison.ai/docs/features/container-default-llm.md) - [Handoff Filters](https://praison.ai/docs/features/handoff-filters.md) - [Agentic Routing](https://praison.ai/docs/features/routing.md) - [Conditional Execution](https://praison.ai/docs/features/conditions.md) - [Conditional Branching](https://praison.ai/docs/features/conditional-branching.md) - [Markdown Workflow Branches](https://praison.ai/docs/features/markdown-workflow-branches.md) - [Workflow Routing](https://praison.ai/docs/features/workflow-routing.md) - [Workflow Validation Loop](https://praison.ai/docs/features/workflow-validation.md) - [Agentic Autonomous Workflow](https://praison.ai/docs/features/autonomous-workflow.md) - [Agentic Parallelisation](https://praison.ai/docs/features/parallelisation.md) - [Workflow Parallel Execution](https://praison.ai/docs/features/workflow-parallel.md) - [Error Handling](https://praison.ai/docs/features/workflow-error-handling.md) - [Workflow Error Recovery](https://praison.ai/docs/features/workflow-error-recovery.md) - [Workflow Error Handling](https://praison.ai/docs/features/workflow-errors.md) - [Agentic Prompt Chaining](https://praison.ai/docs/features/promptchaining.md) - [Execution & Extension Systems](https://praison.ai/docs/features/execution-systems.md) - [Repetitive Agents](https://praison.ai/docs/features/repetitive.md) - [Loop Tasks](https://praison.ai/docs/features/loop-tasks.md) - [Workflow Loop Processing](https://praison.ai/docs/features/workflow-loop.md) - [Workflow Repeat (Evaluator-Optimizer)](https://praison.ai/docs/features/workflow-repeat.md) - [YAML Workflows](https://praison.ai/docs/features/yaml-workflows.md) - [Job Workflows](https://praison.ai/docs/features/job-workflows.md) - [YAML Configuration Reference](https://praison.ai/docs/features/yaml-configuration-reference.md) - [YAML Validation](https://praison.ai/docs/features/yaml-validation.md) - [Editor Autocomplete for agents.yaml](https://praison.ai/docs/features/editor-autocomplete.md) - [Workflow YAML Framework Field](https://praison.ai/docs/features/workflow-yaml-framework-field.md) - [Agentic Evaluator Optimizer](https://praison.ai/docs/features/evaluator-optimiser.md) - [Custom Actions](https://praison.ai/docs/features/custom-actions.md) - [Handler Tasks](https://praison.ai/docs/features/handler-tasks.md) - [Output Variables](https://praison.ai/docs/features/task-output-variables.md) - [Hybrid Workflows](https://praison.ai/docs/features/hybrid-workflows.md) - [Modular Recipes](https://praison.ai/docs/features/modular-recipes.md) - [Nested Workflows](https://praison.ai/docs/features/nested-workflows.md) - [Hierarchical Workflows](https://praison.ai/docs/features/workflow-hierarchical.md) - [Evaluation Loop](https://praison.ai/docs/eval/evaluation-loop.md) - [Evaluation Suite](https://praison.ai/docs/features/eval-suite.md) - [Run Fingerprint](https://praison.ai/docs/features/eval-run-fingerprint.md) - [Eval Datasets](https://praison.ai/docs/features/eval-datasets.md) - [Loop Evaluator](https://praison.ai/docs/features/loop-evaluator.md) - [Judge](https://praison.ai/docs/eval/judge.md) - [Recipe Judge](https://praison.ai/docs/eval/recipe-judge.md) - [Context Evaluator](https://praison.ai/docs/features/context-evaluator.md) - [Harness Evaluator](https://praison.ai/docs/features/harness-evaluator.md) - [EvalPort Adapter](https://praison.ai/docs/features/evalport-adapter.md) - [Safety Evaluation](https://praison.ai/docs/features/safety-eval.md) - [Media Evaluator](https://praison.ai/docs/features/media-evaluator.md) - [Goal Engineering](https://praison.ai/docs/features/goal-engineering.md) - [Terminal-Bench Integration](https://praison.ai/docs/features/terminal-bench.md) - [Agent Max Budget](https://praison.ai/docs/features/agent-max-budget.md) - [Subscription Auth](https://praison.ai/docs/features/subscription-auth.md) - [Approval](https://praison.ai/docs/features/approval.md) - [Tool Approval](https://praison.ai/docs/features/tool-requires-approval.md) - [API Vocabulary](https://praison.ai/docs/features/api-vocabulary.md) - [Computer Use Tools](https://praison.ai/docs/features/computer-use-tools.md) - [Reusable Approval Scopes](https://praison.ai/docs/features/reusable-approval-scopes.md) - [Approval Backends](https://praison.ai/docs/features/approval-backends.md) - [Secure Approval Backend](https://praison.ai/docs/features/approval-secure-backend.md) - [AgentApproval Prompt-Injection Hardening](https://praison.ai/docs/features/approval-agent-hardening.md) - [Durable Approvals](https://praison.ai/docs/features/durable-approvals.md) - [Telegram Durable Approval](https://praison.ai/docs/features/telegram-durable-approval.md) - [Media Albums](https://praison.ai/docs/features/telegram-media-albums.md) - [Turn Completion Notes](https://praison.ai/docs/features/turn-completion-notes.md) - [Gateway Approval Durability](https://praison.ai/docs/features/gateway-approval-durability.md) - [Core Controls](https://praison.ai/docs/features/core-controls.md) - [Async Tool Safety](https://praison.ai/docs/features/async-tool-safety.md) - [Tool Call Executor Timeout](https://praison.ai/docs/features/tool-call-executor-timeout.md) - [Concurrency](https://praison.ai/docs/features/concurrency.md) - [Tool Retry Policy](https://praison.ai/docs/features/tool-retry-policy.md) - [Tool Retry & Backoff](https://praison.ai/docs/features/tool-retry-backoff.md) - [Agent Retry](https://praison.ai/docs/features/agent-retry.md) - [OpenAI Client Retries](https://praison.ai/docs/features/openai-client-retries.md) - [Guardrails](https://praison.ai/docs/features/guardrails.md) - [Per-Tool Guardrails](https://praison.ai/docs/features/per-tool-guardrails.md) - [Loop Guardrails](https://praison.ai/docs/features/loop-guardrails.md) - [Non-Fatal Errors](https://praison.ai/docs/features/non-fatal-errors.md) - [Error Handling](https://praison.ai/docs/features/error-handling.md) - [Structured LLM Errors](https://praison.ai/docs/features/structured-llm-errors.md) - [LLM Error Classification](https://praison.ai/docs/features/llm-error-classification.md) - [Replay-Safe Retries](https://praison.ai/docs/features/replay-safe-retries.md) - [Task Retry Policy](https://praison.ai/docs/features/task-retry-policy.md) - [Security Environment Variables](https://praison.ai/docs/features/security-environment-variables.md) - [Tool Resolver](https://praison.ai/docs/features/tool-resolver.md) - [Load Tools From a Python Module](https://praison.ai/docs/features/module-tool-extraction.md) - [Tool Resolution](https://praison.ai/docs/features/tool-resolution.md) - [Tool Call Self-Repair](https://praison.ai/docs/features/tool-call-self-repair.md) - [Tool Source Registry](https://praison.ai/docs/features/tool-source-registry.md) - [tools add](https://praison.ai/docs/features/tools-add.md) - [Tool Discovery Order](https://praison.ai/docs/features/tool-discovery-order.md) - [Local Tools Loading](https://praison.ai/docs/features/local-tools-loading.md) - [Project-Local Tools](https://praison.ai/docs/features/project-local-tools.md) - [Tool Output Store](https://praison.ai/docs/features/tool-output-store.md) - [Tool Output Spill](https://praison.ai/docs/features/tool-output-spill.md) - [Compact Tool Output](https://praison.ai/docs/features/compact-tool-output.md) - [Multi-Agent Context Safety](https://praison.ai/docs/features/multi-agent-context-safety.md) - [Workspace Isolation](https://praison.ai/docs/features/workspace-isolation.md) - [Isolated Runs (--worktree)](https://praison.ai/docs/features/cli-worktree-isolation.md) - [Run in an Isolated Worktree](https://praison.ai/docs/features/run-worktree.md) - [Rules & Instructions](https://praison.ai/docs/features/rules.md) - [Custom Agents, Commands & Tools](https://praison.ai/docs/features/custom-agents-commands.md) - [Agent Presets & Modes](https://praison.ai/docs/features/agent-presets-and-modes.md) - [Policy Engine](https://praison.ai/docs/features/policy-engine.md) - [Quality Checking](https://praison.ai/docs/features/quality-checking.md) - [Safe Math Eval in Custom Tools](https://praison.ai/docs/features/custom-tool-safe-eval.md) - [Dynamic Judge](https://praison.ai/docs/features/dynamic-judge.md) - [Task Validation & Feedback](https://praison.ai/docs/features/task-validation-feedback.md) - [Run Outcome](https://praison.ai/docs/features/run-outcome.md) - [Agent Run Outcomes](https://praison.ai/docs/features/agent-run-outcomes.md) - [Declarative Permissions](https://praison.ai/docs/features/declarative-permissions.md) - [Permissions Module](https://praison.ai/docs/features/permissions.md) - [Command-Aware Permissions](https://praison.ai/docs/features/command-aware-permissions.md) - [Workspace Boundary](https://praison.ai/docs/features/workspace-boundary.md) - [Secret File Read Gate](https://praison.ai/docs/features/secret-read-gate.md) - [Permission Modes](https://praison.ai/docs/features/permission-modes.md) - [MCP SSE Security](https://praison.ai/docs/features/mcp-sse-security.md) - [Interactive Tool Approval](https://praison.ai/docs/features/interactive-approval.md) - [Plan Approval Callback](https://praison.ai/docs/features/plan-approval-callback.md) - [Interactive Callback Authorization](https://praison.ai/docs/features/interactive-callback-authorization.md) - [Escalation Pipeline](https://praison.ai/docs/features/escalation-pipeline.md) - [Loop Guard](https://praison.ai/docs/features/loop-guard.md) - [Loop Detection](https://praison.ai/docs/features/doom-loop-detection.md) - [Escalation Doom-Loop Detection](https://praison.ai/docs/features/escalation-doom-loop.md) - [Heartbeat](https://praison.ai/docs/features/heartbeat.md) - [Subagent Delegation](https://praison.ai/docs/features/subagent-delegation.md) - [Named Subagents](https://praison.ai/docs/features/named-subagents.md) - [Subagent Tool](https://praison.ai/docs/features/subagent-tool.md) - [Delegate Task Tool](https://praison.ai/docs/features/delegate-task.md) - [Named Agent Delegation](https://praison.ai/docs/features/named-agent-delegation.md) - [CLI Subagent Delegation](https://praison.ai/docs/features/cli-subagent-delegation.md) - [Delegation & HITL Limitations](https://praison.ai/docs/features/delegation-hitl-limitations.md) - [Managed Config Layer](https://praison.ai/docs/features/managed-config-layer.md) - [JOB_COMPLETED Hook](https://praison.ai/docs/features/job-completed-hook.md) - [Recursive Context](https://praison.ai/docs/features/recursive-context.md) - [Hierarchical Configuration](https://praison.ai/docs/features/hierarchical-config.md) - [Hierarchical Process](https://praison.ai/docs/features/hierarchical-process.md) - [Tool Timeouts & Cancellation](https://praison.ai/docs/features/tool-timeout.md) - [Cooperative Tool Cancellation](https://praison.ai/docs/features/cooperative-tool-cancellation.md) - [Advanced Features Module](https://praison.ai/docs/features/advanced-features.md) - [Approval Protocol](https://praison.ai/docs/features/approval-protocol.md) - [Safe Tools by Default](https://praison.ai/docs/features/safe-tools-by-default.md) - [Security](https://praison.ai/docs/security.md) - [Cloud-Native Serverless Databases](https://praison.ai/docs/features/cloud-databases.md) - [Neon Serverless PostgreSQL](https://praison.ai/docs/features/neon.md) - [Supabase Database](https://praison.ai/docs/features/supabase.md) - [Turso Edge Database](https://praison.ai/docs/features/turso.md) - [CockroachDB Serverless](https://praison.ai/docs/features/cockroachdb.md) - [Xata Serverless Database](https://praison.ai/docs/features/xata.md) - [Where Platform Lives](https://praison.ai/docs/features/platform/where-platform-lives.md) - [Assign Work to AI Agents](https://praison.ai/docs/features/assign-agents.md) - [Issue Dependencies](https://praison.ai/docs/features/platform/dependencies.md) - [Data Model](https://praison.ai/docs/features/platform/data-model.md) - [Platform Custom Exceptions](https://praison.ai/docs/features/platform/exceptions.md) - [Platform Authentication](https://praison.ai/docs/features/platform/authentication.md) - [Platform Workspace Management](https://praison.ai/docs/features/platform/workspaces.md) - [Team Members & RBAC](https://praison.ai/docs/features/platform/members.md) - [Platform Project Management](https://praison.ai/docs/features/platform/projects.md) - [Platform Issue Tracking](https://praison.ai/docs/features/platform/issues.md) - [Human-Readable Issue IDs](https://praison.ai/docs/features/platform/issue-ids.md) - [Platform Comments & Threaded Replies](https://praison.ai/docs/features/platform/comments.md) - [Platform Agent Management](https://praison.ai/docs/features/platform/agents.md) - [Platform Labels](https://praison.ai/docs/features/platform/labels.md) - [Platform Activity Log](https://praison.ai/docs/features/platform/activity-log.md) - [Platform Pagination](https://praison.ai/docs/features/platform/pagination.md) - [Platform Python SDK Client](https://praison.ai/docs/features/platform/sdk-client.md) - [Platform Client SDK Testing](https://praison.ai/docs/features/platform-client-sdk-testing.md) - [Platform /me Endpoint Bugfix](https://praison.ai/docs/features/platform/auth-me-endpoint-fix.md) - [API Route RBAC Enforcement](https://praison.ai/docs/features/platform/rbac-enforcement.md) - [Platform Authentication Configuration](https://praison.ai/docs/features/platform/auth-configuration.md) - [Platform SDK Client](https://praison.ai/docs/features/platform-sdk.md) - [Platform Python SDK](https://praison.ai/docs/features/platform-python-sdk.md) - [CLI OAuth Login](https://praison.ai/docs/features/cli-oauth-login.md) - [Configuration File](https://praison.ai/docs/features/config-file.md) - [Code Migration](https://praison.ai/docs/features/migrate.md) - [Platform Labels](https://praison.ai/docs/features/platform-labels.md) - [Platform CLI](https://praison.ai/docs/features/platform/cli.md) - [Project AGENTS.md](https://praison.ai/docs/features/project-agents-md.md) - [Runtime Configuration](https://praison.ai/docs/features/runtime-config.md) - [Sessions & Remote Agents](https://praison.ai/docs/features/sessions.md) - [Session Rename](https://praison.ai/docs/features/session-rename.md) - [Session Forking](https://praison.ai/docs/features/session-forking.md) - [Project-Scoped Sessions](https://praison.ai/docs/features/project-sessions.md) - [YAML / Team Session Continuity](https://praison.ai/docs/features/yaml-session-continuity.md) - [Team Checkpoint & Resume](https://praison.ai/docs/features/team-checkpoint-resume.md) - [Session Visual Replay](https://praison.ai/docs/features/session-visual-replay.md) - [Session Model Restore](https://praison.ai/docs/features/session-model-restore.md) - [Session Persistence](https://praison.ai/docs/features/session-persistence.md) - [Session Store Protocol](https://praison.ai/docs/features/session-protocol.md) - [Session Hierarchy](https://praison.ai/docs/features/session-hierarchy.md) - [Session Store](https://praison.ai/docs/features/session-store.md) - [Encrypted Session Store](https://praison.ai/docs/features/encrypted-session-store.md) - [Session Mirror](https://praison.ai/docs/features/session-mirror.md) - [SQLite Transcript Store](https://praison.ai/docs/features/sqlite-transcript-store.md) - [Cross-Session Recall](https://praison.ai/docs/features/cross-session-recall.md) - [Session Runtime State](https://praison.ai/docs/features/session-runtime-state.md) - [Stateful Agents](https://praison.ai/docs/features/stateful-agents.md) - [Checkpoints](https://praison.ai/docs/features/checkpoints.md) - [Bounded Learning](https://praison.ai/docs/features/learning-retention.md) - [Database Persistence](https://praison.ai/docs/features/database-persistence.md) - [Advanced Memory System](https://praison.ai/docs/features/advanced-memory.md) - [Vector Store](https://praison.ai/docs/features/vector-store.md) - [Prompt Caching](https://praison.ai/docs/features/prompt-caching.md) - [Memory Advanced Search](https://praison.ai/docs/features/memory-advanced-search.md) - [Memory Troubleshooting](https://praison.ai/docs/features/memory-troubleshooting.md) - [RAG Scoping & Filtering](https://praison.ai/docs/features/rag-scoping.md) - [Knowledge Search Results](https://praison.ai/docs/features/knowledge-search-results.md) - [Async Knowledge Retrieval](https://praison.ai/docs/features/async-knowledge-retrieval.md) - [Async Safety](https://praison.ai/docs/features/async-safety.md) - [Platform Workspace Context](https://praison.ai/docs/features/platform-workspace-context.md) - [Context Compaction](https://praison.ai/docs/features/context-compaction.md) - [Context Compaction Policy](https://praison.ai/docs/features/context-compaction-policy.md) - [Session Handoff](https://praison.ai/docs/features/session-handoff.md) - [Pre-Compaction Memory Flush](https://praison.ai/docs/features/pre-compaction-memory-flush.md) - [Compacted Session Resume](https://praison.ai/docs/features/session-compaction-checkpoint.md) - [Context Window Management](https://praison.ai/docs/features/context-window-management.md) - [File Snapshot Module](https://praison.ai/docs/features/file-snapshot.md) - [Injected State](https://praison.ai/docs/features/injected-state.md) - [Context Replay](https://praison.ai/docs/features/replay.md) - [Recipe Workflow](https://praison.ai/docs/features/recipe-workflow.md) - [Recipe Run History](https://praison.ai/docs/features/recipe-run-history.md) - [Context Strategies & Defaults](https://praison.ai/docs/features/context-strategies.md) - [Context Management](https://praison.ai/docs/features/context-management.md) - [Context Manager Module](https://praison.ai/docs/features/context-manager-module.md) - [LLM Context Compression](https://praison.ai/docs/features/llm-context-compression.md) - [Intelligent Conversation Compaction](https://praison.ai/docs/features/intelligent-conversation-compaction.md) - [Token Estimation](https://praison.ai/docs/features/context-token-estimation.md) - [Token Estimation CLI](https://praison.ai/docs/features/context-token-estimation-cli.md) - [Token Estimation Validation](https://praison.ai/docs/features/context-estimation-validation.md) - [Context Ledger](https://praison.ai/docs/features/context-ledger.md) - [Context Budgeter](https://praison.ai/docs/features/context-budgeter.md) - [Context Budgeter CLI](https://praison.ai/docs/features/context-budgeter-cli.md) - [Per-Tool Token Budgets](https://praison.ai/docs/features/context-per-tool-budgets.md) - [Context Optimizer](https://praison.ai/docs/features/optimizer.md) - [Context Optimizer CLI](https://praison.ai/docs/features/optimizer-cli.md) - [Prompt Cache Optimization](https://praison.ai/docs/features/prompt-cache-optimization.md) - [Context Monitor](https://praison.ai/docs/features/context-monitor.md) - [Context Monitor CLI](https://praison.ai/docs/features/context-monitor-cli.md) - [Context Snapshot Hooks](https://praison.ai/docs/features/context-snapshot-hooks.md) - [Multi-Agent Context Policies](https://praison.ai/docs/features/context-multi-agent-policies.md) - [Context Observability & History](https://praison.ai/docs/features/context-observability.md) - [Security & Redaction](https://praison.ai/docs/features/context-security-redaction.md) - [Dynamic Context Discovery](https://praison.ai/docs/features/dynamic-context-discovery.md) - [Context Management CLI Reference](https://praison.ai/docs/features/context-cli-reference.md) - [Context Management API](https://praison.ai/docs/features/context-api.md) - [Artifact Storage](https://praison.ai/docs/features/artifact-storage.md) - [Chunking Strategies](https://praison.ai/docs/features/chunking-strategies.md) - [Claude Memory Tool](https://praison.ai/docs/features/claude-memory-tool.md) - [Context Compression](https://praison.ai/docs/features/context-compression.md) - [Context Management Overview](https://praison.ai/docs/features/context-overview.md) - [Graph Memory](https://praison.ai/docs/features/graph-memory.md) - [Hierarchical Summaries](https://praison.ai/docs/features/hierarchical-summaries.md) - [History Injection](https://praison.ai/docs/features/history-injection.md) - [Incremental Indexing](https://praison.ai/docs/features/incremental-indexing.md) - [Knowledge Base](https://praison.ai/docs/features/knowledge.md) - [Knowledge Backends](https://praison.ai/docs/features/knowledge-backends.md) - [Knowledge Storage](https://praison.ai/docs/features/knowledge-storage.md) - [Knowledge Indexing Errors](https://praison.ai/docs/features/knowledge-indexing-errors.md) - [Cloud Storage Sources](https://praison.ai/docs/features/knowledge-cloud-sources.md) - [Custom Knowledge Adapters](https://praison.ai/docs/features/knowledge-custom-adapters.md) - [Large Context Knowledge Handling](https://praison.ai/docs/features/large-context-overview.md) - [Quality-Based RAG](https://praison.ai/docs/features/quality-based-rag.md) - [RAG Quick Start](https://praison.ai/docs/features/rag.md) - [Retrieval Configuration](https://praison.ai/docs/features/retrieval.md) - [Retrieval Strategies](https://praison.ai/docs/features/retrieval-strategies.md) - [Smart Retrieval](https://praison.ai/docs/features/smart-retrieval.md) - [Token Budgeting](https://praison.ai/docs/features/token-budgeting.md) - [Memory Features](https://praison.ai/docs/memory/features.md) - [Activity Log](https://praison.ai/docs/features/activity-log.md) - [Async Agents](https://praison.ai/docs/features/async.md) - [Async Crew Kickoff](https://praison.ai/docs/features/async-crew-kickoff.md) - [Async Bridge](https://praison.ai/docs/features/async-bridge.md) - [Async Self-Reflection](https://praison.ai/docs/features/async-self-reflection.md) - [Async Jobs](https://praison.ai/docs/features/async-jobs.md) - [Background Tasks](https://praison.ai/docs/features/background-tasks.md) - [Run Ledger](https://praison.ai/docs/features/run-ledger.md) - [Run-State Journal](https://praison.ai/docs/features/run-state-journal.md) - [Durable Tool Runs](https://praison.ai/docs/features/durable-tool-runs.md) - [Durable Background Jobs](https://praison.ai/docs/features/durable-background-jobs.md) - [Kanban](https://praison.ai/docs/features/kanban.md) - [Kanban CLI](https://praison.ai/docs/features/kanban-cli.md) - [Middleware](https://praison.ai/docs/features/middleware.md) - [HOL Guard Tool Policy](https://praison.ai/docs/features/hol-guard-tool-policy.md) - [Async Agent Scheduler](https://praison.ai/docs/features/async-scheduler.md) - [Background Subagents](https://praison.ai/docs/features/background-subagents.md) - [Model Catalogue](https://praison.ai/docs/features/models-cli.md) - [Standalone LLM Modules](https://praison.ai/docs/features/standalone-llm-modules.md) - [AutoGen Config List](https://praison.ai/docs/features/llm-autogen-config-list.md) - [Model Capabilities](https://praison.ai/docs/features/model-capabilities.md) - [Model Fallback](https://praison.ai/docs/features/model-fallback.md) - [RouteLLM Integration](https://praison.ai/docs/features/routellm.md) - [Panel LLM (Mixture-of-Agents)](https://praison.ai/docs/features/panel-llm.md) - [Configurable Model](https://praison.ai/docs/features/configurable-model.md) - [Rate Limiter](https://praison.ai/docs/features/rate-limiter.md) - [LLM Timeouts](https://praison.ai/docs/features/llm-timeouts.md) - [Reasoning Effort](https://praison.ai/docs/features/reasoning-effort.md) - [Thinking Budgets](https://praison.ai/docs/features/thinking-budgets.md) - [Advanced Multi-Provider Patterns](https://praison.ai/docs/features/multi-provider-advanced.md) - [Default Model Selection](https://praison.ai/docs/features/default-model-selection.md) - [Multi-Model Panel](https://praison.ai/docs/features/multi-model-panel.md) - [Display System](https://praison.ai/docs/features/display-system.md) - [Display Callbacks](https://praison.ai/docs/features/display-callbacks.md) - [Output Styles](https://praison.ai/docs/features/output-styles.md) - [Save Agent Output](https://praison.ai/docs/features/save-output.md) - [Generative UI](https://praison.ai/docs/features/generative-ui.md) - [A2UI Protocol](https://praison.ai/docs/features/a2ui.md) - [Integrate A2UI with Your Frontend](https://praison.ai/docs/features/integrate-a2ui-frontend.md) - [Integrating PraisonAI with PraisonAIUI](https://praison.ai/docs/guides/integrating-praisonaiui.md) - [LangChain Agents](https://praison.ai/docs/features/langchain.md) - [Langflow Integration](https://praison.ai/docs/integrations/langflow.md) - [Load MCP Tools](https://praison.ai/docs/features/load-mcp-tools.md) - [praisonai-mcp Package](https://praison.ai/docs/features/praisonai-mcp-package.md) - [MCP Memory Tools](https://praison.ai/docs/features/mcp-memory-tools.md) - [MCP Todo Tools](https://praison.ai/docs/features/mcp-todo-tools.md) - [Recipe → MCP Bridge](https://praison.ai/docs/features/mcp-recipe-server.md) - [MCP STDIO Server Transport](https://praison.ai/docs/features/mcp-stdio-server-transport.md) - [The Three MCP Layers](https://praison.ai/docs/features/mcp-three-layers.md) - [MCP Tool Filtering](https://praison.ai/docs/features/mcp-tool-filtering.md) - [MCP Transport Auto-Detection](https://praison.ai/docs/features/mcp-transport-auto-detection.md) - [MCP Client Protocol](https://praison.ai/docs/features/mcp-client-protocol.md) - [MCP Scoped API Keys](https://praison.ai/docs/features/mcp-scoped-api-keys.md) - [MCP YAML Configuration](https://praison.ai/docs/features/mcp-yaml-config.md) - [Runtime MCP Management](https://praison.ai/docs/features/runtime-mcp.md) - [n8n Integration](https://praison.ai/docs/features/n8n-integration.md) - [n8n Tools](https://praison.ai/docs/features/n8n-tools.md) - [n8n Visual Workflow Editor](https://praison.ai/docs/features/n8n-visual-editor.md) - [n8n API Integration](https://praison.ai/docs/features/n8n-api.md) - [A2A Protocol](https://praison.ai/docs/features/a2a.md) - [A2A Client](https://praison.ai/docs/features/a2a-client.md) - [A2A Task Management](https://praison.ai/docs/features/a2a-tasks.md) - [A2A Push Notifications & Async Processing](https://praison.ai/docs/features/a2a-push-notifications.md) - [A2A Security](https://praison.ai/docs/features/a2a-security.md) - [Agent Handoffs](https://praison.ai/docs/features/handoffs.md) - [Handoffs from agents.yaml](https://praison.ai/docs/features/agent-yaml-handoffs.md) - [Handoff Tool Policy](https://praison.ai/docs/features/handoff-tool-policy.md) - [Typed Handoffs](https://praison.ai/docs/features/typed-handoffs.md) - [Runtime Resolution](https://praison.ai/docs/features/runtime-resolution.md) - [Multi-Agent Patterns](https://praison.ai/docs/features/multi-agent-patterns.md) - [Agent Mailbox](https://praison.ai/docs/features/agent-mailbox.md) - [Agent API Launch](https://praison.ai/docs/features/agent-api-launch.md) - [Endpoints (Python)](https://praison.ai/docs/features/endpoints-code.md) - [Recipe Serve (Python)](https://praison.ai/docs/features/recipe-serve-code.md) - [Recipe Serve Advanced Features](https://praison.ai/docs/features/recipe-serve-advanced.md) - [Recipe Registry](https://praison.ai/docs/features/recipe-registry.md) - [Event Bus Module](https://praison.ai/docs/features/event-bus.md) - [Durable Event Log](https://praison.ai/docs/features/durable-event-log.md) - [Plugins](https://praison.ai/docs/features/plugins.md) - [Pure Mode (Suppress Plugins)](https://praison.ai/docs/features/pure-mode.md) - [plugins add](https://praison.ai/docs/features/plugins-add.md) - [Plugin Precedence](https://praison.ai/docs/features/plugin-precedence.md) - [Framework Adapter Plugins](https://praison.ai/docs/features/framework-adapter-plugins.md) - [Framework Availability Detection](https://praison.ai/docs/features/framework-availability.md) - [Bot Platform Capabilities](https://praison.ai/docs/features/bot-platform-capabilities.md) - [Bot Platform Adapter](https://praison.ai/docs/features/bot-platform-adapter.md) - [Bot Platform Plugins](https://praison.ai/docs/features/bot-platform-plugins.md) - [Custom Gateway Channel (Zero-Code)](https://praison.ai/docs/features/gateway-custom-channel.md) - [Gateway Runtime Contract](https://praison.ai/docs/features/bot-gateway-runtime-contract.md) - [Channel Descriptor](https://praison.ai/docs/features/channel-descriptor.md) - [Registry Dependency Injection](https://praison.ai/docs/features/registry-dependency-injection.md) - [Persistence Backend Plugins](https://praison.ai/docs/features/persistence-backend-plugins.md) - [Integration Registry](https://praison.ai/docs/features/integration-registry.md) - [Model Provider Plugins](https://praison.ai/docs/features/model-provider-plugins.md) - [Endpoint Provider Registry](https://praison.ai/docs/features/endpoint-provider-registry.md) - [Web](https://praison.ai/docs/features/web.md) - [Search Providers](https://praison.ai/docs/features/search-provider-registry.md) - [Observability Hooks](https://praison.ai/docs/features/observability-hooks.md) - [Agent Server Module](https://praison.ai/docs/features/agent-server.md) - [Agent Profiles Module](https://praison.ai/docs/features/agent-profiles.md) - [Messaging Channels Strategy](https://praison.ai/docs/features/messaging-channels-strategy.md) - [Microsoft Teams Integration](https://praison.ai/docs/features/rfc-microsoft-teams-integration.md) - [Custom Auth & Pairing Protocols](https://praison.ai/docs/features/pairing-protocols.md) - [Importing Hermes/OpenClaw Skills](https://praison.ai/docs/features/hermes-openclaw-skills-import.md) - [ACP - Agent Client Protocol API](https://praison.ai/docs/acp.md) - [LangGraph with PraisonAI](https://praison.ai/docs/framework/langgraph.md) - [Final Cut Pro Integration](https://praison.ai/docs/integrations/final-cut-pro.md) - [Capabilities Overview](https://praison.ai/docs/capabilities/index.md) - [Completions](https://praison.ai/docs/capabilities/completions.md) - [Completions CLI](https://praison.ai/docs/capabilities/completions-cli.md) - [Embeddings](https://praison.ai/docs/capabilities/embeddings.md) - [Embeddings CLI](https://praison.ai/docs/capabilities/embeddings-cli.md) - [Images](https://praison.ai/docs/capabilities/images.md) - [Images CLI](https://praison.ai/docs/capabilities/images-cli.md) - [Messages](https://praison.ai/docs/capabilities/messages.md) - [Messages CLI](https://praison.ai/docs/capabilities/messages-cli.md) - [Moderations](https://praison.ai/docs/capabilities/moderations.md) - [Moderations CLI](https://praison.ai/docs/capabilities/moderations-cli.md) - [Audio](https://praison.ai/docs/capabilities/audio.md) - [Audio CLI](https://praison.ai/docs/capabilities/audio-cli.md) - [Realtime](https://praison.ai/docs/capabilities/realtime.md) - [Realtime CLI](https://praison.ai/docs/capabilities/realtime-cli.md) - [Search](https://praison.ai/docs/features/capabilities-search.md) - [Vector Store Files](https://praison.ai/docs/features/capabilities-vector-store-files.md) - [Containers](https://praison.ai/docs/features/capabilities-containers.md) - [Audio Tools](https://praison.ai/docs/features/audio-tools.md) - [Chat with PDF Agents](https://praison.ai/docs/features/chat-with-pdf.md) - [Embedding Providers](https://praison.ai/docs/embeddings/index.md) - [OpenAI Embeddings](https://praison.ai/docs/embeddings/providers/openai.md) - [Azure OpenAI Embeddings](https://praison.ai/docs/embeddings/providers/azure.md) - [Azure AI Embeddings](https://praison.ai/docs/embeddings/providers/azure-ai.md) - [Google Vertex AI Embeddings](https://praison.ai/docs/embeddings/providers/vertex-ai.md) - [Google Gemini Embeddings](https://praison.ai/docs/embeddings/providers/gemini.md) - [AWS Bedrock Embeddings](https://praison.ai/docs/embeddings/providers/bedrock.md) - [Cohere Embeddings](https://praison.ai/docs/embeddings/providers/cohere.md) - [Voyage AI Embeddings](https://praison.ai/docs/embeddings/providers/voyage.md) - [Jina AI Embeddings](https://praison.ai/docs/embeddings/providers/jina-ai.md) - [Mistral Embeddings](https://praison.ai/docs/embeddings/providers/mistral.md) - [HuggingFace Embeddings](https://praison.ai/docs/embeddings/providers/huggingface.md) - [Ollama Embeddings](https://praison.ai/docs/embeddings/providers/ollama.md) - [Infinity Embeddings](https://praison.ai/docs/embeddings/providers/infinity.md) - [vLLM Embeddings](https://praison.ai/docs/embeddings/providers/vllm.md) - [LM Studio Embeddings](https://praison.ai/docs/embeddings/providers/lm-studio.md) - [Together AI Embeddings](https://praison.ai/docs/embeddings/providers/together-ai.md) - [Fireworks AI Embeddings](https://praison.ai/docs/embeddings/providers/fireworks-ai.md) - [NVIDIA NIM Embeddings](https://praison.ai/docs/embeddings/providers/nvidia-nim.md) - [Databricks Embeddings](https://praison.ai/docs/embeddings/providers/databricks.md) - [Snowflake Embeddings](https://praison.ai/docs/embeddings/providers/snowflake.md) - [IBM Watsonx Embeddings](https://praison.ai/docs/embeddings/providers/watsonx.md) - [SambaNova Embeddings](https://praison.ai/docs/embeddings/providers/sambanova.md) - [Nebius Embeddings](https://praison.ai/docs/embeddings/providers/nebius.md) - [OVHcloud Embeddings](https://praison.ai/docs/embeddings/providers/ovhcloud.md) - [Volcengine Embeddings](https://praison.ai/docs/embeddings/providers/volcengine.md) - [Command Line Interface](https://praison.ai/docs/features/cli.md) - [Run Stream Events](https://praison.ai/docs/features/run-stream-events.md) - [CLI Budget Handling](https://praison.ai/docs/features/cli-budget-handling.md) - [CLI Dispatcher](https://praison.ai/docs/features/cli-dispatcher.md) - [Interactive Resume](https://praison.ai/docs/features/interactive-resume.md) - [CLI Help Panels](https://praison.ai/docs/features/cli-help-panels.md) - [Piped Input](https://praison.ai/docs/features/cli-piped-stdin.md) - [Windows Terminal Encoding](https://praison.ai/docs/features/windows-terminal-encoding.md) - [Windows OpenClaw Setup](https://praison.ai/docs/features/windows-openclaw-setup.md) - [Async Agent Scheduler](https://praison.ai/docs/features/async-agent-scheduler.md) - [Scheduler Pre-Run Gate](https://praison.ai/docs/features/scheduler-pre-run-gate.md) - [Scheduler Monitor](https://praison.ai/docs/features/scheduler-monitor.md) - [Scheduler Monitor Mode](https://praison.ai/docs/features/scheduler-monitor-mode.md) - [Scheduler Incidents](https://praison.ai/docs/features/scheduler-incidents.md) - [Scheduler Change Detection](https://praison.ai/docs/features/scheduler-change-detection.md) - [Scheduler Cross-Run Memory](https://praison.ai/docs/features/scheduler-job-state.md) - [Scheduler Command Action](https://praison.ai/docs/features/scheduler-command-action.md) - [Scheduler Backend Action](https://praison.ai/docs/features/scheduler-backend-action.md) - [Scheduler Context Chaining](https://praison.ai/docs/features/scheduler-context-chaining.md) - [Scheduler Delivery](https://praison.ai/docs/features/scheduler-delivery.md) - [Scheduler Providers](https://praison.ai/docs/features/scheduler-providers.md) - [Scheduled Run Policy](https://praison.ai/docs/features/scheduled-run-policy.md) - [Per-User Scheduler Isolation](https://praison.ai/docs/features/scheduler-multi-tenant.md) - [Scheduler Model Pin](https://praison.ai/docs/features/scheduler-model-pin.md) - [Package Tier Architecture](https://praison.ai/docs/features/architecture-tiers.md) - [praisonai-train Package](https://praison.ai/docs/features/praisonai-train-package.md) - [Reward Functions & GRPO](https://praison.ai/docs/features/train-reward-functions.md) - [Preference Training](https://praison.ai/docs/features/train-preference-tuning.md) - [Serve trained models](https://praison.ai/docs/features/train-serve.md) - [Multi-GPU Training](https://praison.ai/docs/features/praisonai-train-multigpu.md) - [Remote Training](https://praison.ai/docs/features/praisonai-train-remote.md) - [Send a Run to a GPU Box](https://praison.ai/docs/features/praisonai-train-inline-remote.md) - [Continued Pretraining (CPT)](https://praison.ai/docs/features/praisonai-train-cpt.md) - [Checkpointing, Resume & Best-Checkpoint](https://praison.ai/docs/features/praisonai-train-checkpointing.md) - [Dataset Tooling](https://praison.ai/docs/features/praisonai-train-dataset-tooling.md) - [Speed Benchmark](https://praison.ai/docs/features/praisonai-train-benchmark.md) - [Export a trained model](https://praison.ai/docs/features/praisonai-train-export.md) - [Model access, PEFT selectors & offline merge](https://praison.ai/docs/features/praisonai-train-unsloth-surface.md) - [Hub Privacy & Upload Options](https://praison.ai/docs/features/praisonai-train-hub-privacy.md) - [Vision Fine-Tuning](https://praison.ai/docs/features/praisonai-train-vision.md) - [Preference Tuning (DPO / ORPO / KTO)](https://praison.ai/docs/features/praisonai-train-preference-tuning.md) - [Serve & MTP Fast-Inference](https://praison.ai/docs/features/praisonai-train-serve.md) - [List Checkpoints](https://praison.ai/docs/features/praisonai-train-checkpoints.md) - [Infer (one-shot inference)](https://praison.ai/docs/features/praisonai-train-infer.md) - [Clarify Tool](https://praison.ai/docs/features/clarify-tool.md) - [Send Message Tool](https://praison.ai/docs/features/send-message-tool.md) - [Ask Conversation Tool](https://praison.ai/docs/features/ask-conversation-tool.md) - [Gateway Status Tool](https://praison.ai/docs/features/gateway-status-tool.md) - [Tool Availability Gating](https://praison.ai/docs/features/tool-availability.md) - [Multi-tool Agents: HERMES_ONLY_TOOLS](https://praison.ai/docs/features/multitool-hermes-only-tools.md) - [Hooks](https://praison.ai/docs/features/hooks.md) - [Hook Events](https://praison.ai/docs/features/hook-events.md) - [Emitting Hook Events](https://praison.ai/docs/features/fire-hook.md) - [BEFORE_TOOL_DEFINITIONS Hook](https://praison.ai/docs/features/hooks-before-tool-definitions.md) - [Memory HooksManager](https://praison.ai/docs/features/memory-hooks-manager.md) - [Bot Lifecycle Hooks](https://praison.ai/docs/features/bot-lifecycle-hooks.md) - [Schedule Lifecycle Hooks](https://praison.ai/docs/features/schedule-lifecycle-hooks.md) - [Inbound Message Gate](https://praison.ai/docs/features/inbound-message-gate.md) - [Redact / Block Tool Output](https://praison.ai/docs/features/redact-tool-output.md) - [Dynamic Variables](https://praison.ai/docs/features/dynamic-variables.md) - [Variable Substitution](https://praison.ai/docs/features/variable-substitution.md) - [AI Agents with Callbacks](https://praison.ai/docs/features/callbacks.md) - [Task Handlers](https://praison.ai/docs/features/task-handlers.md) - [Agent Skills](https://praison.ai/docs/features/skills.md) - [Skill Automation](https://praison.ai/docs/features/skill-automation.md) - [Remote Skill Sources](https://praison.ai/docs/features/skills-remote-sources.md) - [Skill Bundles](https://praison.ai/docs/features/skill-bundles.md) - [Skill Capability Gates](https://praison.ai/docs/features/skill-capability-gates.md) - [Skill Fallback](https://praison.ai/docs/features/skill-fallback.md) - [Skills vs Tools](https://praison.ai/docs/features/skills-vs-tools.md) - [Workspace](https://praison.ai/docs/features/workspace.md) - [Zep Memory Integration](https://praison.ai/docs/features/zep-memory.md) - [Self-Improving Skills](https://praison.ai/docs/features/skill-manage.md) - [Skill Lifecycle](https://praison.ai/docs/features/skill-lifecycle.md) - [Skill Reload](https://praison.ai/docs/features/skill-reload.md) - [Learn a Skill from Sources](https://praison.ai/docs/features/learn-skill.md) - [Prompt Optimizer](https://praison.ai/docs/features/prompt-optimizer.md) - [Trials Engine](https://praison.ai/docs/features/trials-engine.md) - [Learn Config](https://praison.ai/docs/features/learn-config.md) - [Self-Improving Agents](https://praison.ai/docs/features/self-improve.md) - [Learn Skill](https://praison.ai/docs/features/agent-learn-skill.md) - [Bot Default Tools](https://praison.ai/docs/features/bot-default-tools.md) - [Shell Execution on Bots](https://praison.ai/docs/features/bot-shell-execution.md) - [Todo Planning](https://praison.ai/docs/features/todo-planning.md) - [Live Todo Streaming](https://praison.ai/docs/features/todo-live-streaming.md) - [File Editing](https://praison.ai/docs/features/file-editing.md) - [Post-Edit Formatter](https://praison.ai/docs/features/post-edit-formatter.md) - [LSP Auto-Detect](https://praison.ai/docs/features/lsp-auto-detect.md) - [LSP Navigation Tools](https://praison.ai/docs/features/lsp-navigation-tools.md) - [Planning Mode](https://praison.ai/docs/features/planning-mode.md) - [Task Context Control](https://praison.ai/docs/features/task-context-control.md) - [Fast Context](https://praison.ai/docs/features/fast-context.md) - [Profiling](https://praison.ai/docs/features/profiling.md) - [AI Code Editing](https://praison.ai/docs/features/code.md) - [Camera Integration](https://praison.ai/docs/features/camera-integration.md) - [Hosted Agent](https://praison.ai/docs/features/hosted-agent.md) - [HostedAgent Compute Runtimes](https://praison.ai/docs/features/hosted-agent-compute-runtimes.md) - [Compute Providers](https://praison.ai/docs/features/compute-providers.md) - [Compute Providers (TypeScript)](https://praison.ai/docs/features/js-compute-providers.md) - [Self-Hosted Agent (Docker)](https://praison.ai/docs/features/run-on-docker.md) - [Managed Backend Plugins](https://praison.ai/docs/features/managed-backend-plugins.md) - [Compute Provider Plugins](https://praison.ai/docs/features/compute-provider-plugins.md) - [Environment File](https://praison.ai/docs/features/environment-yaml.md) - [Environment Capture](https://praison.ai/docs/features/environment-capture.md) - [Local Agent](https://praison.ai/docs/features/local-agent.md) - [Sandboxed Agent](https://praison.ai/docs/features/sandboxed-agent.md) - [Managed Runtime Protocol](https://praison.ai/docs/features/managed-runtime-protocol.md) - [Runtime Tool Result Middleware](https://praison.ai/docs/features/runtime-tool-result-middleware.md) - [Agent Runtime Protocol](https://praison.ai/docs/features/agent-runtime-protocol.md) - [Managed Typed Configs](https://praison.ai/docs/features/managed-typed-configs.md) - [Managed Vault](https://praison.ai/docs/features/managed-vault.md) - [Managed Agent Lifecycle](https://praison.ai/docs/features/managed-agent-lifecycle.md) - [HostedAgent + Database Persistence](https://praison.ai/docs/features/managed-agent-persistence.md) - [Managed Agent Session Info](https://praison.ai/docs/features/managed-agents-session-info.md) - [Tenki Cloud Agents](https://praison.ai/docs/features/managed-agents-tenki.md) - [Shared Sandbox](https://praison.ai/docs/features/shared-sandbox.md) - [Managed CLI](https://praison.ai/docs/features/managed-cli.md) - [Reclaim Stray Sandboxes](https://praison.ai/docs/features/reclaim-stray-sandboxes.md) - [Telemetry & Performance Tracking](https://praison.ai/docs/features/telemetry.md) - [Scripts & Automation](https://praison.ai/docs/developers/scripts.md) - [TypeScript SDK Dual Build](https://praison.ai/docs/developers/typescript-dual-build.md) - [Test](https://praison.ai/docs/developers/test.md) - [Robustness](https://praison.ai/docs/features/robustness.md) - [Skill Fallbacks](https://praison.ai/docs/features/skill-fallbacks.md) - [Skill Invocation](https://praison.ai/docs/features/skills-invocation.md) - [Custom Tracing](https://praison.ai/docs/observability/custom-tracing.md) - [Recipe Cycle Testing](https://praison.ai/docs/recipes/cycle-testing.md) - [AI Skill Generator](https://praison.ai/docs/recipes/skill-generator.md) - [Strong Recipe Prompts](https://praison.ai/docs/recipes/strong-prompt.md) - [Parameter Resolution](https://praison.ai/docs/reference/parameter-resolution.md) - [Lazy Imports & Fast Startup](https://praison.ai/docs/features/lazy-imports.md) - [Fast CLI Startup](https://praison.ai/docs/features/cli-command-lazy-dispatch.md) - [Lite Package (BYO-LLM)](https://praison.ai/docs/features/lite-package.md) - [Logging Configuration](https://praison.ai/docs/features/logging-configuration.md) - [MCP Lifecycle Management](https://praison.ai/docs/features/mcp-lifecycle.md) - [MCP CLI Tools Path Safety](https://praison.ai/docs/features/mcp-cli-tools-path-safety.md) - [Performance Benchmarks](https://praison.ai/docs/features/performance-benchmarks.md) - [Thread-Safe Agent State](https://praison.ai/docs/features/thread-safety.md) - [ToolRegistry AutoGen Migration](https://praison.ai/docs/features/tool-registry-autogen-migration.md) - [AutoGen Code Execution](https://praison.ai/docs/features/autogen-code-execution.md) - [AutoGen v0.2 YAML Tools](https://praison.ai/docs/features/autogen-yaml-tools.md) - [Real API Key Testing](https://praison.ai/docs/features/real-api-testing.md) - [Offline Testing](https://praison.ai/docs/features/offline-testing.md) - [Database Persistence](https://praison.ai/docs/features/persistence.md) - [Run History](https://praison.ai/docs/features/run-history.md) - [SQLite Persistence](https://praison.ai/docs/features/persistence-sqlite.md) - [PostgreSQL Persistence](https://praison.ai/docs/features/persistence-postgres.md) - [MySQL Persistence](https://praison.ai/docs/features/persistence-mysql.md) - [Redis State Store](https://praison.ai/docs/features/persistence-redis.md) - [MongoDB State Store](https://praison.ai/docs/features/persistence-mongodb.md) - [ClickHouse Persistence](https://praison.ai/docs/features/persistence-clickhouse.md) - [JSON File Persistence](https://praison.ai/docs/features/persistence-json.md) - [Storage Backends](https://praison.ai/docs/storage/backends.md) - [TUI Overview](https://praison.ai/docs/features/tui/overview.md) - [TUI Commands](https://praison.ai/docs/features/tui/commands.md) - [Queue System](https://praison.ai/docs/features/tui/queue.md) - [TUI Simulation](https://praison.ai/docs/features/tui/simulation.md) - [Deploy Package](https://praison.ai/docs/features/deploy/overview.md) - [Deploy Quick Start](https://praison.ai/docs/features/deploy/quickstart.md) - [Deploy Python API](https://praison.ai/docs/features/deploy/python-api.md) - [Deploy Config Reference](https://praison.ai/docs/features/deploy/config-reference.md) - [Deploy CLI](https://praison.ai/docs/features/deploy/cli.md) - [Custom cloud providers](https://praison.ai/docs/features/deploy/custom-providers.md) - [Deploy Doctor](https://praison.ai/docs/features/deploy/doctor.md) - [Deploy Migration](https://praison.ai/docs/features/deploy/migration.md) - [Gateway Inbound Hooks](https://praison.ai/docs/features/gateway-hooks.md) - [Models in PraisonAI](https://praison.ai/docs/models.md) - [OpenAI ChatGPT](https://praison.ai/docs/models/openai.md) - [OpenAI-Compatible Endpoints](https://praison.ai/docs/models/openai-compatible.md) - [Ollama](https://praison.ai/docs/models/ollama.md) - [Groq](https://praison.ai/docs/models/groq.md) - [Google Gemini](https://praison.ai/docs/models/google.md) - [OpenRouter](https://praison.ai/docs/models/openrouter.md) - [LiteLLM Proxy](https://praison.ai/docs/models/litellm-proxy.md) - [Anthropic Claude](https://praison.ai/docs/models/anthropic.md) - [AWS Bedrock](https://praison.ai/docs/models/aws.md) - [Cohere](https://praison.ai/docs/models/cohere.md) - [Mistral](https://praison.ai/docs/models/mistral.md) - [DeepSeek](https://praison.ai/docs/models/deepseek.md) - [Together AI](https://praison.ai/docs/models/together.md) - [Other Models](https://praison.ai/docs/models/other.md) - [Custom Provider Registry](https://praison.ai/docs/models/custom-provider.md) - [Databases Overview](https://praison.ai/docs/databases/overview.md) - [PostgreSQL](https://praison.ai/docs/databases/postgres.md) - [MySQL](https://praison.ai/docs/databases/mysql.md) - [SQLite](https://praison.ai/docs/databases/sqlite.md) - [JSON](https://praison.ai/docs/databases/json.md) - [SingleStore](https://praison.ai/docs/databases/singlestore.md) - [Supabase](https://praison.ai/docs/databases/supabase.md) - [SurrealDB](https://praison.ai/docs/databases/surrealdb.md) - [Neon](https://praison.ai/docs/databases/neon.md) - [Qdrant](https://praison.ai/docs/databases/qdrant.md) - [ChromaDB](https://praison.ai/docs/databases/chroma.md) - [Pinecone](https://praison.ai/docs/databases/pinecone.md) - [Weaviate](https://praison.ai/docs/databases/weaviate.md) - [LanceDB](https://praison.ai/docs/databases/lancedb.md) - [Milvus](https://praison.ai/docs/databases/milvus.md) - [PGVector](https://praison.ai/docs/databases/pgvector.md) - [Cassandra](https://praison.ai/docs/databases/cassandra.md) - [ClickHouse](https://praison.ai/docs/databases/clickhouse.md) - [Couchbase](https://praison.ai/docs/databases/couchbase.md) - [Azure Cosmos DB](https://praison.ai/docs/databases/cosmosdb.md) - [MongoDB Knowledge](https://praison.ai/docs/features/mongodb-knowledge.md) - [Redis](https://praison.ai/docs/databases/redis.md) - [MongoDB](https://praison.ai/docs/databases/mongodb.md) - [DynamoDB](https://praison.ai/docs/databases/dynamodb.md) - [Firestore](https://praison.ai/docs/databases/firestore.md) - [Upstash](https://praison.ai/docs/databases/upstash.md) - [Google Cloud Storage](https://praison.ai/docs/databases/gcs.md) - [Observability Overview](https://praison.ai/docs/observability/overview.md) - [Performance Profiling](https://praison.ai/docs/features/profiler.md) - [AgentOps](https://praison.ai/docs/observability/agentops.md) - [Langextract](https://praison.ai/docs/observability/langextract.md) - [Langfuse](https://praison.ai/docs/observability/langfuse.md) - [LangSmith](https://praison.ai/docs/observability/langsmith.md) - [Traceloop](https://praison.ai/docs/observability/traceloop.md) - [Arize Phoenix](https://praison.ai/docs/observability/arize-phoenix.md) - [OpenLIT](https://praison.ai/docs/observability/openlit.md) - [Langtrace](https://praison.ai/docs/observability/langtrace.md) - [LangWatch](https://praison.ai/docs/observability/langwatch.md) - [Datadog](https://praison.ai/docs/observability/datadog.md) - [MLflow](https://praison.ai/docs/observability/mlflow.md) - [Opik](https://praison.ai/docs/observability/opik.md) - [Portkey](https://praison.ai/docs/observability/portkey.md) - [Braintrust](https://praison.ai/docs/observability/braintrust.md) - [Maxim](https://praison.ai/docs/observability/maxim.md) - [Weave](https://praison.ai/docs/observability/weave.md) - [Neatlogs](https://praison.ai/docs/observability/neatlogs.md) - [LangDB](https://praison.ai/docs/observability/langdb.md) - [Atla](https://praison.ai/docs/observability/atla.md) - [Patronus](https://praison.ai/docs/observability/patronus.md) - [TrueFoundry](https://praison.ai/docs/observability/truefoundry.md) - [AgentOps PraisonAI Monitoring](https://praison.ai/docs/monitoring/agentops.md) - [Latency Tracking](https://praison.ai/docs/monitoring/latency-tracking.md) - [Memory Overview](https://praison.ai/docs/memory/overview.md) - [Memory Storage](https://praison.ai/docs/memory/storage.md) - [Quickstart](https://praison.ai/docs/memory/quickstart.md) - [Session Resume](https://praison.ai/docs/memory/session-resume.md) - [Advanced Memory System](https://praison.ai/docs/memory/advanced.md) - [Graph Memory](https://praison.ai/docs/memory/graph.md) - [Memory Advanced Search](https://praison.ai/docs/memory/advanced-search.md) - [Memory Lifecycle Hooks](https://praison.ai/docs/features/memory-lifecycle-hooks.md) - [Custom Memory Adapters](https://praison.ai/docs/features/custom-memory-adapters.md) - [MongoDB Memory](https://praison.ai/docs/features/mongodb-memory.md) - [Local Memory & Knowledge](https://praison.ai/docs/features/local-memory-and-knowledge.md) - [Dakera Memory](https://praison.ai/docs/features/dakera-memory.md) - [Token Usage Protocol](https://praison.ai/docs/features/token-usage-protocol.md) - [Usage Reporting](https://praison.ai/docs/features/praisonai-usage.md) - [Knowledge Overview](https://praison.ai/docs/knowledge/overview.md) - [Knowledge Quick Start](https://praison.ai/docs/knowledge/quickstart.md) - [Knowledge Storage](https://praison.ai/docs/knowledge/storage.md) - [Knowledge Erasure](https://praison.ai/docs/knowledge/erasure.md) - [Knowledge Base](https://praison.ai/docs/knowledge/features.md) - [Knowledge Backends](https://praison.ai/docs/knowledge/backends.md) - [Chat with PDF Agents](https://praison.ai/docs/knowledge/chat-with-pdf.md) - [RAG Overview](https://praison.ai/docs/rag/overview.md) - [RAG Quickstart](https://praison.ai/docs/rag/quickstart.md) - [RAG Quick Start](https://praison.ai/docs/rag/features.md) - [Retrieval Configuration](https://praison.ai/docs/rag/retrieval.md) - [Quality-Based RAG Patterns](https://praison.ai/docs/rag/quality.md) - [RAG Module](https://praison.ai/docs/rag/module.md) - [Citations](https://praison.ai/docs/rag/citations.md) - [RAG CLI](https://praison.ai/docs/rag/cli.md) - [Chunking Strategies Overview](https://praison.ai/docs/rag/strategies/overview.md) - [Token Chunking](https://praison.ai/docs/rag/strategies/token.md) - [Sentence Chunking](https://praison.ai/docs/rag/strategies/sentence.md) - [Recursive Chunking](https://praison.ai/docs/rag/strategies/recursive.md) - [Semantic Chunking](https://praison.ai/docs/rag/strategies/semantic.md) - [SDPM Chunking](https://praison.ai/docs/rag/strategies/sdpm.md) - [Late Chunking](https://praison.ai/docs/rag/strategies/late.md) - [Persistence Overview](https://praison.ai/docs/persistence/overview.md) - [Quickstart](https://praison.ai/docs/persistence/quickstart.md) - [Session Resume](https://praison.ai/docs/persistence/session-resume.md) - [Async Conversation Store](https://praison.ai/docs/features/async-conversation-store.md) - [MySQL Conversation Store](https://praison.ai/docs/features/persistence-conversation-mysql.md) - [Async DB Hooks](https://praison.ai/docs/features/async-db-hooks.md) - [Dynamic Tool Schemas](https://praison.ai/docs/features/dynamic-tool-schemas.md) - [Firecrawl PraisonAI Integration](https://praison.ai/docs/firecrawl.md) - [Linear Tools](https://praison.ai/docs/tools/external/linear.md) - [Praison AI Agents Playground](https://praison.ai/docs/playground.md) - [CrewAI with PraisonAI](https://praison.ai/docs/framework/crewai.md) - [AutoGen with PraisonAI](https://praison.ai/docs/framework/autogen.md) - [PraisonAI Agents](https://praison.ai/docs/framework/praisonaiagents.md) - [Google ADK with PraisonAI](https://praison.ai/docs/framework/google-adk.md) - [Agno with PraisonAI](https://praison.ai/docs/framework/agno.md) - [Pydantic AI with PraisonAI](https://praison.ai/docs/framework/pydantic-ai.md) - [OpenAI Agents with PraisonAI](https://praison.ai/docs/framework/openai_agents.md) - [API Reference](https://praison.ai/docs/api.md) - [API Reference](https://praison.ai/docs/api/index.md) - [Simplified API Reference](https://praison.ai/docs/reference/simplified-api.md) - [praisonaiagents API](https://praison.ai/docs/api/praisonaiagents/index.md) - [A2A API](https://praison.ai/docs/api/praisonaiagents/a2a/endpoints.md) - [GET Agent Card API](https://praison.ai/docs/api/praisonaiagents/a2a/get-agent-card.md) - [GET Status API](https://praison.ai/docs/api/praisonaiagents/a2a/get-status.md) - [POST A2A API](https://praison.ai/docs/api/praisonaiagents/a2a/post-a2a.md) - [A2A Architecture](https://praison.ai/docs/api/praisonaiagents/a2a/architecture.md) - [AG-UI API](https://praison.ai/docs/api/praisonaiagents/agui/endpoints.md) - [GET /status](https://praison.ai/docs/api/praisonaiagents/agui/get-status.md) - [POST /agui API](https://praison.ai/docs/api/praisonaiagents/agui/post-agui.md) - [Agent Launch API](https://praison.ai/docs/api/praisonaiagents/launch/endpoints.md) - [POST Agent Endpoint API](https://praison.ai/docs/api/praisonaiagents/launch/post-endpoint.md) - [MCP Server API](https://praison.ai/docs/api/praisonaiagents/mcp/endpoints.md) - [GET /sse API](https://praison.ai/docs/api/praisonaiagents/mcp/get-sse.md) - [POST Messages API](https://praison.ai/docs/api/praisonaiagents/mcp/post-messages.md) - [API Reference](https://praison.ai/docs/api-reference/index.md) - [Workflow API](https://praison.ai/docs/api-reference/workflow-manager.md) - [PraisonAI Call](https://praison.ai/docs/call.md) - [Praison AI](https://praison.ai/docs/home.md) - [Features Overview](https://praison.ai/docs/features/index.md) - [Complete Reference](https://praison.ai/docs/developers/reference-home.md) - [Testing Guide](https://praison.ai/docs/developers/testing.md) - [Pytest Failure Categories](https://praison.ai/docs/developers/pytest-failure-categories.md) - [Agents Playbook](https://praison.ai/docs/developers/agents-playbook.md) - [PraisonAI Package Integration](https://praison.ai/docs/developers/wrapper.md) - [Integrate with Tools](https://praison.ai/docs/developers/wrapper-tools.md) - [Google Colab Integration](https://praison.ai/docs/developers/googlecolab.md) - [Google Colab Tools](https://praison.ai/docs/developers/googlecolab-tools.md) - [Local Development](https://praison.ai/docs/developers/local-development.md) - [Development Setup](https://praison.ai/docs/developers/development-setup.md) - [Benchmarks](https://praison.ai/docs/developers/benchmarks.md) - [Production Deployment Guide](https://praison.ai/docs/tutorials/production-deployment.md) - [Testing Agents Guide](https://praison.ai/docs/tutorials/testing-agents.md) - [Advanced Tool Development](https://praison.ai/docs/tutorials/advanced-tool-development.md) - [Contributing](https://praison.ai/docs/contributing.md) - [Video Tutorials](https://praison.ai/docs/videos.md) - [Core Principles](https://praison.ai/docs/concepts/core-principles.md) - [SDK Architecture](https://praison.ai/docs/concepts/architecture.md) - [Configuration Reference](https://praison.ai/docs/configuration/index.md) - [Agent Configuration](https://praison.ai/docs/configuration/agent-config.md) - [Task Configuration](https://praison.ai/docs/configuration/task-config.md) - [LLM Configuration](https://praison.ai/docs/configuration/llm-config.md) - [Memory Configuration](https://praison.ai/docs/configuration/memory-config.md) - [LearnConfig](https://praison.ai/docs/configuration/learn-config.md) - [KnowledgeConfig](https://praison.ai/docs/configuration/knowledge-config.md) - [PlanningConfig](https://praison.ai/docs/configuration/planning-config.md) - [ReflectionConfig](https://praison.ai/docs/configuration/reflection-config.md) - [WebConfig](https://praison.ai/docs/configuration/web-config.md) - [OutputConfig](https://praison.ai/docs/configuration/output-config.md) - [ExecutionConfig](https://praison.ai/docs/configuration/execution-config.md) - [TemplateConfig](https://praison.ai/docs/configuration/template-config.md) - [CachingConfig](https://praison.ai/docs/configuration/caching-config.md) - [HooksConfig](https://praison.ai/docs/configuration/hooks-config.md) - [SkillsConfig](https://praison.ai/docs/configuration/skills-config.md) - [AutonomyConfig](https://praison.ai/docs/configuration/autonomy-config.md) - [Tool Configuration](https://praison.ai/docs/configuration/tool-config.md) - [Guardrail Configuration](https://praison.ai/docs/configuration/guardrail-config.md) - [Handoff Configuration](https://praison.ai/docs/configuration/handoff-config.md) - [Configuration Best Practices](https://praison.ai/docs/configuration/best-practices.md) - [Error Handling in Multi-Agent Systems](https://praison.ai/docs/best-practices/error-handling.md) - [Debugging Multi-Agent Systems](https://praison.ai/docs/best-practices/debugging.md) - [Performance Tuning Guidelines](https://praison.ai/docs/best-practices/performance-tuning.md) - [Security Best Practices](https://praison.ai/docs/best-practices/security.md) - [Token Usage Optimization](https://praison.ai/docs/best-practices/token-optimization.md) - [Memory Cleanup for Long-Running Apps](https://praison.ai/docs/best-practices/memory-cleanup.md) - [Agent Retry Strategies](https://praison.ai/docs/best-practices/agent-retry-strategies.md) - [Graceful Degradation Patterns](https://praison.ai/docs/best-practices/graceful-degradation.md) - [Multi-User Session Handling](https://praison.ai/docs/best-practices/multi-user-sessions.md) - [State Conflict Resolution](https://praison.ai/docs/best-practices/state-conflict-resolution.md) - [Task Orchestration Best Practices](https://praison.ai/docs/best-practices/task-orchestration.md) - [Introduction](https://praison.ai/docs/nocode/introduction.md) - [TL;DR](https://praison.ai/docs/nocode/tldr.md) - [Installation](https://praison.ai/docs/nocode/installation.md) - [Initialise](https://praison.ai/docs/nocode/initialise.md) - [Run](https://praison.ai/docs/nocode/run.md) - [Auto Generation Mode](https://praison.ai/docs/nocode/auto.md) - [CLI Reference](https://praison.ai/docs/cli/cli.md) - [CLI Reference](https://praison.ai/docs/cli/cli-reference.md) - [TypeScript CLI (praisonai-ts)](https://praison.ai/docs/cli/typescript-cli.md) - [Init](https://praison.ai/docs/cli/init.md) - [Init Team](https://praison.ai/docs/cli/init-team.md) - [Run](https://praison.ai/docs/cli/run.md) - [Agent](https://praison.ai/docs/cli/agent.md) - [Command](https://praison.ai/docs/cli/command.md) - [Setup](https://praison.ai/docs/cli/setup.md) - [Chat](https://praison.ai/docs/cli/chat.md) - [Code](https://praison.ai/docs/cli/code.md) - [Retrieval CLI Commands](https://praison.ai/docs/cli/retrieval.md) - [Knowledge CLI](https://praison.ai/docs/cli/knowledge-cli.md) - [Multi-Agent CLI](https://praison.ai/docs/cli/agents.md) - [ACP CLI](https://praison.ai/docs/cli/acp.md) - [Auth](https://praison.ai/docs/cli/auth.md) - [Models](https://praison.ai/docs/cli/models.md) - [praisonai ollama](https://praison.ai/docs/cli/ollama.md) - [Auto Mode](https://praison.ai/docs/cli/auto.md) - [Serve](https://praison.ai/docs/cli/serve.md) - [Up](https://praison.ai/docs/cli/up.md) - [Dashboard](https://praison.ai/docs/cli/dashboard.md) - [Flow](https://praison.ai/docs/cli/flow.md) - [MCP Server CLI](https://praison.ai/docs/cli/mcp-server.md) - [Workflow](https://praison.ai/docs/cli/workflow.md) - [Validate](https://praison.ai/docs/cli/validate.md) - [Daemon — Warm Runtime](https://praison.ai/docs/cli/daemon.md) - [Attach](https://praison.ai/docs/cli/attach.md) - [praisonai upgrade](https://praison.ai/docs/cli/upgrade.md) - [praisonai uninstall](https://praison.ai/docs/cli/uninstall.md) - [Deep Research](https://praison.ai/docs/cli/deep-research.md) - [Research](https://praison.ai/docs/cli/research.md) - [Planning Mode](https://praison.ai/docs/cli/planning.md) - [Router](https://praison.ai/docs/cli/router.md) - [Query Rewrite](https://praison.ai/docs/cli/query-rewrite.md) - [Prompt Expansion](https://praison.ai/docs/cli/prompt-expansion.md) - [Final Agent](https://praison.ai/docs/cli/final-agent.md) - [Handoff](https://praison.ai/docs/cli/handoff.md) - [Tracker](https://praison.ai/docs/cli/tracker.md) - [Bot CLI](https://praison.ai/docs/cli/bot.md) - [Browser CLI](https://praison.ai/docs/cli/browser.md) - [Memory](https://praison.ai/docs/cli/memory.md) - [Session](https://praison.ai/docs/cli/session.md) - [Resume a Session](https://praison.ai/docs/cli/session-resume.md) - [Search Sessions](https://praison.ai/docs/cli/session-search.md) - [Usage CLI](https://praison.ai/docs/cli/usage-cli.md) - [Auto Memory](https://praison.ai/docs/cli/auto-memory.md) - [Claude Memory Tool](https://praison.ai/docs/cli/claude-memory.md) - [Checkpoints](https://praison.ai/docs/cli/checkpoint.md) - [Persistence CLI](https://praison.ai/docs/cli/persistence.md) - [Context Compaction](https://praison.ai/docs/cli/compaction.md) - [Tools](https://praison.ai/docs/cli/tools.md) - [Agent Skills](https://praison.ai/docs/cli/skills.md) - [Plugins CLI](https://praison.ai/docs/cli/plugins.md) - [Tool Call Tracking](https://praison.ai/docs/cli/tool-tracking.md) - [Tool Approval](https://praison.ai/docs/cli/tool-approval.md) - [MCP (Model Context Protocol)](https://praison.ai/docs/cli/mcp.md) - [MCP Pagination CLI](https://praison.ai/docs/cli/mcp-pagination.md) - [MCP Tool Annotations CLI](https://praison.ai/docs/cli/mcp-tool-annotations.md) - [MCP Tool Search CLI](https://praison.ai/docs/cli/mcp-tool-search.md) - [MCP Registry Bridge CLI](https://praison.ai/docs/cli/mcp-registry-bridge.md) - [Web Search](https://praison.ai/docs/cli/web-search.md) - [Web Fetch](https://praison.ai/docs/cli/web-fetch.md) - [Image Processing](https://praison.ai/docs/cli/image.md) - [Image Description](https://praison.ai/docs/cli/image-describe.md) - [Image Generation](https://praison.ai/docs/cli/image-generate.md) - [Interactive Tools](https://praison.ai/docs/cli/interactive-tools.md) - [Interactive Runtime Module](https://praison.ai/docs/cli/interactive-runtime.md) - [AI Code Editor Examples](https://praison.ai/docs/cli/realworld-examples.md) - [Agent-Centric Tools Module](https://praison.ai/docs/cli/agent-tools.md) - [Message Queue](https://praison.ai/docs/cli/message-queue.md) - [Queue](https://praison.ai/docs/cli/queue.md) - [@ Mentions](https://praison.ai/docs/cli/at-mentions.md) - [@Mentions](https://praison.ai/docs/cli/mentions.md) - [Autonomy Modes](https://praison.ai/docs/cli/autonomy-modes.md) - [Slash Commands](https://praison.ai/docs/cli/slash-commands.md) - [Interactive TUI](https://praison.ai/docs/cli/interactive-tui.md) - [TUI](https://praison.ai/docs/cli/tui.md) - [Call](https://praison.ai/docs/cli/call.md) - [Realtime](https://praison.ai/docs/cli/realtime.md) - [Debug CLI](https://praison.ai/docs/cli/debug-cli.md) - [Doctor](https://praison.ai/docs/cli/doctor.md) - [Doctor CLI](https://praison.ai/docs/cli/doctor-cli.md) - [Version](https://praison.ai/docs/cli/version.md) - [Diag](https://praison.ai/docs/cli/diag.md) - [Env](https://praison.ai/docs/cli/env.md) - [Traces](https://praison.ai/docs/cli/traces.md) - [LSP Code Intelligence Module](https://praison.ai/docs/cli/lsp-code-intelligence.md) - [LSP](https://praison.ai/docs/cli/lsp.md) - [Repository Map](https://praison.ai/docs/cli/repo-map.md) - [Fast Context](https://praison.ai/docs/cli/fast-context.md) - [Knowledge CLI](https://praison.ai/docs/cli/knowledge.md) - [RAG CLI](https://praison.ai/docs/cli/rag.md) - [Context](https://praison.ai/docs/cli/context.md) - [Docs](https://praison.ai/docs/cli/docs.md) - [Docs Code Validation](https://praison.ai/docs/cli/docs-validation.md) - [API Reference Generator](https://praison.ai/docs/cli/api-md.md) - [Git Integration](https://praison.ai/docs/cli/git-integration.md) - [Git Identity Configuration](https://praison.ai/docs/cli/git-identity.md) - [AI Commit](https://praison.ai/docs/cli/commit.md) - [Sandbox Execution](https://praison.ai/docs/cli/sandbox-execution.md) - [Sandbox CLI](https://praison.ai/docs/cli/sandbox.md) - [Cost Tracking](https://praison.ai/docs/cli/cost-tracking.md) - [Usage](https://praison.ai/docs/cli/usage.md) _Note: this index was truncated to stay under 100,000 characters; 6385 pages and 1 OpenAPI spec omitted._