# PraisonAI ## Docs - [AI Agents](https://praison.ai/docs/agents/agents.md) - [Data Analyst Agent](https://praison.ai/docs/agents/data-analyst.md) - [Deep Research Agent](https://praison.ai/docs/agents/deep-research.md) - [Finance Agent](https://praison.ai/docs/agents/finance.md) - [Image Analysis Agent](https://praison.ai/docs/agents/image.md) - [Image to Text Agent](https://praison.ai/docs/agents/image-to-text.md) - [Markdown Agent](https://praison.ai/docs/agents/markdown.md) - [Planning Agent](https://praison.ai/docs/agents/planning.md) - [Programming Agent](https://praison.ai/docs/agents/programming.md) - [Prompt Expander Agent](https://praison.ai/docs/agents/prompt-expander.md) - [Query Rewriter Agent](https://praison.ai/docs/agents/query-rewriter.md) - [Recommendation Agent](https://praison.ai/docs/agents/recommendation.md) - [Research Agent](https://praison.ai/docs/agents/research.md) - [Shopping Agent](https://praison.ai/docs/agents/shopping.md) - [Single Agent](https://praison.ai/docs/agents/single.md) - [Video Agent](https://praison.ai/docs/agents/video.md) - [Web Search Agent](https://praison.ai/docs/agents/websearch.md) - [Wikipedia Agent](https://praison.ai/docs/agents/wikipedia.md) - [API Reference](https://praison.ai/docs/api.md) - [API Reference](https://praison.ai/docs/api-reference/index.md) - [Workflow API](https://praison.ai/docs/api-reference/workflow-manager.md) - [API Reference](https://praison.ai/docs/api/index.md) - [A2A Architecture](https://praison.ai/docs/api/praisonaiagents/a2a/architecture.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) - [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) - [praisonaiagents API](https://praison.ai/docs/api/praisonaiagents/index.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) - [Azure Audio](https://praison.ai/docs/audio/azure.md) - [Deepgram](https://praison.ai/docs/audio/deepgram.md) - [ElevenLabs](https://praison.ai/docs/audio/elevenlabs.md) - [Fireworks AI Audio](https://praison.ai/docs/audio/fireworks.md) - [Google Gemini Audio](https://praison.ai/docs/audio/gemini.md) - [Groq Audio](https://praison.ai/docs/audio/groq.md) - [MiniMax Audio](https://praison.ai/docs/audio/minimax.md) - [OpenAI Audio](https://praison.ai/docs/audio/openai.md) - [Audio Overview](https://praison.ai/docs/audio/overview.md) - [OVHcloud STT](https://praison.ai/docs/audio/ovhcloud.md) - [AWS Polly](https://praison.ai/docs/audio/polly.md) - [Vertex AI Audio](https://praison.ai/docs/audio/vertex.md) - [Agent Retry Strategies](https://praison.ai/docs/best-practices/agent-retry-strategies.md) - [Debugging Multi-Agent Systems](https://praison.ai/docs/best-practices/debugging.md) - [Error Handling in Multi-Agent Systems](https://praison.ai/docs/best-practices/error-handling.md) - [Graceful Degradation Patterns](https://praison.ai/docs/best-practices/graceful-degradation.md) - [Memory Cleanup for Long-Running Apps](https://praison.ai/docs/best-practices/memory-cleanup.md) - [Multi-User Session Handling](https://praison.ai/docs/best-practices/multi-user-sessions.md) - [Performance Tuning Guidelines](https://praison.ai/docs/best-practices/performance-tuning.md) - [Security Best Practices](https://praison.ai/docs/best-practices/security.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) - [Token Usage Optimization](https://praison.ai/docs/best-practices/token-optimization.md) - [PraisonAI Call](https://praison.ai/docs/call.md) - [Audio](https://praison.ai/docs/capabilities/audio.md) - [Audio CLI](https://praison.ai/docs/capabilities/audio-cli.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) - [Capabilities Overview](https://praison.ai/docs/capabilities/index.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) - [Realtime](https://praison.ai/docs/capabilities/realtime.md) - [Realtime CLI](https://praison.ai/docs/capabilities/realtime-cli.md) - [ACP CLI](https://praison.ai/docs/cli/acp.md) - [Agent](https://praison.ai/docs/cli/agent.md) - [Agent-Centric Tools Module](https://praison.ai/docs/cli/agent-tools.md) - [Multi-Agent CLI](https://praison.ai/docs/cli/agents.md) - [API Reference Generator](https://praison.ai/docs/cli/api-md.md) - [Async Jobs](https://praison.ai/docs/cli/async-jobs.md) - [@ Mentions](https://praison.ai/docs/cli/at-mentions.md) - [Attach](https://praison.ai/docs/cli/attach.md) - [Audit CLI](https://praison.ai/docs/cli/audit.md) - [Auth](https://praison.ai/docs/cli/auth.md) - [Auto Mode](https://praison.ai/docs/cli/auto.md) - [Auto Memory](https://praison.ai/docs/cli/auto-memory.md) - [Autonomy Modes](https://praison.ai/docs/cli/autonomy-modes.md) - [Background Tasks](https://praison.ai/docs/cli/background.md) - [Batch](https://praison.ai/docs/cli/batch.md) - [Benchmark](https://praison.ai/docs/cli/benchmark.md) - [Call](https://praison.ai/docs/cli/call.md) - [Chat](https://praison.ai/docs/cli/chat.md) - [Checkpoints](https://praison.ai/docs/cli/checkpoint.md) - [Claude CLI](https://praison.ai/docs/cli/claude-cli.md) - [Claude Memory Tool](https://praison.ai/docs/cli/claude-memory.md) - [CLI Reference](https://praison.ai/docs/cli/cli.md) - [CLI Reference](https://praison.ai/docs/cli/cli-reference.md) - [Code](https://praison.ai/docs/cli/code.md) - [Codex CLI](https://praison.ai/docs/cli/codex-cli.md) - [Command](https://praison.ai/docs/cli/command.md) - [AI Commit](https://praison.ai/docs/cli/commit.md) - [Context Compaction](https://praison.ai/docs/cli/compaction.md) - [CLI Compare](https://praison.ai/docs/cli/compare.md) - [Completion](https://praison.ai/docs/cli/completion.md) - [Config](https://praison.ai/docs/cli/config.md) - [Context](https://praison.ai/docs/cli/context.md) - [Cost Tracking](https://praison.ai/docs/cli/cost-tracking.md) - [Cursor CLI](https://praison.ai/docs/cli/cursor-cli.md) - [Daemon — Warm Runtime](https://praison.ai/docs/cli/daemon.md) - [Dashboard](https://praison.ai/docs/cli/dashboard.md) - [ChromaDB CLI](https://praison.ai/docs/cli/databases/chroma.md) - [JSON CLI](https://praison.ai/docs/cli/databases/json.md) - [LanceDB CLI](https://praison.ai/docs/cli/databases/lancedb.md) - [Memory CLI](https://praison.ai/docs/cli/databases/memory.md) - [MongoDB CLI](https://praison.ai/docs/cli/databases/mongodb.md) - [PGVector CLI](https://praison.ai/docs/cli/databases/pgvector.md) - [Pinecone CLI](https://praison.ai/docs/cli/databases/pinecone.md) - [PostgreSQL CLI](https://praison.ai/docs/cli/databases/postgres.md) - [Qdrant CLI](https://praison.ai/docs/cli/databases/qdrant.md) - [Redis CLI](https://praison.ai/docs/cli/databases/redis.md) - [SQLite CLI](https://praison.ai/docs/cli/databases/sqlite.md) - [Weaviate CLI](https://praison.ai/docs/cli/databases/weaviate.md) - [Debug CLI](https://praison.ai/docs/cli/debug-cli.md) - [Deep Research](https://praison.ai/docs/cli/deep-research.md) - [Deploy](https://praison.ai/docs/cli/deploy.md) - [Diag](https://praison.ai/docs/cli/diag.md) - [Docs](https://praison.ai/docs/cli/docs.md) - [Docs Code Validation](https://praison.ai/docs/cli/docs-validation.md) - [Doctor](https://praison.ai/docs/cli/doctor.md) - [Doctor CLI](https://praison.ai/docs/cli/doctor-cli.md) - [Endpoints CLI](https://praison.ai/docs/cli/endpoints.md) - [Env](https://praison.ai/docs/cli/env.md) - [Agent Evaluation](https://praison.ai/docs/cli/eval.md) - [Examples Runner](https://praison.ai/docs/cli/examples.md) - [Fast Context](https://praison.ai/docs/cli/fast-context.md) - [File Input](https://praison.ai/docs/cli/file-input.md) - [Final Agent](https://praison.ai/docs/cli/final-agent.md) - [Flow](https://praison.ai/docs/cli/flow.md) - [Flow Display](https://praison.ai/docs/cli/flow-display.md) - [Gemini CLI](https://praison.ai/docs/cli/gemini-cli.md) - [Git Identity Configuration](https://praison.ai/docs/cli/git-identity.md) - [Git Integration](https://praison.ai/docs/cli/git-integration.md) - [Guardrail](https://praison.ai/docs/cli/guardrail.md) - [Handoff](https://praison.ai/docs/cli/handoff.md) - [Hooks](https://praison.ai/docs/cli/hooks.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) - [Init](https://praison.ai/docs/cli/init.md) - [Interactive Runtime Module](https://praison.ai/docs/cli/interactive-runtime.md) - [Interactive Tools](https://praison.ai/docs/cli/interactive-tools.md) - [Interactive TUI](https://praison.ai/docs/cli/interactive-tui.md) - [Knowledge CLI](https://praison.ai/docs/cli/knowledge.md) - [Knowledge CLI](https://praison.ai/docs/cli/knowledge-cli.md) - [Lazy Imports CLI](https://praison.ai/docs/cli/lazy-imports.md) - [Lite Package CLI](https://praison.ai/docs/cli/lite.md) - [LSP](https://praison.ai/docs/cli/lsp.md) - [LSP Code Intelligence Module](https://praison.ai/docs/cli/lsp-code-intelligence.md) - [Max Tokens](https://praison.ai/docs/cli/max-tokens.md) - [MCP (Model Context Protocol)](https://praison.ai/docs/cli/mcp.md) - [MCP Lifecycle CLI](https://praison.ai/docs/cli/mcp-lifecycle.md) - [MCP Pagination CLI](https://praison.ai/docs/cli/mcp-pagination.md) - [MCP Registry Bridge CLI](https://praison.ai/docs/cli/mcp-registry-bridge.md) - [MCP Server CLI](https://praison.ai/docs/cli/mcp-server.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) - [Memory](https://praison.ai/docs/cli/memory.md) - [@Mentions](https://praison.ai/docs/cli/mentions.md) - [Message Queue](https://praison.ai/docs/cli/message-queue.md) - [Metrics](https://praison.ai/docs/cli/metrics.md) - [Models](https://praison.ai/docs/cli/models.md) - [observability](https://praison.ai/docs/cli/monitoring/observability.md) - [n8n Integration](https://praison.ai/docs/cli/n8n.md) - [praisonai ollama](https://praison.ai/docs/cli/ollama.md) - [Output Styles](https://praison.ai/docs/cli/output-style.md) - [Package](https://praison.ai/docs/cli/package.md) - [Package Manager CLI](https://praison.ai/docs/cli/package-manager.md) - [Performance CLI](https://praison.ai/docs/cli/performance.md) - [Permissions](https://praison.ai/docs/cli/permissions.md) - [Persistence CLI](https://praison.ai/docs/cli/persistence.md) - [Planning Mode](https://praison.ai/docs/cli/planning.md) - [Policy Engine](https://praison.ai/docs/cli/policy.md) - [Profile API](https://praison.ai/docs/cli/profile.md) - [CLI Profiling](https://praison.ai/docs/cli/profiling.md) - [Prompt Caching](https://praison.ai/docs/cli/prompt-caching.md) - [Prompt Expansion](https://praison.ai/docs/cli/prompt-expansion.md) - [Query Rewrite](https://praison.ai/docs/cli/query-rewrite.md) - [Queue](https://praison.ai/docs/cli/queue.md) - [RAG CLI](https://praison.ai/docs/cli/rag.md) - [Real API Testing CLI](https://praison.ai/docs/cli/real-api-testing.md) - [Realtime](https://praison.ai/docs/cli/realtime.md) - [AI Code Editor Examples](https://praison.ai/docs/cli/realworld-examples.md) - [Recipe](https://praison.ai/docs/cli/recipe.md) - [Recipe Create](https://praison.ai/docs/cli/recipe-create.md) - [Recipe Optimize](https://praison.ai/docs/cli/recipe-optimize.md) - [Policy Packs](https://praison.ai/docs/cli/recipe-policy.md) - [Recipe Registry](https://praison.ai/docs/cli/recipe-registry.md) - [Run History](https://praison.ai/docs/cli/recipe-runs.md) - [Security Features](https://praison.ai/docs/cli/recipe-security.md) - [Recipe Serve](https://praison.ai/docs/cli/recipe-serve.md) - [Recipe Serve Advanced CLI](https://praison.ai/docs/cli/recipe-serve-advanced.md) - [Recipes CLI](https://praison.ai/docs/cli/recipes.md) - [Recipes Code Usage](https://praison.ai/docs/cli/recipes-code.md) - [Registry](https://praison.ai/docs/cli/registry.md) - [Repository Map](https://praison.ai/docs/cli/repo-map.md) - [Research](https://praison.ai/docs/cli/research.md) - [Retrieval CLI Commands](https://praison.ai/docs/cli/retrieval.md) - [Router](https://praison.ai/docs/cli/router.md) - [Rules](https://praison.ai/docs/cli/rules.md) - [Run](https://praison.ai/docs/cli/run.md) - [Sandbox CLI](https://praison.ai/docs/cli/sandbox.md) - [Sandbox Execution](https://praison.ai/docs/cli/sandbox-execution.md) - [Schedule](https://praison.ai/docs/cli/schedule.md) - [Scheduler CLI](https://praison.ai/docs/cli/scheduler.md) - [Serve](https://praison.ai/docs/cli/serve.md) - [Session](https://praison.ai/docs/cli/session.md) - [Resume a Session](https://praison.ai/docs/cli/session-resume.md) - [Setup](https://praison.ai/docs/cli/setup.md) - [Agent Skills](https://praison.ai/docs/cli/skills.md) - [Slash Commands](https://praison.ai/docs/cli/slash-commands.md) - [Standardise](https://praison.ai/docs/cli/standardise.md) - [Strict Tools Mode](https://praison.ai/docs/cli/strict-tools.md) - [Strict Tools CLI](https://praison.ai/docs/cli/strict-tools-cli.md) - [Telemetry](https://praison.ai/docs/cli/telemetry.md) - [Template Catalog CLI](https://praison.ai/docs/cli/template-catalog.md) - [Template Catalog Module](https://praison.ai/docs/cli/template-catalog-code.md) - [Templates](https://praison.ai/docs/cli/templates.md) - [Add Templates](https://praison.ai/docs/cli/templates-add.md) - [Add Templates CLI](https://praison.ai/docs/cli/templates-add-cli.md) - [Templates CLI](https://praison.ai/docs/cli/templates-cli.md) - [Thinking Budgets](https://praison.ai/docs/cli/thinking.md) - [Thread Safety CLI](https://praison.ai/docs/cli/thread-safety.md) - [Todo](https://praison.ai/docs/cli/todo.md) - [Tool Approval](https://praison.ai/docs/cli/tool-approval.md) - [Tool Call Tracking](https://praison.ai/docs/cli/tool-tracking.md) - [Tools](https://praison.ai/docs/cli/tools.md) - [Add Tools](https://praison.ai/docs/cli/tools-add.md) - [Add Tools CLI](https://praison.ai/docs/cli/tools-add-cli.md) - [Tools Discover](https://praison.ai/docs/cli/tools-discover.md) - [Tools Discover CLI](https://praison.ai/docs/cli/tools-discover-cli.md) - [Tools Doctor](https://praison.ai/docs/cli/tools-doctor.md) - [Tools Doctor CLI](https://praison.ai/docs/cli/tools-doctor-cli.md) - [Tools Override](https://praison.ai/docs/cli/tools-override.md) - [Tools Override CLI](https://praison.ai/docs/cli/tools-override-cli.md) - [Tools Resolve](https://praison.ai/docs/cli/tools-resolve.md) - [Tools Resolve CLI](https://praison.ai/docs/cli/tools-resolve-cli.md) - [Tools Show Sources](https://praison.ai/docs/cli/tools-show-sources.md) - [Tools Show Sources CLI](https://praison.ai/docs/cli/tools-show-sources-cli.md) - [Tools Sources](https://praison.ai/docs/cli/tools-sources.md) - [Tools Sources CLI](https://praison.ai/docs/cli/tools-sources-cli.md) - [Traces](https://praison.ai/docs/cli/traces.md) - [Tracker](https://praison.ai/docs/cli/tracker.md) - [Train](https://praison.ai/docs/cli/train.md) - [TUI](https://praison.ai/docs/cli/tui.md) - [TypeScript CLI (praisonai-ts)](https://praison.ai/docs/cli/typescript-cli.md) - [UI](https://praison.ai/docs/cli/ui.md) - [praisonai uninstall](https://praison.ai/docs/cli/uninstall.md) - [praisonai upgrade](https://praison.ai/docs/cli/upgrade.md) - [Usage](https://praison.ai/docs/cli/usage.md) - [Usage CLI](https://praison.ai/docs/cli/usage-cli.md) - [Validate](https://praison.ai/docs/cli/validate.md) - [Version](https://praison.ai/docs/cli/version.md) - [Web Fetch](https://praison.ai/docs/cli/web-fetch.md) - [Web Search](https://praison.ai/docs/cli/web-search.md) - [Workflow](https://praison.ai/docs/cli/workflow.md) - [Claude Code Integration](https://praison.ai/docs/code/claude-code.md) - [Codex CLI Integration](https://praison.ai/docs/code/codex-cli.md) - [Cursor CLI Integration](https://praison.ai/docs/code/cursor-cli.md) - [Code Editing](https://praison.ai/docs/code/editing.md) - [External Agents](https://praison.ai/docs/code/external-agents.md) - [Gemini CLI Integration](https://praison.ai/docs/code/gemini-cli.md) - [Grok CLI Integration](https://praison.ai/docs/code/grok-cli.md) - [Code Features Overview](https://praison.ai/docs/code/overview.md) - [Agent Learn](https://praison.ai/docs/concepts/agent-learn.md) - [Agent Train](https://praison.ai/docs/concepts/agent-train.md) - [AgentFlow](https://praison.ai/docs/concepts/agentflow.md) - [AgentOS](https://praison.ai/docs/concepts/agentos.md) - [Agents](https://praison.ai/docs/concepts/agents.md) - [AgentTeam](https://praison.ai/docs/concepts/agentteam.md) - [Approval](https://praison.ai/docs/concepts/approval.md) - [SDK Architecture](https://praison.ai/docs/concepts/architecture.md) - [Agent Autonomy](https://praison.ai/docs/concepts/autonomy.md) - [Autonomy vs Interactive](https://praison.ai/docs/concepts/autonomy-vs-interactive.md) - [BotOS](https://praison.ai/docs/concepts/bot-os.md) - [Budget Management](https://praison.ai/docs/concepts/budget.md) - [Agent Caching](https://praison.ai/docs/concepts/caching.md) - [Context / Harness / Loop Engineering](https://praison.ai/docs/concepts/chl-engineering.md) - [PraisonAI Claw](https://praison.ai/docs/concepts/claw.md) - [AI Agents with Context](https://praison.ai/docs/concepts/context.md) - [Context vs Knowledge](https://praison.ai/docs/concepts/context-vs-knowledge.md) - [Context vs Memory](https://praison.ai/docs/concepts/context-vs-memory.md) - [Core Components](https://praison.ai/docs/concepts/core-components.md) - [Core Principles](https://praison.ai/docs/concepts/core-principles.md) - [Agent Evaluation](https://praison.ai/docs/concepts/evaluation.md) - [Agent Execution](https://praison.ai/docs/concepts/execution.md) - [Agent Guardrails](https://praison.ai/docs/concepts/guardrails.md) - [Agent Handoffs](https://praison.ai/docs/concepts/handoffs.md) - [Agent Hooks](https://praison.ai/docs/concepts/hooks.md) - [Hooks vs Callbacks](https://praison.ai/docs/concepts/hooks-vs-callbacks.md) - [Input Handling](https://praison.ai/docs/concepts/input-handling.md) - [AI Agents with Knowledge](https://praison.ai/docs/concepts/knowledge.md) - [Knowledge vs Memory vs Context vs RAG](https://praison.ai/docs/concepts/knowledge-memory-context-rag.md) - [Learn vs Train](https://praison.ai/docs/concepts/learn-vs-train.md) - [Managed Agents](https://praison.ai/docs/concepts/managed-agents.md) - [Daytona Workspace Agents](https://praison.ai/docs/concepts/managed-agents-daytona.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) - [Local Managed Agents](https://praison.ai/docs/concepts/managed-agents-local.md) - [Modal Compute Agents](https://praison.ai/docs/concepts/managed-agents-modal.md) - [Agent MCP Integration](https://praison.ai/docs/concepts/mcp.md) - [AI Agents with Memory](https://praison.ai/docs/concepts/memory.md) - [Memory vs Learning](https://praison.ai/docs/concepts/memory-vs-learning.md) - [Agent Output](https://praison.ai/docs/concepts/output.md) - [Agent Planning](https://praison.ai/docs/concepts/planning.md) - [Agent Process Types](https://praison.ai/docs/concepts/process.md) - [RAG (Retrieval Augmented Generation)](https://praison.ai/docs/concepts/rag.md) - [Ralph Loops](https://praison.ai/docs/concepts/ralph-loops.md) - [Agent Templates](https://praison.ai/docs/concepts/recipes.md) - [Agent Reflection](https://praison.ai/docs/concepts/reflection.md) - [Agent Session Management](https://praison.ai/docs/concepts/session-management.md) - [Agent Skills](https://praison.ai/docs/concepts/skills.md) - [Storage Paths](https://praison.ai/docs/concepts/storage-paths.md) - [Store Types](https://praison.ai/docs/concepts/store-types.md) - [Agent Tasks](https://praison.ai/docs/concepts/tasks.md) - [Prompt Templates](https://praison.ai/docs/concepts/templates.md) - [AI Agents with Tools](https://praison.ai/docs/concepts/tools.md) - [Web](https://praison.ai/docs/concepts/web.md) - [Agent Configuration](https://praison.ai/docs/configuration/agent-config.md) - [AutonomyConfig](https://praison.ai/docs/configuration/autonomy-config.md) - [Configuration Best Practices](https://praison.ai/docs/configuration/best-practices.md) - [CachingConfig](https://praison.ai/docs/configuration/caching-config.md) - [ExecutionConfig](https://praison.ai/docs/configuration/execution-config.md) - [Guardrail Configuration](https://praison.ai/docs/configuration/guardrail-config.md) - [Handoff Configuration](https://praison.ai/docs/configuration/handoff-config.md) - [HooksConfig](https://praison.ai/docs/configuration/hooks-config.md) - [Configuration Reference](https://praison.ai/docs/configuration/index.md) - [KnowledgeConfig](https://praison.ai/docs/configuration/knowledge-config.md) - [LearnConfig](https://praison.ai/docs/configuration/learn-config.md) - [LLM Configuration](https://praison.ai/docs/configuration/llm-config.md) - [Memory Configuration](https://praison.ai/docs/configuration/memory-config.md) - [OutputConfig](https://praison.ai/docs/configuration/output-config.md) - [PlanningConfig](https://praison.ai/docs/configuration/planning-config.md) - [ReflectionConfig](https://praison.ai/docs/configuration/reflection-config.md) - [SkillsConfig](https://praison.ai/docs/configuration/skills-config.md) - [Task Configuration](https://praison.ai/docs/configuration/task-config.md) - [TemplateConfig](https://praison.ai/docs/configuration/template-config.md) - [Tool Configuration](https://praison.ai/docs/configuration/tool-config.md) - [WebConfig](https://praison.ai/docs/configuration/web-config.md) - [Contributing](https://praison.ai/docs/contributing.md) - [Introduction to AI Agents](https://praison.ai/docs/course/agents/01-introduction.md) - [Types of AI Agents](https://praison.ai/docs/course/agents/02-types-of-agents.md) - [Agent Architecture](https://praison.ai/docs/course/agents/03-agent-architecture.md) - [Creating Effective Agent Instructions](https://praison.ai/docs/course/agents/04-agent-instructions.md) - [Agent Tools](https://praison.ai/docs/course/agents/05-agent-tools.md) - [Agent Memory](https://praison.ai/docs/course/agents/06-agent-memory.md) - [Multi-Agent Systems](https://praison.ai/docs/course/agents/07-multi-agent-systems.md) - [Agent Process](https://praison.ai/docs/course/agents/08-agent-process.md) - [Knowledge Bases](https://praison.ai/docs/course/agents/09-knowledge-bases.md) - [Agent Tasks](https://praison.ai/docs/course/agents/10-agent-tasks.md) - [Creating Your First Agent](https://praison.ai/docs/course/agents/11-creating-your-first-agent.md) - [Adding Tools to Agents](https://praison.ai/docs/course/agents/12-adding-tools-to-agents.md) - [Building a Multi-Agent System](https://praison.ai/docs/course/agents/13-building-multi-agent-system.md) - [Building Conversational Agents](https://praison.ai/docs/course/agents/14-conversational-agents.md) - [Building Research Agents](https://praison.ai/docs/course/agents/15-research-agents.md) - [Content Creation Agents](https://praison.ai/docs/course/agents/16-content-creation-agents.md) - [Data Analysis Agents](https://praison.ai/docs/course/agents/17-data-analysis-agents.md) - [Customer Support Agents](https://praison.ai/docs/course/agents/18-customer-support-agents.md) - [Personal Assistant Agents](https://praison.ai/docs/course/agents/19-personal-assistant-agents.md) - [Deploying Agents](https://praison.ai/docs/course/agents/20-deploying-agents.md) - [Cassandra](https://praison.ai/docs/databases/cassandra.md) - [ChromaDB](https://praison.ai/docs/databases/chroma.md) - [ClickHouse](https://praison.ai/docs/databases/clickhouse.md) - [Azure Cosmos DB](https://praison.ai/docs/databases/cosmosdb.md) - [Couchbase](https://praison.ai/docs/databases/couchbase.md) - [DynamoDB](https://praison.ai/docs/databases/dynamodb.md) - [Firestore](https://praison.ai/docs/databases/firestore.md) - [Google Cloud Storage](https://praison.ai/docs/databases/gcs.md) - [JSON](https://praison.ai/docs/databases/json.md) - [LanceDB](https://praison.ai/docs/databases/lancedb.md) - [Milvus](https://praison.ai/docs/databases/milvus.md) - [MongoDB](https://praison.ai/docs/databases/mongodb.md) - [MySQL](https://praison.ai/docs/databases/mysql.md) - [Neon](https://praison.ai/docs/databases/neon.md) - [Databases Overview](https://praison.ai/docs/databases/overview.md) - [PGVector](https://praison.ai/docs/databases/pgvector.md) - [Pinecone](https://praison.ai/docs/databases/pinecone.md) - [PostgreSQL](https://praison.ai/docs/databases/postgres.md) - [Qdrant](https://praison.ai/docs/databases/qdrant.md) - [Redis](https://praison.ai/docs/databases/redis.md) - [SingleStore](https://praison.ai/docs/databases/singlestore.md) - [SQLite](https://praison.ai/docs/databases/sqlite.md) - [Supabase](https://praison.ai/docs/databases/supabase.md) - [SurrealDB](https://praison.ai/docs/databases/surrealdb.md) - [Upstash](https://praison.ai/docs/databases/upstash.md) - [Weaviate](https://praison.ai/docs/databases/weaviate.md) - [Deploy API: A2A Server](https://praison.ai/docs/deploy/api/a2a-api.md) - [A2U API](https://praison.ai/docs/deploy/api/a2u-api.md) - [Deploy API: Agents Server](https://praison.ai/docs/deploy/api/agents-api.md) - [Deploy API: AGUI Server](https://praison.ai/docs/deploy/api/agui-api.md) - [Cancel Run API](https://praison.ai/docs/deploy/api/async-jobs/cancel-run.md) - [Delete Run API](https://praison.ai/docs/deploy/api/async-jobs/delete-run.md) - [Get Run Result API](https://praison.ai/docs/deploy/api/async-jobs/get-run-result.md) - [Get Run Status API](https://praison.ai/docs/deploy/api/async-jobs/get-run-status.md) - [Health Check API](https://praison.ai/docs/deploy/api/async-jobs/health.md) - [Async Jobs API](https://praison.ai/docs/deploy/api/async-jobs/index.md) - [List Runs API](https://praison.ai/docs/deploy/api/async-jobs/list-runs.md) - [Stats API](https://praison.ai/docs/deploy/api/async-jobs/stats.md) - [Stream Run API](https://praison.ai/docs/deploy/api/async-jobs/stream-run.md) - [Submit Run API](https://praison.ai/docs/deploy/api/async-jobs/submit-run.md) - [Discovery API](https://praison.ai/docs/deploy/api/discovery-api.md) - [Health API](https://praison.ai/docs/deploy/api/health-api.md) - [PraisonAI API Overview](https://praison.ai/docs/deploy/api/index.md) - [Jobs API](https://praison.ai/docs/deploy/api/jobs-api.md) - [Deploy API: MCP Server](https://praison.ai/docs/deploy/api/mcp-api.md) - [Recipe API](https://praison.ai/docs/deploy/api/recipe-api.md) - [Recipe Registry API](https://praison.ai/docs/deploy/api/recipe-registry-api.md) - [Voice Call API](https://praison.ai/docs/deploy/api/voice-call/endpoints.md) - [Async Jobs Deployment](https://praison.ai/docs/deploy/async-jobs-deploy.md) - [Background Tasks Deployment](https://praison.ai/docs/deploy/background-tasks.md) - [Deploy: API Server](https://praison.ai/docs/deploy/cli/api.md) - [Deploy: AWS](https://praison.ai/docs/deploy/cli/aws.md) - [Deploy CLI: Azure](https://praison.ai/docs/deploy/cli/azure.md) - [Deploy: Docker](https://praison.ai/docs/deploy/cli/docker.md) - [Deploy CLI: Doctor](https://praison.ai/docs/deploy/cli/doctor.md) - [Deploy: GCP](https://praison.ai/docs/deploy/cli/gcp.md) - [Deploy CLI](https://praison.ai/docs/deploy/cli/index.md) - [Deploy CLI: Status & Destroy](https://praison.ai/docs/deploy/cli/status.md) - [Deploy](https://praison.ai/docs/deploy/index.md) - [Recipe Registry Server](https://praison.ai/docs/deploy/recipe-registry-server.md) - [Scheduler Deployment](https://praison.ai/docs/deploy/scheduler-deploy.md) - [Server: A2A](https://praison.ai/docs/deploy/servers/a2a.md) - [Server: A2U](https://praison.ai/docs/deploy/servers/a2u.md) - [Server: Agents HTTP](https://praison.ai/docs/deploy/servers/agents.md) - [Server: Agents MCP](https://praison.ai/docs/deploy/servers/agents-mcp.md) - [Server: AGUI](https://praison.ai/docs/deploy/servers/agui.md) - [Server: PraisonAI MCP](https://praison.ai/docs/deploy/servers/praisonai-mcp.md) - [Server: Recipes MCP](https://praison.ai/docs/deploy/servers/recipes-mcp.md) - [Server: Tools MCP](https://praison.ai/docs/deploy/servers/tools-mcp.md) - [Server: Unified](https://praison.ai/docs/deploy/servers/unified.md) - [Agents Playbook](https://praison.ai/docs/developers/agents-playbook.md) - [Benchmarks](https://praison.ai/docs/developers/benchmarks.md) - [Development Setup](https://praison.ai/docs/developers/development-setup.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) - [Pytest Failure Categories](https://praison.ai/docs/developers/pytest-failure-categories.md) - [Complete Reference](https://praison.ai/docs/developers/reference-home.md) - [Testing Guide](https://praison.ai/docs/developers/testing.md) - [PraisonAI Package Integration](https://praison.ai/docs/developers/wrapper.md) - [Integrate with Tools](https://praison.ai/docs/developers/wrapper-tools.md) - [Embedding Providers](https://praison.ai/docs/embeddings/index.md) - [Azure OpenAI Embeddings](https://praison.ai/docs/embeddings/providers/azure.md) - [Azure AI Embeddings](https://praison.ai/docs/embeddings/providers/azure-ai.md) - [AWS Bedrock Embeddings](https://praison.ai/docs/embeddings/providers/bedrock.md) - [Cohere Embeddings](https://praison.ai/docs/embeddings/providers/cohere.md) - [Databricks Embeddings](https://praison.ai/docs/embeddings/providers/databricks.md) - [Fireworks AI Embeddings](https://praison.ai/docs/embeddings/providers/fireworks-ai.md) - [Google Gemini Embeddings](https://praison.ai/docs/embeddings/providers/gemini.md) - [HuggingFace Embeddings](https://praison.ai/docs/embeddings/providers/huggingface.md) - [Infinity Embeddings](https://praison.ai/docs/embeddings/providers/infinity.md) - [Jina AI Embeddings](https://praison.ai/docs/embeddings/providers/jina-ai.md) - [LM Studio Embeddings](https://praison.ai/docs/embeddings/providers/lm-studio.md) - [Mistral Embeddings](https://praison.ai/docs/embeddings/providers/mistral.md) - [Nebius Embeddings](https://praison.ai/docs/embeddings/providers/nebius.md) - [NVIDIA NIM Embeddings](https://praison.ai/docs/embeddings/providers/nvidia-nim.md) - [Ollama Embeddings](https://praison.ai/docs/embeddings/providers/ollama.md) - [OpenAI Embeddings](https://praison.ai/docs/embeddings/providers/openai.md) - [OVHcloud Embeddings](https://praison.ai/docs/embeddings/providers/ovhcloud.md) - [SambaNova Embeddings](https://praison.ai/docs/embeddings/providers/sambanova.md) - [Snowflake Embeddings](https://praison.ai/docs/embeddings/providers/snowflake.md) - [Together AI Embeddings](https://praison.ai/docs/embeddings/providers/together-ai.md) - [Google Vertex AI Embeddings](https://praison.ai/docs/embeddings/providers/vertex-ai.md) - [vLLM Embeddings](https://praison.ai/docs/embeddings/providers/vllm.md) - [Volcengine Embeddings](https://praison.ai/docs/embeddings/providers/volcengine.md) - [Voyage AI Embeddings](https://praison.ai/docs/embeddings/providers/voyage.md) - [IBM Watsonx Embeddings](https://praison.ai/docs/embeddings/providers/watsonx.md) - [Evaluation Loop](https://praison.ai/docs/eval/evaluation-loop.md) - [Judge](https://praison.ai/docs/eval/judge.md) - [Recipe Judge](https://praison.ai/docs/eval/recipe-judge.md) - [Adaptive Learning](https://praison.ai/docs/examples/adaptive-learning.md) - [Agent Recipes CLI](https://praison.ai/docs/examples/agent-recipes/cli.md) - [AI A/B Hook Tester](https://praison.ai/docs/examples/agent-recipes/creator-suite/ai-ab-hook-tester.md) - [AI Angle Generator](https://praison.ai/docs/examples/agent-recipes/creator-suite/ai-angle-generator.md) - [AI Brief Generator](https://praison.ai/docs/examples/agent-recipes/creator-suite/ai-brief-generator.md) - [AI B-roll Builder](https://praison.ai/docs/examples/agent-recipes/creator-suite/ai-broll-builder.md) - [AI Comment Miner](https://praison.ai/docs/examples/agent-recipes/creator-suite/ai-comment-miner.md) - [AI Content Calendar](https://praison.ai/docs/examples/agent-recipes/creator-suite/ai-content-calendar.md) - [AI Context Enricher](https://praison.ai/docs/examples/agent-recipes/creator-suite/ai-context-enricher.md) - [AI CTA Generator](https://praison.ai/docs/examples/agent-recipes/creator-suite/ai-cta-generator.md) - [AI Daily News Show](https://praison.ai/docs/examples/agent-recipes/creator-suite/ai-daily-news-show.md) - [AI Fact Checker](https://praison.ai/docs/examples/agent-recipes/creator-suite/ai-fact-checker.md) - [AI Hashtag Optimizer](https://praison.ai/docs/examples/agent-recipes/creator-suite/ai-hashtag-optimizer.md) - [AI Hook Generator](https://praison.ai/docs/examples/agent-recipes/creator-suite/ai-hook-generator.md) - [AI News Capture Pack](https://praison.ai/docs/examples/agent-recipes/creator-suite/ai-news-capture-pack.md) - [AI News Crawler](https://praison.ai/docs/examples/agent-recipes/creator-suite/ai-news-crawler.md) - [AI News Deduper](https://praison.ai/docs/examples/agent-recipes/creator-suite/ai-news-deduper.md) - [AI Performance Analyzer](https://praison.ai/docs/examples/agent-recipes/creator-suite/ai-performance-analyzer.md) - [AI Post Copy Generator](https://praison.ai/docs/examples/agent-recipes/creator-suite/ai-post-copy-generator.md) - [AI Publisher Pack](https://praison.ai/docs/examples/agent-recipes/creator-suite/ai-publisher-pack.md) - [AI Screen Recorder](https://praison.ai/docs/examples/agent-recipes/creator-suite/ai-screen-recorder.md) - [AI Screenshot Capture](https://praison.ai/docs/examples/agent-recipes/creator-suite/ai-screenshot-capture.md) - [AI Script Writer](https://praison.ai/docs/examples/agent-recipes/creator-suite/ai-script-writer.md) - [AI Signal Ranker](https://praison.ai/docs/examples/agent-recipes/creator-suite/ai-signal-ranker.md) - [AI Video Merger](https://praison.ai/docs/examples/agent-recipes/creator-suite/ai-video-merger.md) - [AI Voiceover Generator](https://praison.ai/docs/examples/agent-recipes/creator-suite/ai-voiceover-generator.md) - [Chart Generator](https://praison.ai/docs/examples/agent-recipes/data/ai-chart-generator.md) - [Data Anonymizer](https://praison.ai/docs/examples/agent-recipes/data/ai-data-anonymizer.md) - [Duplicate Finder](https://praison.ai/docs/examples/agent-recipes/data/ai-duplicate-finder.md) - [ETL Pipeline](https://praison.ai/docs/examples/agent-recipes/data/ai-etl-pipeline.md) - [Excel Formula Generator](https://praison.ai/docs/examples/agent-recipes/data/ai-excel-formula-generator.md) - [Log Analyzer](https://praison.ai/docs/examples/agent-recipes/data/ai-log-analyzer.md) - [Report Generator](https://praison.ai/docs/examples/agent-recipes/data/ai-report-generator.md) - [Sentiment Analyzer](https://praison.ai/docs/examples/agent-recipes/data/ai-sentiment-analyzer.md) - [API Doc Generator](https://praison.ai/docs/examples/agent-recipes/developer/ai-api-doc-generator.md) - [API Tester](https://praison.ai/docs/examples/agent-recipes/developer/ai-api-tester.md) - [Code Refactorer](https://praison.ai/docs/examples/agent-recipes/developer/ai-code-refactorer.md) - [Code Reviewer](https://praison.ai/docs/examples/agent-recipes/developer/ai-code-reviewer.md) - [Commit Message Generator](https://praison.ai/docs/examples/agent-recipes/developer/ai-commit-message-generator.md) - [Regex Generator](https://praison.ai/docs/examples/agent-recipes/developer/ai-regex-generator.md) - [SQL Generator](https://praison.ai/docs/examples/agent-recipes/developer/ai-sql-generator.md) - [Test Generator](https://praison.ai/docs/examples/agent-recipes/developer/ai-test-generator.md) - [Contract Analyzer](https://praison.ai/docs/examples/agent-recipes/documents/ai-contract-analyzer.md) - [Ebook Converter](https://praison.ai/docs/examples/agent-recipes/documents/ai-ebook-converter.md) - [FAQ Generator](https://praison.ai/docs/examples/agent-recipes/documents/ai-faq-generator.md) - [Form Filler](https://praison.ai/docs/examples/agent-recipes/documents/ai-form-filler.md) - [Invoice Processor](https://praison.ai/docs/examples/agent-recipes/documents/ai-invoice-processor.md) - [Meeting Summarizer](https://praison.ai/docs/examples/agent-recipes/documents/ai-meeting-summarizer.md) - [Resume Parser](https://praison.ai/docs/examples/agent-recipes/documents/ai-resume-parser.md) - [Slide Generator](https://praison.ai/docs/examples/agent-recipes/documents/ai-slide-generator.md) - [API Doc Generator Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-api-doc-generator.md) - [API Tester Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-api-tester.md) - [Audio Enhancer Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-audio-enhancer.md) - [Background Music Generator Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-background-music-generator.md) - [Background Remover Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-background-remover.md) - [Barcode Scanner Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-barcode-scanner.md) - [Blog Generator Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-blog-generator.md) - [Calendar Scheduler Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-calendar-scheduler.md) - [Chart Generator Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-chart-generator.md) - [Code Refactorer Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-code-refactorer.md) - [Code Reviewer Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-code-reviewer.md) - [Color Palette Extractor Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-color-palette-extractor.md) - [Commit Message Generator Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-commit-message-generator.md) - [Contract Analyzer Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-contract-analyzer.md) - [Data Anonymizer Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-data-anonymizer.md) - [Duplicate Finder Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-duplicate-finder.md) - [Ebook Converter Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-ebook-converter.md) - [Email Parser Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-email-parser.md) - [ETL Pipeline Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-etl-pipeline.md) - [Excel Formula Generator Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-excel-formula-generator.md) - [Face Blur Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-face-blur.md) - [FAQ Generator Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-faq-generator.md) - [File Organizer Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-file-organizer.md) - [Form Filler Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-form-filler.md) - [Image Captioner Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-image-captioner.md) - [Image Tagger Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-image-tagger.md) - [Image Upscaler Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-image-upscaler.md) - [Invoice Processor Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-invoice-processor.md) - [Log Analyzer Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-log-analyzer.md) - [Meeting Summarizer Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-meeting-summarizer.md) - [Meta Tag Generator Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-meta-tag-generator.md) - [Newsletter Generator Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-newsletter-generator.md) - [Note Summarizer Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-note-summarizer.md) - [Podcast Transcriber Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-podcast-transcriber.md) - [Product Description Generator Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-product-description-generator.md) - [QR Code Generator Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-qr-code-generator.md) - [Regex Generator Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-regex-generator.md) - [Report Generator Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-report-generator.md) - [Resume Parser Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-resume-parser.md) - [RSS Aggregator Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-rss-aggregator.md) - [Sentiment Analyzer Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-sentiment-analyzer.md) - [SEO Optimizer Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-seo-optimizer.md) - [Sitemap Generator Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-sitemap-generator.md) - [Slide Generator Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-slide-generator.md) - [Social Media Generator Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-social-media-generator.md) - [SQL Generator Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-sql-generator.md) - [Subtitle Generator Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-subtitle-generator.md) - [Test Generator Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-test-generator.md) - [Translation Batch Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-translation-batch.md) - [Video Chapter Generator Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-video-chapter-generator.md) - [Video Compressor Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-video-compressor.md) - [Video Highlight Extractor Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-video-highlight-extractor.md) - [Voice Cloner Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-voice-cloner.md) - [Watermark Adder Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-watermark-adder.md) - [Watermark Remover Example](https://praison.ai/docs/examples/agent-recipes/examples/ai-watermark-remover.md) - [Background Remover](https://praison.ai/docs/examples/agent-recipes/images/ai-background-remover.md) - [Color Palette Extractor](https://praison.ai/docs/examples/agent-recipes/images/ai-color-palette-extractor.md) - [Face Blur](https://praison.ai/docs/examples/agent-recipes/images/ai-face-blur.md) - [Image Captioner](https://praison.ai/docs/examples/agent-recipes/images/ai-image-captioner.md) - [Image Tagger](https://praison.ai/docs/examples/agent-recipes/images/ai-image-tagger.md) - [Image Upscaler](https://praison.ai/docs/examples/agent-recipes/images/ai-image-upscaler.md) - [Watermark Adder](https://praison.ai/docs/examples/agent-recipes/images/ai-watermark-adder.md) - [Watermark Remover](https://praison.ai/docs/examples/agent-recipes/images/ai-watermark-remover.md) - [AI Tools](https://praison.ai/docs/examples/agent-recipes/index.md) - [Agent Recipes Integration](https://praison.ai/docs/examples/agent-recipes/integration.md) - [Barcode Scanner](https://praison.ai/docs/examples/agent-recipes/productivity/ai-barcode-scanner.md) - [Calendar Scheduler](https://praison.ai/docs/examples/agent-recipes/productivity/ai-calendar-scheduler.md) - [Email Parser](https://praison.ai/docs/examples/agent-recipes/productivity/ai-email-parser.md) - [File Organizer](https://praison.ai/docs/examples/agent-recipes/productivity/ai-file-organizer.md) - [Note Summarizer](https://praison.ai/docs/examples/agent-recipes/productivity/ai-note-summarizer.md) - [QR Code Generator](https://praison.ai/docs/examples/agent-recipes/productivity/ai-qr-code-generator.md) - [Translation Batch](https://praison.ai/docs/examples/agent-recipes/productivity/ai-translation-batch.md) - [Server](https://praison.ai/docs/examples/agent-recipes/server.md) - [Agent Recipes Troubleshooting](https://praison.ai/docs/examples/agent-recipes/troubleshooting.md) - [Audio Enhancer](https://praison.ai/docs/examples/agent-recipes/video-audio/ai-audio-enhancer.md) - [Background Music Generator](https://praison.ai/docs/examples/agent-recipes/video-audio/ai-background-music-generator.md) - [Podcast Transcriber](https://praison.ai/docs/examples/agent-recipes/video-audio/ai-podcast-transcriber.md) - [AI Subtitle Generator](https://praison.ai/docs/examples/agent-recipes/video-audio/ai-subtitle-generator.md) - [Video Chapter Generator](https://praison.ai/docs/examples/agent-recipes/video-audio/ai-video-chapter-generator.md) - [Video Compressor](https://praison.ai/docs/examples/agent-recipes/video-audio/ai-video-compressor.md) - [Video Highlight Extractor](https://praison.ai/docs/examples/agent-recipes/video-audio/ai-video-highlight-extractor.md) - [Voice Cloner](https://praison.ai/docs/examples/agent-recipes/video-audio/ai-voice-cloner.md) - [Blog Generator](https://praison.ai/docs/examples/agent-recipes/web-content/ai-blog-generator.md) - [Meta Tag Generator](https://praison.ai/docs/examples/agent-recipes/web-content/ai-meta-tag-generator.md) - [Newsletter Generator](https://praison.ai/docs/examples/agent-recipes/web-content/ai-newsletter-generator.md) - [Product Description Generator](https://praison.ai/docs/examples/agent-recipes/web-content/ai-product-description-generator.md) - [RSS Aggregator](https://praison.ai/docs/examples/agent-recipes/web-content/ai-rss-aggregator.md) - [SEO Optimizer](https://praison.ai/docs/examples/agent-recipes/web-content/ai-seo-optimizer.md) - [Sitemap Generator](https://praison.ai/docs/examples/agent-recipes/web-content/ai-sitemap-generator.md) - [Social Media Generator](https://praison.ai/docs/examples/agent-recipes/web-content/ai-social-media-generator.md) - [AI WordPress Post Generator](https://praison.ai/docs/examples/agent-recipes/web-content/ai-wordpress-post-generator.md) - [Climate Impact](https://praison.ai/docs/examples/climate-impact.md) - [Code Analysis Agent](https://praison.ai/docs/examples/code-analysis.md) - [Code Review](https://praison.ai/docs/examples/code-review.md) - [Crypto Validator](https://praison.ai/docs/examples/crypto-validator.md) - [Customer Service](https://praison.ai/docs/examples/customer-service.md) - [DeFi Market Maker](https://praison.ai/docs/examples/defi-market-maker.md) - [Emergency Response](https://praison.ai/docs/examples/emergency-response.md) - [Examples](https://praison.ai/docs/examples/examples.md) - [Fraud Detection](https://praison.ai/docs/examples/fraud-detection.md) - [Hackathon Judge](https://praison.ai/docs/examples/hackathon-judge.md) - [Healthcare Diagnosis](https://praison.ai/docs/examples/healthcare-diagnosis.md) - [Medicine Protocol](https://praison.ai/docs/examples/medicine-protocol.md) - [Multilingual Content](https://praison.ai/docs/examples/multilingual-content.md) - [Neural Architecture](https://praison.ai/docs/examples/neural-architecture.md) - [Predictive Maintenance](https://praison.ai/docs/examples/predictive-maintenance.md) - [Quantum Optimiser](https://praison.ai/docs/examples/quantum-optimiser.md) - [Customer Support Reply Drafter](https://praison.ai/docs/examples/recipe-examples/customer-support-reply-drafter.md) - [Document Summarizer with Citations](https://praison.ai/docs/examples/recipe-examples/document-summarizer-with-citations.md) - [Recipe Examples](https://praison.ai/docs/examples/recipe-examples/index.md) - [Meeting Minutes Action Items](https://praison.ai/docs/examples/recipe-examples/meeting-minutes-action-items.md) - [Multilingual Subtitle Translator](https://praison.ai/docs/examples/recipe-examples/multilingual-subtitle-translator.md) - [Podcast Transcription Cleaner](https://praison.ai/docs/examples/recipe-examples/podcast-transcription-cleaner.md) - [Product Photo Alt Text Writer](https://praison.ai/docs/examples/recipe-examples/product-photo-alt-text-writer.md) - [Video Highlights Reel Planner](https://praison.ai/docs/examples/recipe-examples/simple-video-highlights-reel-planner.md) - [Video Caption Generator](https://praison.ai/docs/examples/recipe-examples/video-caption-generator.md) - [Voice-to-Voice Translator Lite](https://praison.ai/docs/examples/recipe-examples/voice-to-voice-translator-lite.md) - [YouTube Chapter Generator](https://praison.ai/docs/examples/recipe-examples/youtube-chapter-generator.md) - [Research Assistant](https://praison.ai/docs/examples/research-assistant.md) - [Scientific Writer](https://praison.ai/docs/examples/scientific-writer.md) - [Smart City](https://praison.ai/docs/examples/smart-city.md) - [Space Mission](https://praison.ai/docs/examples/space-mission.md) - [Supply Chain](https://praison.ai/docs/examples/supply-chain.md) - [Vulnerability Detection](https://praison.ai/docs/examples/vulnerability-detection.md) - [A2A Protocol](https://praison.ai/docs/features/a2a.md) - [A2A Client](https://praison.ai/docs/features/a2a-client.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) - [A2A Task Management](https://praison.ai/docs/features/a2a-tasks.md) - [A2UI Protocol](https://praison.ai/docs/features/a2ui.md) - [Activity Log](https://praison.ai/docs/features/activity-log.md) - [Advanced Features Module](https://praison.ai/docs/features/advanced-features.md) - [Advanced Memory System](https://praison.ai/docs/features/advanced-memory.md) - [Agent API Launch](https://praison.ai/docs/features/agent-api-launch.md) - [Agent Cloning](https://praison.ai/docs/features/agent-cloning.md) - [Create Custom Agents](https://praison.ai/docs/features/agent-create.md) - [Learn Skill](https://praison.ai/docs/features/agent-learn-skill.md) - [Agent Mailbox](https://praison.ai/docs/features/agent-mailbox.md) - [Agent Max Budget](https://praison.ai/docs/features/agent-max-budget.md) - [Agent Presets & Modes](https://praison.ai/docs/features/agent-presets-and-modes.md) - [Agent Profiles Module](https://praison.ai/docs/features/agent-profiles.md) - [Agent Registry](https://praison.ai/docs/features/agent-registry.md) - [Agent Retry](https://praison.ai/docs/features/agent-retry.md) - [Agent Run Outcomes](https://praison.ai/docs/features/agent-run-outcomes.md) - [Agent Runtime Protocol](https://praison.ai/docs/features/agent-runtime-protocol.md) - [Agent Server Module](https://praison.ai/docs/features/agent-server.md) - [AgentOS Chat Session Isolation](https://praison.ai/docs/features/agentos-chat-session-isolation.md) - [Agents](https://praison.ai/docs/features/agents.md) - [AIUI Backend Injection](https://praison.ai/docs/features/aiui-backends.md) - [Allowed Tools](https://praison.ai/docs/features/allowed-tools.md) - [API Server Authentication](https://praison.ai/docs/features/api-server-auth.md) - [API Vocabulary](https://praison.ai/docs/features/api-vocabulary.md) - [Approval](https://praison.ai/docs/features/approval.md) - [Approval Backends](https://praison.ai/docs/features/approval-backends.md) - [Secure Approval Backend](https://praison.ai/docs/features/approval-secure-backend.md) - [Package Tier Architecture](https://praison.ai/docs/features/architecture-tiers.md) - [Artifact Storage](https://praison.ai/docs/features/artifact-storage.md) - [Assign Work to AI Agents](https://praison.ai/docs/features/assign-agents.md) - [Async Agents](https://praison.ai/docs/features/async.md) - [Async Agent Scheduler](https://praison.ai/docs/features/async-agent-scheduler.md) - [Async Bridge](https://praison.ai/docs/features/async-bridge.md) - [Async Conversation Store](https://praison.ai/docs/features/async-conversation-store.md) - [Async Crew Kickoff](https://praison.ai/docs/features/async-crew-kickoff.md) - [Async DB Hooks](https://praison.ai/docs/features/async-db-hooks.md) - [Async Jobs](https://praison.ai/docs/features/async-jobs.md) - [Async Self-Reflection](https://praison.ai/docs/features/async-self-reflection.md) - [Async Tool Safety](https://praison.ai/docs/features/async-tool-safety.md) - [Audit Logging](https://praison.ai/docs/features/audit-logging.md) - [Auto Mode Providers](https://praison.ai/docs/features/auto-generator-providers.md) - [Auto Tool Inventory](https://praison.ai/docs/features/auto-tool-inventory.md) - [AutoAgents](https://praison.ai/docs/features/autoagents.md) - [AutoGen v0.2 YAML Tools](https://praison.ai/docs/features/autogen-yaml-tools.md) - [Automation Suggestions & Blueprints](https://praison.ai/docs/features/automation-suggestions.md) - [Agentic Autonomous Workflow](https://praison.ai/docs/features/autonomous-workflow.md) - [Autonomy](https://praison.ai/docs/features/autonomy.md) - [Autonomy Budget](https://praison.ai/docs/features/autonomy-budget.md) - [Autonomous Loops](https://praison.ai/docs/features/autonomy-loop.md) - [Background Tasks](https://praison.ai/docs/features/background-tasks.md) - [Bot Browser Automation](https://praison.ai/docs/features/bot-browser-automation.md) - [Bot Command Access Control](https://praison.ai/docs/features/bot-command-access-control.md) - [Bot Chat Commands](https://praison.ai/docs/features/bot-commands.md) - [Bot Default Tools](https://praison.ai/docs/features/bot-default-tools.md) - [Bot Gateway](https://praison.ai/docs/features/bot-gateway.md) - [Gateway Runtime Contract](https://praison.ai/docs/features/bot-gateway-runtime-contract.md) - [Inbound Media](https://praison.ai/docs/features/bot-inbound-media.md) - [Bot Intentional Silence](https://praison.ai/docs/features/bot-intentional-silence.md) - [Bot Lifecycle Hooks](https://praison.ai/docs/features/bot-lifecycle-hooks.md) - [Bot Loop Protection](https://praison.ai/docs/features/bot-loop-protection.md) - [Bot Pairing](https://praison.ai/docs/features/bot-pairing.md) - [Bot Platform Adapter](https://praison.ai/docs/features/bot-platform-adapter.md) - [Bot Platform Capabilities](https://praison.ai/docs/features/bot-platform-capabilities.md) - [Bot Platform Plugins](https://praison.ai/docs/features/bot-platform-plugins.md) - [Interactive Bot Messages](https://praison.ai/docs/features/bot-presentations.md) - [Bot Rate Limiting](https://praison.ai/docs/features/bot-rate-limiting.md) - [Bot Message Routing](https://praison.ai/docs/features/bot-routing.md) - [Bot Run Control](https://praison.ai/docs/features/bot-run-control.md) - [Run Status Controller](https://praison.ai/docs/features/bot-run-status-controller.md) - [Bot Session Compaction](https://praison.ai/docs/features/bot-session-compaction.md) - [Bot Session Reset](https://praison.ai/docs/features/bot-session-reset.md) - [Shell Execution on Bots](https://praison.ai/docs/features/bot-shell-execution.md) - [Slash Command Menu](https://praison.ai/docs/features/bot-slash-command-menu.md) - [Bot Status Reactions](https://praison.ai/docs/features/bot-status-reactions.md) - [Bot Streaming Replies](https://praison.ai/docs/features/bot-streaming-replies.md) - [Bot Temporal Grounding](https://praison.ai/docs/features/bot-temporal-grounding.md) - [Bot Typing Indicators](https://praison.ai/docs/features/bot-typing-indicators.md) - [Bot Unknown-User Pairing](https://praison.ai/docs/features/bot-unknown-user-pairing.md) - [BotOS](https://praison.ai/docs/features/botos.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) - [Browser Extension Architecture](https://praison.ai/docs/features/browser/extension-architecture.md) - [Caching](https://praison.ai/docs/features/caching.md) - [AI Agents with Callbacks](https://praison.ai/docs/features/callbacks.md) - [Camera Integration](https://praison.ai/docs/features/camera-integration.md) - [Channel Capabilities](https://praison.ai/docs/features/channel-capabilities.md) - [Channel Descriptor](https://praison.ai/docs/features/channel-descriptor.md) - [Channels Gateway](https://praison.ai/docs/features/channels-gateway.md) - [PraisonAI Chat](https://praison.ai/docs/features/chat.md) - [Checkpoints](https://praison.ai/docs/features/checkpoints.md) - [Clarify Tool](https://praison.ai/docs/features/clarify-tool.md) - [Command Line Interface](https://praison.ai/docs/features/cli.md) - [CLI Backend Protocol](https://praison.ai/docs/features/cli-backend-protocol.md) - [CLI Budget Handling](https://praison.ai/docs/features/cli-budget-handling.md) - [Fast CLI Startup](https://praison.ai/docs/features/cli-command-lazy-dispatch.md) - [CLI Configuration](https://praison.ai/docs/features/cli-configuration.md) - [Direct Prompt (One-Shot CLI)](https://praison.ai/docs/features/cli-direct-prompt.md) - [CLI Dispatcher](https://praison.ai/docs/features/cli-dispatcher.md) - [CLI Help Panels](https://praison.ai/docs/features/cli-help-panels.md) - [Piped Input](https://praison.ai/docs/features/cli-piped-stdin.md) - [CLI Subagent Delegation](https://praison.ai/docs/features/cli-subagent-delegation.md) - [Isolated Runs (--worktree)](https://praison.ai/docs/features/cli-worktree-isolation.md) - [Cloud-Native Serverless Databases](https://praison.ai/docs/features/cloud-databases.md) - [Cloud Provider Registry](https://praison.ai/docs/features/cloud-provider-registry.md) - [CockroachDB Serverless](https://praison.ai/docs/features/cockroachdb.md) - [AI Code Editing](https://praison.ai/docs/features/code.md) - [Code Execution with Tools](https://praison.ai/docs/features/code-execution-with-tools.md) - [Code Execution AI Agent](https://praison.ai/docs/features/codeagent.md) - [Command-Aware Permissions](https://praison.ai/docs/features/command-aware-permissions.md) - [Computer Use Tools](https://praison.ai/docs/features/computer-use-tools.md) - [Concurrency](https://praison.ai/docs/features/concurrency.md) - [Conditional Branching](https://praison.ai/docs/features/conditional-branching.md) - [Conditional Execution](https://praison.ai/docs/features/conditions.md) - [Configurable Model](https://praison.ai/docs/features/configurable-model.md) - [Context Management API](https://praison.ai/docs/features/context-api.md) - [Context Budgeter](https://praison.ai/docs/features/context-budgeter.md) - [Context Budgeter CLI](https://praison.ai/docs/features/context-budgeter-cli.md) - [Context Management CLI Reference](https://praison.ai/docs/features/context-cli-reference.md) - [Context Compaction](https://praison.ai/docs/features/context-compaction.md) - [Context Compaction Policy](https://praison.ai/docs/features/context-compaction-policy.md) - [Token Estimation Validation](https://praison.ai/docs/features/context-estimation-validation.md) - [Context Evaluator](https://praison.ai/docs/features/context-evaluator.md) - [Context Files](https://praison.ai/docs/features/context-files.md) - [Context Ledger](https://praison.ai/docs/features/context-ledger.md) - [Context Management](https://praison.ai/docs/features/context-management.md) - [Context Manager Module](https://praison.ai/docs/features/context-manager-module.md) - [Context Monitor](https://praison.ai/docs/features/context-monitor.md) - [Context Monitor CLI](https://praison.ai/docs/features/context-monitor-cli.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) - [Per-Tool Token Budgets](https://praison.ai/docs/features/context-per-tool-budgets.md) - [Security & Redaction](https://praison.ai/docs/features/context-security-redaction.md) - [Context Snapshot Hooks](https://praison.ai/docs/features/context-snapshot-hooks.md) - [Context Strategies & Defaults](https://praison.ai/docs/features/context-strategies.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) - [Context Window Management](https://praison.ai/docs/features/context-window-management.md) - [Core Controls](https://praison.ai/docs/features/core-controls.md) - [Correlation IDs](https://praison.ai/docs/features/correlation-ids.md) - [Cross-Platform Sessions](https://praison.ai/docs/features/cross-platform-mirror.md) - [Cross-Session Recall](https://praison.ai/docs/features/cross-session-recall.md) - [Custom Actions](https://praison.ai/docs/features/custom-actions.md) - [Custom Agents, Commands & Tools](https://praison.ai/docs/features/custom-agents-commands.md) - [Custom Memory Adapters](https://praison.ai/docs/features/custom-memory-adapters.md) - [Safe Math Eval in Custom Tools](https://praison.ai/docs/features/custom-tool-safe-eval.md) - [Warm Runtime (Daemon)](https://praison.ai/docs/features/daemon.md) - [Dakera Memory](https://praison.ai/docs/features/dakera-memory.md) - [Database Persistence](https://praison.ai/docs/features/database-persistence.md) - [Dead-Target Registry](https://praison.ai/docs/features/dead-target-registry.md) - [Declarative Permissions](https://praison.ai/docs/features/declarative-permissions.md) - [Deferred & Progress Tools](https://praison.ai/docs/features/deferred-and-progress-tools.md) - [Delivery Config](https://praison.ai/docs/features/delivery-config.md) - [Deploy CLI](https://praison.ai/docs/features/deploy/cli.md) - [Deploy Config Reference](https://praison.ai/docs/features/deploy/config-reference.md) - [Deploy Doctor](https://praison.ai/docs/features/deploy/doctor.md) - [Deploy Migration](https://praison.ai/docs/features/deploy/migration.md) - [Deploy Package](https://praison.ai/docs/features/deploy/overview.md) - [Deploy Python API](https://praison.ai/docs/features/deploy/python-api.md) - [Deploy Quick Start](https://praison.ai/docs/features/deploy/quickstart.md) - [Display Callbacks](https://praison.ai/docs/features/display-callbacks.md) - [Per-Platform Display Policy](https://praison.ai/docs/features/display-policy.md) - [Display System](https://praison.ai/docs/features/display-system.md) - [Optional Dependencies Check](https://praison.ai/docs/features/doctor-optional-deps.md) - [Runtime Config Migration](https://praison.ai/docs/features/doctor-runtime-migration.md) - [Loop Detection](https://praison.ai/docs/features/doom-loop-detection.md) - [Durable Approvals](https://praison.ai/docs/features/durable-approvals.md) - [Durable Background Jobs](https://praison.ai/docs/features/durable-background-jobs.md) - [Durable Outbound Delivery](https://praison.ai/docs/features/durable-delivery.md) - [Durable Outbound Delivery](https://praison.ai/docs/features/durable-outbound-delivery.md) - [Dynamic Context Discovery](https://praison.ai/docs/features/dynamic-context-discovery.md) - [Dynamic Judge](https://praison.ai/docs/features/dynamic-judge.md) - [Dynamic Tool Schemas](https://praison.ai/docs/features/dynamic-tool-schemas.md) - [Dynamic Variables](https://praison.ai/docs/features/dynamic-variables.md) - [Editor Autocomplete for agents.yaml](https://praison.ai/docs/features/editor-autocomplete.md) - [Editor Support](https://praison.ai/docs/features/editor-support.md) - [Email Bot](https://praison.ai/docs/features/email-bot.md) - [Endpoint Provider Registry](https://praison.ai/docs/features/endpoint-provider-registry.md) - [Endpoints (Python)](https://praison.ai/docs/features/endpoints-code.md) - [Error Handling](https://praison.ai/docs/features/error-handling.md) - [Escalation Pipeline](https://praison.ai/docs/features/escalation-pipeline.md) - [Evaluation Suite](https://praison.ai/docs/features/eval-suite.md) - [Agentic Evaluator Optimizer](https://praison.ai/docs/features/evaluator-optimiser.md) - [Event Bus Module](https://praison.ai/docs/features/event-bus.md) - [Execution](https://praison.ai/docs/features/execution.md) - [Execution & Extension Systems](https://praison.ai/docs/features/execution-systems.md) - [External Agents in UI](https://praison.ai/docs/features/external-agents-ui.md) - [External CLI Integrations](https://praison.ai/docs/features/external-cli-integrations.md) - [Fail-Loud Defaults](https://praison.ai/docs/features/fail-loud-defaults.md) - [Failover](https://praison.ai/docs/features/failover.md) - [Fast Context](https://praison.ai/docs/features/fast-context.md) - [File Editing](https://praison.ai/docs/features/file-editing.md) - [File Snapshot Module](https://praison.ai/docs/features/file-snapshot.md) - [First-run Onboarding](https://praison.ai/docs/features/first-run-onboarding.md) - [Framework Adapter Plugins](https://praison.ai/docs/features/framework-adapter-plugins.md) - [Framework Availability Detection](https://praison.ai/docs/features/framework-availability.md) - [Default Framework Change (v1.0.0+)](https://praison.ai/docs/features/framework-default-change.md) - [Gateway](https://praison.ai/docs/features/gateway.md) - [Gateway Abort and Per-Turn Timeout](https://praison.ai/docs/features/gateway-abort-and-timeout.md) - [Gateway Admission Control](https://praison.ai/docs/features/gateway-admission-control.md) - [Gateway Agent Defaults](https://praison.ai/docs/features/gateway-agent-defaults.md) - [Gateway API Endpoints](https://praison.ai/docs/features/gateway-api-endpoints.md) - [Gateway Approval Durability](https://praison.ai/docs/features/gateway-approval-durability.md) - [Bind-Aware Authentication](https://praison.ai/docs/features/gateway-bind-aware-auth.md) - [Gateway Channel Directory](https://praison.ai/docs/features/gateway-channel-directory.md) - [Channel Supervision](https://praison.ai/docs/features/gateway-channel-supervision.md) - [Gateway CLI](https://praison.ai/docs/features/gateway-cli.md) - [Gateway Client](https://praison.ai/docs/features/gateway-client.md) - [Gateway Code-Skew Guard](https://praison.ai/docs/features/gateway-code-skew-guard.md) - [Gateway Config Migration](https://praison.ai/docs/features/gateway-config-migration.md) - [Gateway Config Reload](https://praison.ai/docs/features/gateway-config-reload.md) - [Crash-Loop Guard](https://praison.ai/docs/features/gateway-crash-loop-guard.md) - [Gateway Credential Rotation](https://praison.ai/docs/features/gateway-credential-rotation.md) - [Unified Degraded-Capability Registry](https://praison.ai/docs/features/gateway-degraded-capabilities.md) - [Degraded Channel Isolation](https://praison.ai/docs/features/gateway-degraded-channels.md) - [Gateway Drain Trigger](https://praison.ai/docs/features/gateway-drain-trigger.md) - [Gateway Edge Protections](https://praison.ai/docs/features/gateway-edge-protections.md) - [Gateway Error Handling](https://praison.ai/docs/features/gateway-error-handling.md) - [Gateway Exit Codes](https://praison.ai/docs/features/gateway-exit-codes.md) - [Gateway Flow Control](https://praison.ai/docs/features/gateway-flow-control.md) - [Gateway Inbound Frame Codec](https://praison.ai/docs/features/gateway-frame-codec.md) - [Gateway Graceful Drain](https://praison.ai/docs/features/gateway-graceful-drain.md) - [Gateway Handshake Protocol](https://praison.ai/docs/features/gateway-handshake-protocol.md) - [Gateway Inbound Hooks](https://praison.ai/docs/features/gateway-hooks.md) - [Gateway Hot-Reload](https://praison.ai/docs/features/gateway-hot-reload.md) - [Gateway Inbound Hooks](https://praison.ai/docs/features/gateway-inbound-hooks.md) - [Gateway Liveness](https://praison.ai/docs/features/gateway-liveness.md) - [Event-Loop Watchdog](https://praison.ai/docs/features/gateway-loop-watchdog.md) - [Gateway Metrics](https://praison.ai/docs/features/gateway-metrics.md) - [Gateway Operator Scopes](https://praison.ai/docs/features/gateway-operator-scopes.md) - [Gateway Overview](https://praison.ai/docs/features/gateway-overview.md) - [Push Delivery Store](https://praison.ai/docs/features/gateway-push-delivery-store.md) - [Gateway Rate Limit](https://praison.ai/docs/features/gateway-rate-limit.md) - [Gateway Rate-Limit Policy](https://praison.ai/docs/features/gateway-rate-limit-policy.md) - [Gateway Rate Limiting](https://praison.ai/docs/features/gateway-rate-limiting.md) - [Gateway Readiness](https://praison.ai/docs/features/gateway-readiness.md) - [Gateway Relay Transport](https://praison.ai/docs/features/gateway-relay-transport.md) - [Gateway Reliability Preset](https://praison.ai/docs/features/gateway-reliability.md) - [Gateway Reliability Preset](https://praison.ai/docs/features/gateway-reliability-preset.md) - [Gateway Restart Continuation](https://praison.ai/docs/features/gateway-restart-continuation.md) - [Gateway Route Bindings](https://praison.ai/docs/features/gateway-route-bindings.md) - [Scale-to-Zero Gateway](https://praison.ai/docs/features/gateway-scale-to-zero.md) - [Gateway Scoped Approvals](https://praison.ai/docs/features/gateway-scoped-approvals.md) - [Gateway Secret References](https://praison.ai/docs/features/gateway-secret-references.md) - [Gateway Self-Lifecycle Guard](https://praison.ai/docs/features/gateway-self-lifecycle-guard.md) - [Gateway Session Continuity](https://praison.ai/docs/features/gateway-session-continuity.md) - [Gateway Session Persistence](https://praison.ai/docs/features/gateway-session-persistence.md) - [Gateway Stream Events](https://praison.ai/docs/features/gateway-stream-events.md) - [Voice Notes (Speech-to-Text)](https://praison.ai/docs/features/gateway-stt.md) - [Multi-Channel Telegram Gateway](https://praison.ai/docs/features/gateway-telegram-multichannel.md) - [Gateway Tenant Profiles](https://praison.ai/docs/features/gateway-tenant-profile.md) - [Gateway Tiered Diagnostics](https://praison.ai/docs/features/gateway-tiered-diagnostics.md) - [Gateway Tool Policy](https://praison.ai/docs/features/gateway-tool-policy.md) - [Gateway Tracing Hook](https://praison.ai/docs/features/gateway-tracing-hook.md) - [Turn Completion Notes](https://praison.ai/docs/features/gateway-turn-completion.md) - [Undelivered-Message Notice](https://praison.ai/docs/features/gateway-undelivered-notice.md) - [Voice Notes](https://praison.ai/docs/features/gateway-voice-notes.md) - [Gateway Windows Deployment](https://praison.ai/docs/features/gateway-windows-deployment.md) - [Generate Synthetic Reasoning Data Agents](https://praison.ai/docs/features/generate-reasoning.md) - [Generative UI](https://praison.ai/docs/features/generative-ui.md) - [Goal Engineering](https://praison.ai/docs/features/goal-engineering.md) - [Goal-Gated Autonomous Loop](https://praison.ai/docs/features/goal-loop.md) - [Guardrails](https://praison.ai/docs/features/guardrails.md) - [Handoff Tool Policy](https://praison.ai/docs/features/handoff-tool-policy.md) - [Agent Handoffs](https://praison.ai/docs/features/handoffs.md) - [Harness Evaluator](https://praison.ai/docs/features/harness-evaluator.md) - [Heartbeat](https://praison.ai/docs/features/heartbeat.md) - [Helm Chart (Gateway)](https://praison.ai/docs/features/helm-chart-gateway.md) - [Importing Hermes/OpenClaw Skills](https://praison.ai/docs/features/hermes-openclaw-skills-import.md) - [Hierarchical Configuration](https://praison.ai/docs/features/hierarchical-config.md) - [Hook Events](https://praison.ai/docs/features/hook-events.md) - [Hooks](https://praison.ai/docs/features/hooks.md) - [BEFORE_TOOL_DEFINITIONS Hook](https://praison.ai/docs/features/hooks-before-tool-definitions.md) - [Host Integration](https://praison.ai/docs/features/host-integration.md) - [Hosted Agent](https://praison.ai/docs/features/hosted-agent.md) - [Hybrid Workflows](https://praison.ai/docs/features/hybrid-workflows.md) - [Image Generation AI Agents](https://praison.ai/docs/features/image-generation.md) - [Inbound Dead-Letter Queue](https://praison.ai/docs/features/inbound-dlq.md) - [Inbound Journal](https://praison.ai/docs/features/inbound-journal.md) - [Inbound Message Gate](https://praison.ai/docs/features/inbound-message-gate.md) - [Features Overview](https://praison.ai/docs/features/index.md) - [Agriculture Template](https://praison.ai/docs/features/industry-templates/agriculture.md) - [Energy Template](https://praison.ai/docs/features/industry-templates/energy.md) - [Healthcare Template](https://praison.ai/docs/features/industry-templates/healthcare.md) - [Manufacturing Template](https://praison.ai/docs/features/industry-templates/manufacturing.md) - [Industry Templates](https://praison.ai/docs/features/industry-templates/overview.md) - [Transportation Template](https://praison.ai/docs/features/industry-templates/transportation.md) - [Injected State](https://praison.ai/docs/features/injected-state.md) - [Installation Extras](https://praison.ai/docs/features/installation-extras.md) - [Integrate A2UI with Your Frontend](https://praison.ai/docs/features/integrate-a2ui-frontend.md) - [Integration Patterns](https://praison.ai/docs/features/integration-patterns.md) - [Integration Registry](https://praison.ai/docs/features/integration-registry.md) - [Intelligent Conversation Compaction](https://praison.ai/docs/features/intelligent-conversation-compaction.md) - [Interactive Tool Approval](https://praison.ai/docs/features/interactive-approval.md) - [Interactive Bot Actions](https://praison.ai/docs/features/interactive-bot-actions.md) - [Interactive Callback Authorization](https://praison.ai/docs/features/interactive-callback-authorization.md) - [Interactive Callback Payload Store](https://praison.ai/docs/features/interactive-callback-store.md) - [JOB_COMPLETED Hook](https://praison.ai/docs/features/job-completed-hook.md) - [Job Workflows](https://praison.ai/docs/features/job-workflows.md) - [Kanban](https://praison.ai/docs/features/kanban.md) - [Kanban CLI](https://praison.ai/docs/features/kanban-cli.md) - [Keyless Local-First Run](https://praison.ai/docs/features/keyless-local-first-run.md) - [Knowledge Search Results](https://praison.ai/docs/features/knowledge-search-results.md) - [L3 Dashboard Pages](https://praison.ai/docs/features/l3-dashboard-pages.md) - [LangChain Agents](https://praison.ai/docs/features/langchain.md) - [Lazy Imports & Fast Startup](https://praison.ai/docs/features/lazy-imports.md) - [Learn (Continuous Learning)](https://praison.ai/docs/features/learn.md) - [Learn Config](https://praison.ai/docs/features/learn-config.md) - [Learn a Skill from Sources](https://praison.ai/docs/features/learn-skill.md) - [Bounded Learning](https://praison.ai/docs/features/learning-retention.md) - [Linear Bot](https://praison.ai/docs/features/linear-bot.md) - [Lite Package (BYO-LLM)](https://praison.ai/docs/features/lite-package.md) - [LLM-as-Judge](https://praison.ai/docs/features/llm-as-judge.md) - [AutoGen Config List](https://praison.ai/docs/features/llm-autogen-config-list.md) - [LLM Config](https://praison.ai/docs/features/llm-config.md) - [LLM Context Compression](https://praison.ai/docs/features/llm-context-compression.md) - [LLM Endpoint Configuration](https://praison.ai/docs/features/llm-endpoint-config.md) - [LLM Error Classification](https://praison.ai/docs/features/llm-error-classification.md) - [LLM Gateways](https://praison.ai/docs/features/llm-gateways.md) - [Load MCP Tools](https://praison.ai/docs/features/load-mcp-tools.md) - [Local Agent](https://praison.ai/docs/features/local-agent.md) - [Local-First Run](https://praison.ai/docs/features/local-first-run.md) - [Local Models](https://praison.ai/docs/features/local-models.md) - [Local Tools Loading](https://praison.ai/docs/features/local-tools-loading.md) - [Logging Configuration](https://praison.ai/docs/features/logging-configuration.md) - [Long-Running Bots](https://praison.ai/docs/features/long-running-bots.md) - [Loop Evaluator](https://praison.ai/docs/features/loop-evaluator.md) - [Loop Guard](https://praison.ai/docs/features/loop-guard.md) - [Loop Guardrails](https://praison.ai/docs/features/loop-guardrails.md) - [Loop Tasks](https://praison.ai/docs/features/loop-tasks.md) - [LSP Navigation Tools](https://praison.ai/docs/features/lsp-navigation-tools.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) - [Managed Backend Plugins](https://praison.ai/docs/features/managed-backend-plugins.md) - [Managed CLI](https://praison.ai/docs/features/managed-cli.md) - [Managed Config](https://praison.ai/docs/features/managed-config.md) - [Managed Config Layer](https://praison.ai/docs/features/managed-config-layer.md) - [Managed Runtime Protocol](https://praison.ai/docs/features/managed-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) - [Math AI Agent](https://praison.ai/docs/features/mathagent.md) - [Step Budget](https://praison.ai/docs/features/max-steps.md) - [MCP Integration](https://praison.ai/docs/features/mcp.md) - [MCP CLI Tools Path Safety](https://praison.ai/docs/features/mcp-cli-tools-path-safety.md) - [MCP Client Protocol](https://praison.ai/docs/features/mcp-client-protocol.md) - [MCP Lifecycle Management](https://praison.ai/docs/features/mcp-lifecycle.md) - [MCP Memory Tools](https://praison.ai/docs/features/mcp-memory-tools.md) - [Recipe → MCP Bridge](https://praison.ai/docs/features/mcp-recipe-server.md) - [MCP Resources & Prompts](https://praison.ai/docs/features/mcp-resources-and-prompts.md) - [MCP Scoped API Keys](https://praison.ai/docs/features/mcp-scoped-api-keys.md) - [MCP SSE Security](https://praison.ai/docs/features/mcp-sse-security.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 YAML Configuration](https://praison.ai/docs/features/mcp-yaml-config.md) - [Media Evaluator](https://praison.ai/docs/features/media-evaluator.md) - [Memory](https://praison.ai/docs/features/memory.md) - [Memory Advanced Search](https://praison.ai/docs/features/memory-advanced-search.md) - [Memory Lifecycle Hooks](https://praison.ai/docs/features/memory-lifecycle-hooks.md) - [Memory Troubleshooting](https://praison.ai/docs/features/memory-troubleshooting.md) - [Message Presentation & Inline Keyboards](https://praison.ai/docs/features/message-presentation.md) - [Message Steering](https://praison.ai/docs/features/message-steering.md) - [Messaging Bots](https://praison.ai/docs/features/messaging-bots.md) - [Messaging Channels Strategy](https://praison.ai/docs/features/messaging-channels-strategy.md) - [Middleware](https://praison.ai/docs/features/middleware.md) - [Mini Agents](https://praison.ai/docs/features/mini.md) - [Model Capabilities](https://praison.ai/docs/features/model-capabilities.md) - [Model Fallback](https://praison.ai/docs/features/model-fallback.md) - [Model-Family Harness](https://praison.ai/docs/features/model-harness.md) - [Model Router System](https://praison.ai/docs/features/model-router.md) - [Model Catalogue](https://praison.ai/docs/features/models-cli.md) - [Modular Recipes](https://praison.ai/docs/features/modular-recipes.md) - [MongoDB Memory](https://praison.ai/docs/features/mongodb-memory.md) - [Multi-Agent Context Safety](https://praison.ai/docs/features/multi-agent-context-safety.md) - [Multi-Agent Execution](https://praison.ai/docs/features/multi-agent-execution.md) - [Multi-Agent Hooks](https://praison.ai/docs/features/multi-agent-hooks.md) - [Multi-Agent Memory](https://praison.ai/docs/features/multi-agent-memory.md) - [Multi-Agent Output](https://praison.ai/docs/features/multi-agent-output.md) - [Multi-Agent Patterns](https://praison.ai/docs/features/multi-agent-patterns.md) - [Multi-Agent Media Pipelines](https://praison.ai/docs/features/multi-agent-pipelines.md) - [Multi-Agent Planning](https://praison.ai/docs/features/multi-agent-planning.md) - [Multi-Channel Bots](https://praison.ai/docs/features/multi-channel-bots.md) - [Advanced Multi-Provider Patterns](https://praison.ai/docs/features/multi-provider-advanced.md) - [Multimodal Agents](https://praison.ai/docs/features/multimodal.md) - [Multimodal Tool Output](https://praison.ai/docs/features/multimodal-tool-output.md) - [Multi-tool Agents: HERMES_ONLY_TOOLS](https://praison.ai/docs/features/multitool-hermes-only-tools.md) - [n8n API Integration](https://praison.ai/docs/features/n8n-api.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) - [Named Agent Delegation](https://praison.ai/docs/features/named-agent-delegation.md) - [Named Subagents](https://praison.ai/docs/features/named-subagents.md) - [Neon Serverless PostgreSQL](https://praison.ai/docs/features/neon.md) - [Non-Fatal Errors](https://praison.ai/docs/features/non-fatal-errors.md) - [Observability Hooks](https://praison.ai/docs/features/observability-hooks.md) - [OCR](https://praison.ai/docs/features/ocr.md) - [Bot Onboarding](https://praison.ai/docs/features/onboard.md) - [OpenAI Client Retries](https://praison.ai/docs/features/openai-client-retries.md) - [OpenAI-Compatible Server](https://praison.ai/docs/features/openai-compatible-server.md) - [OpenAI Quickstart](https://praison.ai/docs/features/openai-quickstart.md) - [Context Optimizer](https://praison.ai/docs/features/optimizer.md) - [Context Optimizer CLI](https://praison.ai/docs/features/optimizer-cli.md) - [Agentic Orchestrator Worker](https://praison.ai/docs/features/orchestrator-worker.md) - [Outbound Media Delivery](https://praison.ai/docs/features/outbound-media-delivery.md) - [Outbound Ordering](https://praison.ai/docs/features/outbound-ordering.md) - [Outbound Resilience](https://praison.ai/docs/features/outbound-resilience.md) - [Output](https://praison.ai/docs/features/output.md) - [Output Styles](https://praison.ai/docs/features/output-styles.md) - [Custom Auth & Pairing Protocols](https://praison.ai/docs/features/pairing-protocols.md) - [Panel LLM (Mixture-of-Agents)](https://praison.ai/docs/features/panel-llm.md) - [Agentic Parallelisation](https://praison.ai/docs/features/parallelisation.md) - [Per-Chat Session Scope](https://praison.ai/docs/features/per-chat-session-scope.md) - [Performance Benchmarks](https://praison.ai/docs/features/performance-benchmarks.md) - [Permission Modes](https://praison.ai/docs/features/permission-modes.md) - [Permissions Module](https://praison.ai/docs/features/permissions.md) - [Database Persistence](https://praison.ai/docs/features/persistence.md) - [Persistence Backend Plugins](https://praison.ai/docs/features/persistence-backend-plugins.md) - [ClickHouse Persistence](https://praison.ai/docs/features/persistence-clickhouse.md) - [MySQL Conversation Store](https://praison.ai/docs/features/persistence-conversation-mysql.md) - [JSON File Persistence](https://praison.ai/docs/features/persistence-json.md) - [MongoDB State Store](https://praison.ai/docs/features/persistence-mongodb.md) - [MySQL Persistence](https://praison.ai/docs/features/persistence-mysql.md) - [PostgreSQL Persistence](https://praison.ai/docs/features/persistence-postgres.md) - [Redis State Store](https://praison.ai/docs/features/persistence-redis.md) - [SQLite Persistence](https://praison.ai/docs/features/persistence-sqlite.md) - [Planning](https://praison.ai/docs/features/planning.md) - [Planning Mode](https://praison.ai/docs/features/planning-mode.md) - [Platform-Aware Agents](https://praison.ai/docs/features/platform-aware-agents.md) - [Platform Client SDK Testing](https://praison.ai/docs/features/platform-client-sdk-testing.md) - [Platform Python SDK](https://praison.ai/docs/features/platform-python-sdk.md) - [Platform SDK Client](https://praison.ai/docs/features/platform-sdk.md) - [Platform Workspace Context](https://praison.ai/docs/features/platform-workspace-context.md) - [Platform Activity Log](https://praison.ai/docs/features/platform/activity-log.md) - [Platform Agent Management](https://praison.ai/docs/features/platform/agents.md) - [Platform Authentication Configuration](https://praison.ai/docs/features/platform/auth-configuration.md) - [Platform /me Endpoint Bugfix](https://praison.ai/docs/features/platform/auth-me-endpoint-fix.md) - [Platform Authentication](https://praison.ai/docs/features/platform/authentication.md) - [Platform Comments & Threaded Replies](https://praison.ai/docs/features/platform/comments.md) - [Data Model](https://praison.ai/docs/features/platform/data-model.md) - [Issue Dependencies](https://praison.ai/docs/features/platform/dependencies.md) - [Platform Custom Exceptions](https://praison.ai/docs/features/platform/exceptions.md) - [Human-Readable Issue IDs](https://praison.ai/docs/features/platform/issue-ids.md) - [Platform Issue Tracking](https://praison.ai/docs/features/platform/issues.md) - [Platform Labels](https://praison.ai/docs/features/platform/labels.md) - [Team Members & RBAC](https://praison.ai/docs/features/platform/members.md) - [Platform Pagination](https://praison.ai/docs/features/platform/pagination.md) - [Platform Project Management](https://praison.ai/docs/features/platform/projects.md) - [API Route RBAC Enforcement](https://praison.ai/docs/features/platform/rbac-enforcement.md) - [Platform Python SDK Client](https://praison.ai/docs/features/platform/sdk-client.md) - [Platform Workspace Management](https://praison.ai/docs/features/platform/workspaces.md) - [Plugins](https://praison.ai/docs/features/plugins.md) - [Policy Engine](https://praison.ai/docs/features/policy-engine.md) - [Post-Edit Formatter](https://praison.ai/docs/features/post-edit-formatter.md) - [praisonai-browser Package](https://praison.ai/docs/features/praisonai-browser-package.md) - [PraisonAI Code CLI](https://praison.ai/docs/features/praisonai-code-cli.md) - [praisonai-mcp Package](https://praison.ai/docs/features/praisonai-mcp-package.md) - [praisonai-sandbox Package](https://praison.ai/docs/features/praisonai-sandbox-package.md) - [Speed Benchmark](https://praison.ai/docs/features/praisonai-train-benchmark.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) - [Export a trained model](https://praison.ai/docs/features/praisonai-train-export.md) - [Multi-GPU Training](https://praison.ai/docs/features/praisonai-train-multigpu.md) - [praisonai-train Package](https://praison.ai/docs/features/praisonai-train-package.md) - [Serve & MTP Fast-Inference](https://praison.ai/docs/features/praisonai-train-serve.md) - [praisonai uninstall](https://praison.ai/docs/features/praisonai-uninstall.md) - [Update Hint](https://praison.ai/docs/features/praisonai-update-hint.md) - [praisonai upgrade](https://praison.ai/docs/features/praisonai-upgrade.md) - [Usage Reporting](https://praison.ai/docs/features/praisonai-usage.md) - [Prepared Turn Context](https://praison.ai/docs/features/prepared-turn-context.md) - [Presentation Renderers](https://praison.ai/docs/features/presentation-renderers.md) - [Proactive Delivery](https://praison.ai/docs/features/proactive-delivery.md) - [Performance Profiling](https://praison.ai/docs/features/profiler.md) - [Profiling](https://praison.ai/docs/features/profiling.md) - [Project-Local Tools](https://praison.ai/docs/features/project-local-tools.md) - [Project-Scoped Sessions](https://praison.ai/docs/features/project-sessions.md) - [Sender Attribution Sanitisation](https://praison.ai/docs/features/prompt-attribution-neutralisation.md) - [Prompt Cache Optimization](https://praison.ai/docs/features/prompt-cache-optimization.md) - [Prompt Caching](https://praison.ai/docs/features/prompt-caching.md) - [Prompt Injection Protection](https://praison.ai/docs/features/prompt-injection-protection.md) - [Prompt Optimizer](https://praison.ai/docs/features/prompt-optimizer.md) - [Agentic Prompt Chaining](https://praison.ai/docs/features/promptchaining.md) - [Protected Paths](https://praison.ai/docs/features/protected-paths.md) - [Real-Time Push Notifications](https://praison.ai/docs/features/push-notifications.md) - [Quality Checking](https://praison.ai/docs/features/quality-checking.md) - [RAG Scoping & Filtering](https://praison.ai/docs/features/rag-scoping.md) - [Rate Limiter](https://praison.ai/docs/features/rate-limiter.md) - [Real API Key Testing](https://praison.ai/docs/features/real-api-testing.md) - [Reasoning Agents](https://praison.ai/docs/features/reasoning.md) - [Reasoning Extract Agents](https://praison.ai/docs/features/reasoning-extract.md) - [Recipe Registry](https://praison.ai/docs/features/recipe-registry.md) - [Recipe Serve Advanced Features](https://praison.ai/docs/features/recipe-serve-advanced.md) - [Recipe Serve (Python)](https://praison.ai/docs/features/recipe-serve-code.md) - [Recipe Workflow](https://praison.ai/docs/features/recipe-workflow.md) - [Recursive Context](https://praison.ai/docs/features/recursive-context.md) - [Reflection](https://praison.ai/docs/features/reflection.md) - [Registry Dependency Injection](https://praison.ai/docs/features/registry-dependency-injection.md) - [Out-of-Process Relay Transport](https://praison.ai/docs/features/relay-transport.md) - [Reliability](https://praison.ai/docs/features/reliability.md) - [Repetitive Agents](https://praison.ai/docs/features/repetitive.md) - [Context Replay](https://praison.ai/docs/features/replay.md) - [Resource Lifecycle](https://praison.ai/docs/features/resource-lifecycle.md) - [Reusable Approval Scopes](https://praison.ai/docs/features/reusable-approval-scopes.md) - [Microsoft Teams Integration](https://praison.ai/docs/features/rfc-microsoft-teams-integration.md) - [RouteLLM Integration](https://praison.ai/docs/features/routellm.md) - [Agentic Routing](https://praison.ai/docs/features/routing.md) - [Rules & Instructions](https://praison.ai/docs/features/rules.md) - [Run History](https://praison.ai/docs/features/run-history.md) - [Run Ledger](https://praison.ai/docs/features/run-ledger.md) - [Run Outcome](https://praison.ai/docs/features/run-outcome.md) - [Run-State Journal](https://praison.ai/docs/features/run-state-journal.md) - [Run Stream Events](https://praison.ai/docs/features/run-stream-events.md) - [Run in an Isolated Worktree](https://praison.ai/docs/features/run-worktree.md) - [Runtime](https://praison.ai/docs/features/runtime.md) - [Runtime Capabilities](https://praison.ai/docs/features/runtime-capabilities.md) - [Runtime MCP Management](https://praison.ai/docs/features/runtime-mcp.md) - [Runtime Preflight](https://praison.ai/docs/features/runtime-preflight.md) - [Runtime Resolution](https://praison.ai/docs/features/runtime-resolution.md) - [Runtime Selection](https://praison.ai/docs/features/runtime-selection.md) - [Runtime Tool Result Middleware](https://praison.ai/docs/features/runtime-tool-result-middleware.md) - [Sandbox](https://praison.ai/docs/features/sandbox.md) - [Sandbox Backends](https://praison.ai/docs/features/sandbox-backends.md) - [Sandboxed Agent](https://praison.ai/docs/features/sandboxed-agent.md) - [Save Agent Output](https://praison.ai/docs/features/save-output.md) - [Scheduled Run Policy](https://praison.ai/docs/features/scheduled-run-policy.md) - [Scheduler Delivery](https://praison.ai/docs/features/scheduler-delivery.md) - [Per-User Scheduler Isolation](https://praison.ai/docs/features/scheduler-multi-tenant.md) - [Scheduler Pre-Run Gate](https://praison.ai/docs/features/scheduler-pre-run-gate.md) - [Scheduler Providers](https://praison.ai/docs/features/scheduler-providers.md) - [Search Providers](https://praison.ai/docs/features/search-provider-registry.md) - [Secret File Read Gate](https://praison.ai/docs/features/secret-read-gate.md) - [Security Environment Variables](https://praison.ai/docs/features/security-environment-variables.md) - [Self-Improving Agents](https://praison.ai/docs/features/self-improve.md) - [Self Reflection](https://praison.ai/docs/features/selfreflection.md) - [Send Message Tool](https://praison.ai/docs/features/send-message-tool.md) - [Send Policy](https://praison.ai/docs/features/send-policy.md) - [Serve Agents](https://praison.ai/docs/features/serve-agents.md) - [Serve Agents Authentication](https://praison.ai/docs/features/serve-agents-auth.md) - [Compacted Session Resume](https://praison.ai/docs/features/session-compaction-checkpoint.md) - [Session Hierarchy](https://praison.ai/docs/features/session-hierarchy.md) - [Session Persistence](https://praison.ai/docs/features/session-persistence.md) - [Session Store Protocol](https://praison.ai/docs/features/session-protocol.md) - [Session Runtime State](https://praison.ai/docs/features/session-runtime-state.md) - [Session Store](https://praison.ai/docs/features/session-store.md) - [Sessions & Remote Agents](https://praison.ai/docs/features/sessions.md) - [Single-Source Project Config](https://praison.ai/docs/features/single-source-config.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) - [Skill Lifecycle](https://praison.ai/docs/features/skill-lifecycle.md) - [Self-Improving Skills](https://praison.ai/docs/features/skill-manage.md) - [Agent Skills](https://praison.ai/docs/features/skills.md) - [Remote Skill Sources](https://praison.ai/docs/features/skills-remote-sources.md) - [Skills vs Tools](https://praison.ai/docs/features/skills-vs-tools.md) - [Spawn & Announce](https://praison.ai/docs/features/spawn-announce.md) - [Specialised Agents](https://praison.ai/docs/features/specialized-agents.md) - [SQLite Transcript Store](https://praison.ai/docs/features/sqlite-transcript-store.md) - [Standalone Bot Gateway](https://praison.ai/docs/features/standalone-bot-gateway.md) - [Standalone Bot YAML](https://praison.ai/docs/features/standalone-bot-yaml.md) - [Standalone LLM Modules](https://praison.ai/docs/features/standalone-llm-modules.md) - [Stateful Agents](https://praison.ai/docs/features/stateful-agents.md) - [Streaming](https://praison.ai/docs/features/streaming.md) - [Streaming Progress Compositor](https://praison.ai/docs/features/streaming-progress-compositor.md) - [Streaming Progress Feed](https://praison.ai/docs/features/streaming-progress-feed.md) - [Streaming Tool Events](https://praison.ai/docs/features/streaming-tool-events.md) - [Structured AI Agents](https://praison.ai/docs/features/structured.md) - [Structured LLM Errors](https://praison.ai/docs/features/structured-llm-errors.md) - [Subagent Delegation](https://praison.ai/docs/features/subagent-delegation.md) - [Subagent Tool](https://praison.ai/docs/features/subagent-tool.md) - [Subscription Auth](https://praison.ai/docs/features/subscription-auth.md) - [Supabase Database](https://praison.ai/docs/features/supabase.md) - [Task Context Control](https://praison.ai/docs/features/task-context-control.md) - [Task Retry Policy](https://praison.ai/docs/features/task-retry-policy.md) - [Task Validation & Feedback](https://praison.ai/docs/features/task-validation-feedback.md) - [Telegram Durable Approval](https://praison.ai/docs/features/telegram-durable-approval.md) - [Media Albums](https://praison.ai/docs/features/telegram-media-albums.md) - [Telemetry & Performance Tracking](https://praison.ai/docs/features/telemetry.md) - [Templates](https://praison.ai/docs/features/templates.md) - [Terminal-Bench Integration](https://praison.ai/docs/features/terminal-bench.md) - [Test Documentation](https://praison.ai/docs/features/test-documentation.md) - [Thinking Budgets](https://praison.ai/docs/features/thinking-budgets.md) - [Thread-Safe Agent State](https://praison.ai/docs/features/thread-safety.md) - [Todo Planning](https://praison.ai/docs/features/todo-planning.md) - [Token Usage Protocol](https://praison.ai/docs/features/token-usage-protocol.md) - [Tool Availability Gating](https://praison.ai/docs/features/tool-availability.md) - [Tool Call Executor Timeout](https://praison.ai/docs/features/tool-call-executor-timeout.md) - [Tool Call Self-Repair](https://praison.ai/docs/features/tool-call-self-repair.md) - [Tool Circuit Breaker](https://praison.ai/docs/features/tool-circuit-breaker.md) - [Tool Config](https://praison.ai/docs/features/tool-config.md) - [Tool Discovery Order](https://praison.ai/docs/features/tool-discovery-order.md) - [Tool Output Spill](https://praison.ai/docs/features/tool-output-spill.md) - [Tool Output Store](https://praison.ai/docs/features/tool-output-store.md) - [Tool Progress Streaming](https://praison.ai/docs/features/tool-progress-streaming.md) - [ToolRegistry AutoGen Migration](https://praison.ai/docs/features/tool-registry-autogen-migration.md) - [Tool Approval](https://praison.ai/docs/features/tool-requires-approval.md) - [Tool Resolution](https://praison.ai/docs/features/tool-resolution.md) - [Tool Resolver](https://praison.ai/docs/features/tool-resolver.md) - [Tool Retry & Backoff](https://praison.ai/docs/features/tool-retry-backoff.md) - [Tool Retry Policy](https://praison.ai/docs/features/tool-retry-policy.md) - [Tool Schema Validation](https://praison.ai/docs/features/tool-schema-validation.md) - [Tool Search](https://praison.ai/docs/features/tool-search.md) - [Tool Source Registry](https://praison.ai/docs/features/tool-source-registry.md) - [Tool Timeouts & Cancellation](https://praison.ai/docs/features/tool-timeout.md) - [Tools](https://praison.ai/docs/features/tools.md) - [Toolsets](https://praison.ai/docs/features/toolsets.md) - [Serve trained models](https://praison.ai/docs/features/train-serve.md) - [Trials Engine](https://praison.ai/docs/features/trials-engine.md) - [TUI Commands](https://praison.ai/docs/features/tui/commands.md) - [TUI Overview](https://praison.ai/docs/features/tui/overview.md) - [Queue System](https://praison.ai/docs/features/tui/queue.md) - [TUI Simulation](https://praison.ai/docs/features/tui/simulation.md) _Note: this index was truncated to stay under 100,000 characters; 4516 pages and 1 OpenAPI spec omitted._