# PraisonAI ## Docs - [AI Agents](https://docs.praison.ai/docs/agents/agents.md) - [Data Analyst Agent](https://docs.praison.ai/docs/agents/data-analyst.md) - [Deep Research Agent](https://docs.praison.ai/docs/agents/deep-research.md) - [Finance Agent](https://docs.praison.ai/docs/agents/finance.md) - [Image Analysis Agent](https://docs.praison.ai/docs/agents/image.md) - [Image to Text Agent](https://docs.praison.ai/docs/agents/image-to-text.md) - [Markdown Agent](https://docs.praison.ai/docs/agents/markdown.md) - [Planning Agent](https://docs.praison.ai/docs/agents/planning.md) - [Programming Agent](https://docs.praison.ai/docs/agents/programming.md) - [Prompt Expander Agent](https://docs.praison.ai/docs/agents/prompt-expander.md) - [Query Rewriter Agent](https://docs.praison.ai/docs/agents/query-rewriter.md) - [Recommendation Agent](https://docs.praison.ai/docs/agents/recommendation.md) - [Research Agent](https://docs.praison.ai/docs/agents/research.md) - [Shopping Agent](https://docs.praison.ai/docs/agents/shopping.md) - [Single Agent](https://docs.praison.ai/docs/agents/single.md) - [Video Agent](https://docs.praison.ai/docs/agents/video.md) - [Web Search Agent](https://docs.praison.ai/docs/agents/websearch.md) - [Wikipedia Agent](https://docs.praison.ai/docs/agents/wikipedia.md) - [API Reference](https://docs.praison.ai/docs/api.md) - [API Reference](https://docs.praison.ai/docs/api-reference/index.md) - [Workflow API](https://docs.praison.ai/docs/api-reference/workflow-manager.md) - [API Reference](https://docs.praison.ai/docs/api/index.md) - [A2A Architecture](https://docs.praison.ai/docs/api/praisonaiagents/a2a/architecture.md) - [A2A API](https://docs.praison.ai/docs/api/praisonaiagents/a2a/endpoints.md) - [GET Agent Card API](https://docs.praison.ai/docs/api/praisonaiagents/a2a/get-agent-card.md) - [GET Status API](https://docs.praison.ai/docs/api/praisonaiagents/a2a/get-status.md) - [POST A2A API](https://docs.praison.ai/docs/api/praisonaiagents/a2a/post-a2a.md) - [AG-UI API](https://docs.praison.ai/docs/api/praisonaiagents/agui/endpoints.md) - [GET /status](https://docs.praison.ai/docs/api/praisonaiagents/agui/get-status.md) - [POST /agui API](https://docs.praison.ai/docs/api/praisonaiagents/agui/post-agui.md) - [praisonaiagents API](https://docs.praison.ai/docs/api/praisonaiagents/index.md) - [Agent Launch API](https://docs.praison.ai/docs/api/praisonaiagents/launch/endpoints.md) - [POST Agent Endpoint API](https://docs.praison.ai/docs/api/praisonaiagents/launch/post-endpoint.md) - [MCP Server API](https://docs.praison.ai/docs/api/praisonaiagents/mcp/endpoints.md) - [GET /sse API](https://docs.praison.ai/docs/api/praisonaiagents/mcp/get-sse.md) - [POST Messages API](https://docs.praison.ai/docs/api/praisonaiagents/mcp/post-messages.md) - [Azure Audio](https://docs.praison.ai/docs/audio/azure.md) - [Deepgram](https://docs.praison.ai/docs/audio/deepgram.md) - [ElevenLabs](https://docs.praison.ai/docs/audio/elevenlabs.md) - [Fireworks AI Audio](https://docs.praison.ai/docs/audio/fireworks.md) - [Google Gemini Audio](https://docs.praison.ai/docs/audio/gemini.md) - [Groq Audio](https://docs.praison.ai/docs/audio/groq.md) - [MiniMax Audio](https://docs.praison.ai/docs/audio/minimax.md) - [OpenAI Audio](https://docs.praison.ai/docs/audio/openai.md) - [Audio Overview](https://docs.praison.ai/docs/audio/overview.md) - [OVHcloud STT](https://docs.praison.ai/docs/audio/ovhcloud.md) - [AWS Polly](https://docs.praison.ai/docs/audio/polly.md) - [Vertex AI Audio](https://docs.praison.ai/docs/audio/vertex.md) - [Agent Retry Strategies](https://docs.praison.ai/docs/best-practices/agent-retry-strategies.md) - [Debugging Multi-Agent Systems](https://docs.praison.ai/docs/best-practices/debugging.md) - [Error Handling in Multi-Agent Systems](https://docs.praison.ai/docs/best-practices/error-handling.md) - [Graceful Degradation Patterns](https://docs.praison.ai/docs/best-practices/graceful-degradation.md) - [Memory Cleanup for Long-Running Apps](https://docs.praison.ai/docs/best-practices/memory-cleanup.md) - [Multi-User Session Handling](https://docs.praison.ai/docs/best-practices/multi-user-sessions.md) - [Performance Tuning Guidelines](https://docs.praison.ai/docs/best-practices/performance-tuning.md) - [Security Best Practices](https://docs.praison.ai/docs/best-practices/security.md) - [State Conflict Resolution](https://docs.praison.ai/docs/best-practices/state-conflict-resolution.md) - [Task Orchestration Best Practices](https://docs.praison.ai/docs/best-practices/task-orchestration.md) - [Token Usage Optimization](https://docs.praison.ai/docs/best-practices/token-optimization.md) - [PraisonAI Call](https://docs.praison.ai/docs/call.md) - [Completions](https://docs.praison.ai/docs/capabilities/completions.md) - [Completions CLI](https://docs.praison.ai/docs/capabilities/completions-cli.md) - [Embeddings](https://docs.praison.ai/docs/capabilities/embeddings.md) - [Embeddings CLI](https://docs.praison.ai/docs/capabilities/embeddings-cli.md) - [Images](https://docs.praison.ai/docs/capabilities/images.md) - [Images CLI](https://docs.praison.ai/docs/capabilities/images-cli.md) - [Capabilities Overview](https://docs.praison.ai/docs/capabilities/index.md) - [Messages](https://docs.praison.ai/docs/capabilities/messages.md) - [Messages CLI](https://docs.praison.ai/docs/capabilities/messages-cli.md) - [Moderations](https://docs.praison.ai/docs/capabilities/moderations.md) - [Moderations CLI](https://docs.praison.ai/docs/capabilities/moderations-cli.md) - [Realtime](https://docs.praison.ai/docs/capabilities/realtime.md) - [Realtime CLI](https://docs.praison.ai/docs/capabilities/realtime-cli.md) - [ACP CLI](https://docs.praison.ai/docs/cli/acp.md) - [Agent-Centric Tools Module](https://docs.praison.ai/docs/cli/agent-tools.md) - [Multi-Agent CLI](https://docs.praison.ai/docs/cli/agents.md) - [API Reference Generator](https://docs.praison.ai/docs/cli/api-md.md) - [Async Jobs](https://docs.praison.ai/docs/cli/async-jobs.md) - [@ Mentions](https://docs.praison.ai/docs/cli/at-mentions.md) - [Auto Mode](https://docs.praison.ai/docs/cli/auto.md) - [Auto Memory](https://docs.praison.ai/docs/cli/auto-memory.md) - [Autonomy Modes](https://docs.praison.ai/docs/cli/autonomy-modes.md) - [Background Tasks](https://docs.praison.ai/docs/cli/background.md) - [Batch](https://docs.praison.ai/docs/cli/batch.md) - [Benchmark](https://docs.praison.ai/docs/cli/benchmark.md) - [Call](https://docs.praison.ai/docs/cli/call.md) - [Chat](https://docs.praison.ai/docs/cli/chat.md) - [Checkpoints](https://docs.praison.ai/docs/cli/checkpoint.md) - [Claude CLI](https://docs.praison.ai/docs/cli/claude-cli.md) - [Claude Memory Tool](https://docs.praison.ai/docs/cli/claude-memory.md) - [CLI Reference](https://docs.praison.ai/docs/cli/cli.md) - [CLI Reference](https://docs.praison.ai/docs/cli/cli-reference.md) - [Code](https://docs.praison.ai/docs/cli/code.md) - [Codex CLI](https://docs.praison.ai/docs/cli/codex-cli.md) - [AI Commit](https://docs.praison.ai/docs/cli/commit.md) - [Context Compaction](https://docs.praison.ai/docs/cli/compaction.md) - [CLI Compare](https://docs.praison.ai/docs/cli/compare.md) - [Completion](https://docs.praison.ai/docs/cli/completion.md) - [Config](https://docs.praison.ai/docs/cli/config.md) - [Context](https://docs.praison.ai/docs/cli/context.md) - [Cost Tracking](https://docs.praison.ai/docs/cli/cost-tracking.md) - [Cursor CLI](https://docs.praison.ai/docs/cli/cursor-cli.md) - [Dashboard](https://docs.praison.ai/docs/cli/dashboard.md) - [ChromaDB CLI](https://docs.praison.ai/docs/cli/databases/chroma.md) - [JSON CLI](https://docs.praison.ai/docs/cli/databases/json.md) - [LanceDB CLI](https://docs.praison.ai/docs/cli/databases/lancedb.md) - [Memory CLI](https://docs.praison.ai/docs/cli/databases/memory.md) - [MongoDB CLI](https://docs.praison.ai/docs/cli/databases/mongodb.md) - [PGVector CLI](https://docs.praison.ai/docs/cli/databases/pgvector.md) - [Pinecone CLI](https://docs.praison.ai/docs/cli/databases/pinecone.md) - [PostgreSQL CLI](https://docs.praison.ai/docs/cli/databases/postgres.md) - [Qdrant CLI](https://docs.praison.ai/docs/cli/databases/qdrant.md) - [Redis CLI](https://docs.praison.ai/docs/cli/databases/redis.md) - [SQLite CLI](https://docs.praison.ai/docs/cli/databases/sqlite.md) - [Weaviate CLI](https://docs.praison.ai/docs/cli/databases/weaviate.md) - [Debug CLI](https://docs.praison.ai/docs/cli/debug-cli.md) - [Deep Research](https://docs.praison.ai/docs/cli/deep-research.md) - [Deploy](https://docs.praison.ai/docs/cli/deploy.md) - [Diag](https://docs.praison.ai/docs/cli/diag.md) - [Docs](https://docs.praison.ai/docs/cli/docs.md) - [Doctor](https://docs.praison.ai/docs/cli/doctor.md) - [Doctor CLI](https://docs.praison.ai/docs/cli/doctor-cli.md) - [Endpoints CLI](https://docs.praison.ai/docs/cli/endpoints.md) - [Env](https://docs.praison.ai/docs/cli/env.md) - [Agent Evaluation](https://docs.praison.ai/docs/cli/eval.md) - [Examples Runner](https://docs.praison.ai/docs/cli/examples.md) - [Fast Context](https://docs.praison.ai/docs/cli/fast-context.md) - [File Input](https://docs.praison.ai/docs/cli/file-input.md) - [Final Agent](https://docs.praison.ai/docs/cli/final-agent.md) - [Flow Display](https://docs.praison.ai/docs/cli/flow-display.md) - [Gemini CLI](https://docs.praison.ai/docs/cli/gemini-cli.md) - [Git Identity Configuration](https://docs.praison.ai/docs/cli/git-identity.md) - [Git Integration](https://docs.praison.ai/docs/cli/git-integration.md) - [Guardrail](https://docs.praison.ai/docs/cli/guardrail.md) - [Handoff](https://docs.praison.ai/docs/cli/handoff.md) - [Hooks](https://docs.praison.ai/docs/cli/hooks.md) - [Image Processing](https://docs.praison.ai/docs/cli/image.md) - [Image Description](https://docs.praison.ai/docs/cli/image-describe.md) - [Image Generation](https://docs.praison.ai/docs/cli/image-generate.md) - [Init](https://docs.praison.ai/docs/cli/init.md) - [Interactive Runtime Module](https://docs.praison.ai/docs/cli/interactive-runtime.md) - [Interactive Tools](https://docs.praison.ai/docs/cli/interactive-tools.md) - [Interactive TUI](https://docs.praison.ai/docs/cli/interactive-tui.md) - [Knowledge CLI](https://docs.praison.ai/docs/cli/knowledge.md) - [Knowledge CLI](https://docs.praison.ai/docs/cli/knowledge-cli.md) - [Lazy Imports CLI](https://docs.praison.ai/docs/cli/lazy-imports.md) - [Lite Package CLI](https://docs.praison.ai/docs/cli/lite.md) - [LSP](https://docs.praison.ai/docs/cli/lsp.md) - [LSP Code Intelligence Module](https://docs.praison.ai/docs/cli/lsp-code-intelligence.md) - [Max Tokens](https://docs.praison.ai/docs/cli/max-tokens.md) - [MCP (Model Context Protocol)](https://docs.praison.ai/docs/cli/mcp.md) - [MCP Lifecycle CLI](https://docs.praison.ai/docs/cli/mcp-lifecycle.md) - [MCP Pagination CLI](https://docs.praison.ai/docs/cli/mcp-pagination.md) - [MCP Registry Bridge CLI](https://docs.praison.ai/docs/cli/mcp-registry-bridge.md) - [MCP Server CLI](https://docs.praison.ai/docs/cli/mcp-server.md) - [MCP Tool Annotations CLI](https://docs.praison.ai/docs/cli/mcp-tool-annotations.md) - [MCP Tool Search CLI](https://docs.praison.ai/docs/cli/mcp-tool-search.md) - [Memory](https://docs.praison.ai/docs/cli/memory.md) - [@Mentions](https://docs.praison.ai/docs/cli/mentions.md) - [Message Queue](https://docs.praison.ai/docs/cli/message-queue.md) - [Metrics](https://docs.praison.ai/docs/cli/metrics.md) - [observability](https://docs.praison.ai/docs/cli/monitoring/observability.md) - [n8n Integration](https://docs.praison.ai/docs/cli/n8n.md) - [Output Styles](https://docs.praison.ai/docs/cli/output-style.md) - [Package](https://docs.praison.ai/docs/cli/package.md) - [Package Manager CLI](https://docs.praison.ai/docs/cli/package-manager.md) - [Performance CLI](https://docs.praison.ai/docs/cli/performance.md) - [Persistence CLI](https://docs.praison.ai/docs/cli/persistence.md) - [Planning Mode](https://docs.praison.ai/docs/cli/planning.md) - [Policy Engine](https://docs.praison.ai/docs/cli/policy.md) - [Profile API](https://docs.praison.ai/docs/cli/profile.md) - [CLI Profiling](https://docs.praison.ai/docs/cli/profiling.md) - [Prompt Caching](https://docs.praison.ai/docs/cli/prompt-caching.md) - [Prompt Expansion](https://docs.praison.ai/docs/cli/prompt-expansion.md) - [Query Rewrite](https://docs.praison.ai/docs/cli/query-rewrite.md) - [Queue](https://docs.praison.ai/docs/cli/queue.md) - [RAG CLI](https://docs.praison.ai/docs/cli/rag.md) - [Real API Testing CLI](https://docs.praison.ai/docs/cli/real-api-testing.md) - [Realtime](https://docs.praison.ai/docs/cli/realtime.md) - [AI Code Editor Examples](https://docs.praison.ai/docs/cli/realworld-examples.md) - [Recipe](https://docs.praison.ai/docs/cli/recipe.md) - [Recipe Create](https://docs.praison.ai/docs/cli/recipe-create.md) - [Recipe Optimize](https://docs.praison.ai/docs/cli/recipe-optimize.md) - [Policy Packs](https://docs.praison.ai/docs/cli/recipe-policy.md) - [Recipe Registry](https://docs.praison.ai/docs/cli/recipe-registry.md) - [Run History](https://docs.praison.ai/docs/cli/recipe-runs.md) - [Security Features](https://docs.praison.ai/docs/cli/recipe-security.md) - [Recipe Serve](https://docs.praison.ai/docs/cli/recipe-serve.md) - [Recipe Serve Advanced CLI](https://docs.praison.ai/docs/cli/recipe-serve-advanced.md) - [Recipes CLI](https://docs.praison.ai/docs/cli/recipes.md) - [Recipes Code Usage](https://docs.praison.ai/docs/cli/recipes-code.md) - [Registry](https://docs.praison.ai/docs/cli/registry.md) - [Repository Map](https://docs.praison.ai/docs/cli/repo-map.md) - [Research](https://docs.praison.ai/docs/cli/research.md) - [Retrieval CLI Commands](https://docs.praison.ai/docs/cli/retrieval.md) - [Router](https://docs.praison.ai/docs/cli/router.md) - [Rules](https://docs.praison.ai/docs/cli/rules.md) - [Run](https://docs.praison.ai/docs/cli/run.md) - [Sandbox CLI](https://docs.praison.ai/docs/cli/sandbox.md) - [Sandbox Execution](https://docs.praison.ai/docs/cli/sandbox-execution.md) - [Schedule](https://docs.praison.ai/docs/cli/schedule.md) - [Scheduler CLI](https://docs.praison.ai/docs/cli/scheduler.md) - [Serve](https://docs.praison.ai/docs/cli/serve.md) - [Session](https://docs.praison.ai/docs/cli/session.md) - [Agent Skills](https://docs.praison.ai/docs/cli/skills.md) - [Slash Commands](https://docs.praison.ai/docs/cli/slash-commands.md) - [Standardise](https://docs.praison.ai/docs/cli/standardise.md) - [Strict Tools Mode](https://docs.praison.ai/docs/cli/strict-tools.md) - [Strict Tools CLI](https://docs.praison.ai/docs/cli/strict-tools-cli.md) - [Telemetry](https://docs.praison.ai/docs/cli/telemetry.md) - [Template Catalog CLI](https://docs.praison.ai/docs/cli/template-catalog.md) - [Template Catalog Module](https://docs.praison.ai/docs/cli/template-catalog-code.md) - [Templates](https://docs.praison.ai/docs/cli/templates.md) - [Add Templates](https://docs.praison.ai/docs/cli/templates-add.md) - [Add Templates CLI](https://docs.praison.ai/docs/cli/templates-add-cli.md) - [Templates CLI](https://docs.praison.ai/docs/cli/templates-cli.md) - [Thinking Budgets](https://docs.praison.ai/docs/cli/thinking.md) - [Thread Safety CLI](https://docs.praison.ai/docs/cli/thread-safety.md) - [Todo](https://docs.praison.ai/docs/cli/todo.md) - [Tool Approval](https://docs.praison.ai/docs/cli/tool-approval.md) - [Tool Call Tracking](https://docs.praison.ai/docs/cli/tool-tracking.md) - [Tools](https://docs.praison.ai/docs/cli/tools.md) - [Add Tools](https://docs.praison.ai/docs/cli/tools-add.md) - [Add Tools CLI](https://docs.praison.ai/docs/cli/tools-add-cli.md) - [Tools Discover](https://docs.praison.ai/docs/cli/tools-discover.md) - [Tools Discover CLI](https://docs.praison.ai/docs/cli/tools-discover-cli.md) - [Tools Doctor](https://docs.praison.ai/docs/cli/tools-doctor.md) - [Tools Doctor CLI](https://docs.praison.ai/docs/cli/tools-doctor-cli.md) - [Tools Override](https://docs.praison.ai/docs/cli/tools-override.md) - [Tools Override CLI](https://docs.praison.ai/docs/cli/tools-override-cli.md) - [Tools Resolve](https://docs.praison.ai/docs/cli/tools-resolve.md) - [Tools Resolve CLI](https://docs.praison.ai/docs/cli/tools-resolve-cli.md) - [Tools Show Sources](https://docs.praison.ai/docs/cli/tools-show-sources.md) - [Tools Show Sources CLI](https://docs.praison.ai/docs/cli/tools-show-sources-cli.md) - [Tools Sources](https://docs.praison.ai/docs/cli/tools-sources.md) - [Tools Sources CLI](https://docs.praison.ai/docs/cli/tools-sources-cli.md) - [Traces](https://docs.praison.ai/docs/cli/traces.md) - [Tracker](https://docs.praison.ai/docs/cli/tracker.md) - [Train](https://docs.praison.ai/docs/cli/train.md) - [TUI](https://docs.praison.ai/docs/cli/tui.md) - [TypeScript CLI (praisonai-ts)](https://docs.praison.ai/docs/cli/typescript-cli.md) - [UI](https://docs.praison.ai/docs/cli/ui.md) - [Version](https://docs.praison.ai/docs/cli/version.md) - [Web Fetch](https://docs.praison.ai/docs/cli/web-fetch.md) - [Web Search](https://docs.praison.ai/docs/cli/web-search.md) - [Workflow](https://docs.praison.ai/docs/cli/workflow.md) - [Claude Code Integration](https://docs.praison.ai/docs/code/claude-code.md) - [Codex CLI Integration](https://docs.praison.ai/docs/code/codex-cli.md) - [Cursor CLI Integration](https://docs.praison.ai/docs/code/cursor-cli.md) - [Code Editing](https://docs.praison.ai/docs/code/editing.md) - [External Agents](https://docs.praison.ai/docs/code/external-agents.md) - [Gemini CLI Integration](https://docs.praison.ai/docs/code/gemini-cli.md) - [Code Features Overview](https://docs.praison.ai/docs/code/overview.md) - [Agent Learn](https://docs.praison.ai/docs/concepts/agent-learn.md) - [Agent Train](https://docs.praison.ai/docs/concepts/agent-train.md) - [AgentFlow](https://docs.praison.ai/docs/concepts/agentflow.md) - [AgentOS](https://docs.praison.ai/docs/concepts/agentos.md) - [Agents](https://docs.praison.ai/docs/concepts/agents.md) - [AgentTeam](https://docs.praison.ai/docs/concepts/agentteam.md) - [Approval](https://docs.praison.ai/docs/concepts/approval.md) - [SDK Architecture](https://docs.praison.ai/docs/concepts/architecture.md) - [Agent Autonomy](https://docs.praison.ai/docs/concepts/autonomy.md) - [Autonomy vs Interactive](https://docs.praison.ai/docs/concepts/autonomy-vs-interactive.md) - [BotOS](https://docs.praison.ai/docs/concepts/bot-os.md) - [Budget Management](https://docs.praison.ai/docs/concepts/budget.md) - [Agent Caching](https://docs.praison.ai/docs/concepts/caching.md) - [PraisonAI Claw](https://docs.praison.ai/docs/concepts/claw.md) - [AI Agents with Context](https://docs.praison.ai/docs/concepts/context.md) - [Context vs Knowledge](https://docs.praison.ai/docs/concepts/context-vs-knowledge.md) - [Context vs Memory](https://docs.praison.ai/docs/concepts/context-vs-memory.md) - [Core Components](https://docs.praison.ai/docs/concepts/core-components.md) - [Core Principles](https://docs.praison.ai/docs/concepts/core-principles.md) - [Agent Evaluation](https://docs.praison.ai/docs/concepts/evaluation.md) - [Agent Execution](https://docs.praison.ai/docs/concepts/execution.md) - [Agent Guardrails](https://docs.praison.ai/docs/concepts/guardrails.md) - [Agent Handoffs](https://docs.praison.ai/docs/concepts/handoffs.md) - [Agent Hooks](https://docs.praison.ai/docs/concepts/hooks.md) - [Hooks vs Callbacks](https://docs.praison.ai/docs/concepts/hooks-vs-callbacks.md) - [Input Handling](https://docs.praison.ai/docs/concepts/input-handling.md) - [AI Agents with Knowledge](https://docs.praison.ai/docs/concepts/knowledge.md) - [Knowledge vs Memory vs Context vs RAG](https://docs.praison.ai/docs/concepts/knowledge-memory-context-rag.md) - [Learn vs Train](https://docs.praison.ai/docs/concepts/learn-vs-train.md) - [Managed Agents](https://docs.praison.ai/docs/concepts/managed-agents.md) - [Daytona Workspace Agents](https://docs.praison.ai/docs/concepts/managed-agents-daytona.md) - [Docker Compute Agents](https://docs.praison.ai/docs/concepts/managed-agents-docker.md) - [E2B Cloud Agents](https://docs.praison.ai/docs/concepts/managed-agents-e2b.md) - [Local Managed Agents](https://docs.praison.ai/docs/concepts/managed-agents-local.md) - [Modal Compute Agents](https://docs.praison.ai/docs/concepts/managed-agents-modal.md) - [Agent MCP Integration](https://docs.praison.ai/docs/concepts/mcp.md) - [AI Agents with Memory](https://docs.praison.ai/docs/concepts/memory.md) - [Memory vs Learning](https://docs.praison.ai/docs/concepts/memory-vs-learning.md) - [Agent Output](https://docs.praison.ai/docs/concepts/output.md) - [Agent Planning](https://docs.praison.ai/docs/concepts/planning.md) - [Agent Process Types](https://docs.praison.ai/docs/concepts/process.md) - [RAG (Retrieval Augmented Generation)](https://docs.praison.ai/docs/concepts/rag.md) - [Ralph Loops](https://docs.praison.ai/docs/concepts/ralph-loops.md) - [Agent Templates](https://docs.praison.ai/docs/concepts/recipes.md) - [Agent Reflection](https://docs.praison.ai/docs/concepts/reflection.md) - [Agent Session Management](https://docs.praison.ai/docs/concepts/session-management.md) - [Agent Skills](https://docs.praison.ai/docs/concepts/skills.md) - [Storage Paths](https://docs.praison.ai/docs/concepts/storage-paths.md) - [Store Types](https://docs.praison.ai/docs/concepts/store-types.md) - [Agent Tasks](https://docs.praison.ai/docs/concepts/tasks.md) - [Prompt Templates](https://docs.praison.ai/docs/concepts/templates.md) - [AI Agents with Tools](https://docs.praison.ai/docs/concepts/tools.md) - [Web](https://docs.praison.ai/docs/concepts/web.md) - [Agent Configuration](https://docs.praison.ai/docs/configuration/agent-config.md) - [AutonomyConfig](https://docs.praison.ai/docs/configuration/autonomy-config.md) - [Configuration Best Practices](https://docs.praison.ai/docs/configuration/best-practices.md) - [CachingConfig](https://docs.praison.ai/docs/configuration/caching-config.md) - [ExecutionConfig](https://docs.praison.ai/docs/configuration/execution-config.md) - [Guardrail Configuration](https://docs.praison.ai/docs/configuration/guardrail-config.md) - [Handoff Configuration](https://docs.praison.ai/docs/configuration/handoff-config.md) - [HooksConfig](https://docs.praison.ai/docs/configuration/hooks-config.md) - [Configuration Reference](https://docs.praison.ai/docs/configuration/index.md) - [KnowledgeConfig](https://docs.praison.ai/docs/configuration/knowledge-config.md) - [LearnConfig](https://docs.praison.ai/docs/configuration/learn-config.md) - [LLM Configuration](https://docs.praison.ai/docs/configuration/llm-config.md) - [Memory Configuration](https://docs.praison.ai/docs/configuration/memory-config.md) - [OutputConfig](https://docs.praison.ai/docs/configuration/output-config.md) - [PlanningConfig](https://docs.praison.ai/docs/configuration/planning-config.md) - [ReflectionConfig](https://docs.praison.ai/docs/configuration/reflection-config.md) - [SkillsConfig](https://docs.praison.ai/docs/configuration/skills-config.md) - [Task Configuration](https://docs.praison.ai/docs/configuration/task-config.md) - [TemplateConfig](https://docs.praison.ai/docs/configuration/template-config.md) - [Tool Configuration](https://docs.praison.ai/docs/configuration/tool-config.md) - [WebConfig](https://docs.praison.ai/docs/configuration/web-config.md) - [Contributing](https://docs.praison.ai/docs/contributing.md) - [Introduction to AI Agents](https://docs.praison.ai/docs/course/agents/01-introduction.md) - [Types of AI Agents](https://docs.praison.ai/docs/course/agents/02-types-of-agents.md) - [Agent Architecture](https://docs.praison.ai/docs/course/agents/03-agent-architecture.md) - [Creating Effective Agent Instructions](https://docs.praison.ai/docs/course/agents/04-agent-instructions.md) - [Agent Tools](https://docs.praison.ai/docs/course/agents/05-agent-tools.md) - [Agent Memory](https://docs.praison.ai/docs/course/agents/06-agent-memory.md) - [Multi-Agent Systems](https://docs.praison.ai/docs/course/agents/07-multi-agent-systems.md) - [Agent Process](https://docs.praison.ai/docs/course/agents/08-agent-process.md) - [Knowledge Bases](https://docs.praison.ai/docs/course/agents/09-knowledge-bases.md) - [Agent Tasks](https://docs.praison.ai/docs/course/agents/10-agent-tasks.md) - [Creating Your First Agent](https://docs.praison.ai/docs/course/agents/11-creating-your-first-agent.md) - [Adding Tools to Agents](https://docs.praison.ai/docs/course/agents/12-adding-tools-to-agents.md) - [Building a Multi-Agent System](https://docs.praison.ai/docs/course/agents/13-building-multi-agent-system.md) - [Building Conversational Agents](https://docs.praison.ai/docs/course/agents/14-conversational-agents.md) - [Building Research Agents](https://docs.praison.ai/docs/course/agents/15-research-agents.md) - [Content Creation Agents](https://docs.praison.ai/docs/course/agents/16-content-creation-agents.md) - [Data Analysis Agents](https://docs.praison.ai/docs/course/agents/17-data-analysis-agents.md) - [Customer Support Agents](https://docs.praison.ai/docs/course/agents/18-customer-support-agents.md) - [Personal Assistant Agents](https://docs.praison.ai/docs/course/agents/19-personal-assistant-agents.md) - [Deploying Agents](https://docs.praison.ai/docs/course/agents/20-deploying-agents.md) - [Cassandra](https://docs.praison.ai/docs/databases/cassandra.md) - [ChromaDB](https://docs.praison.ai/docs/databases/chroma.md) - [ClickHouse](https://docs.praison.ai/docs/databases/clickhouse.md) - [Azure Cosmos DB](https://docs.praison.ai/docs/databases/cosmosdb.md) - [Couchbase](https://docs.praison.ai/docs/databases/couchbase.md) - [DynamoDB](https://docs.praison.ai/docs/databases/dynamodb.md) - [Firestore](https://docs.praison.ai/docs/databases/firestore.md) - [Google Cloud Storage](https://docs.praison.ai/docs/databases/gcs.md) - [JSON](https://docs.praison.ai/docs/databases/json.md) - [LanceDB](https://docs.praison.ai/docs/databases/lancedb.md) - [Milvus](https://docs.praison.ai/docs/databases/milvus.md) - [MongoDB](https://docs.praison.ai/docs/databases/mongodb.md) - [MySQL](https://docs.praison.ai/docs/databases/mysql.md) - [Neon](https://docs.praison.ai/docs/databases/neon.md) - [Databases Overview](https://docs.praison.ai/docs/databases/overview.md) - [PGVector](https://docs.praison.ai/docs/databases/pgvector.md) - [Pinecone](https://docs.praison.ai/docs/databases/pinecone.md) - [PostgreSQL](https://docs.praison.ai/docs/databases/postgres.md) - [Qdrant](https://docs.praison.ai/docs/databases/qdrant.md) - [Redis](https://docs.praison.ai/docs/databases/redis.md) - [SingleStore](https://docs.praison.ai/docs/databases/singlestore.md) - [SQLite](https://docs.praison.ai/docs/databases/sqlite.md) - [Supabase](https://docs.praison.ai/docs/databases/supabase.md) - [SurrealDB](https://docs.praison.ai/docs/databases/surrealdb.md) - [Upstash](https://docs.praison.ai/docs/databases/upstash.md) - [Weaviate](https://docs.praison.ai/docs/databases/weaviate.md) - [Deploy API: A2A Server](https://docs.praison.ai/docs/deploy/api/a2a-api.md) - [A2U API](https://docs.praison.ai/docs/deploy/api/a2u-api.md) - [Deploy API: Agents Server](https://docs.praison.ai/docs/deploy/api/agents-api.md) - [Deploy API: AGUI Server](https://docs.praison.ai/docs/deploy/api/agui-api.md) - [Cancel Run API](https://docs.praison.ai/docs/deploy/api/async-jobs/cancel-run.md) - [Delete Run API](https://docs.praison.ai/docs/deploy/api/async-jobs/delete-run.md) - [Get Run Result API](https://docs.praison.ai/docs/deploy/api/async-jobs/get-run-result.md) - [Get Run Status API](https://docs.praison.ai/docs/deploy/api/async-jobs/get-run-status.md) - [Health Check API](https://docs.praison.ai/docs/deploy/api/async-jobs/health.md) - [Async Jobs API](https://docs.praison.ai/docs/deploy/api/async-jobs/index.md) - [List Runs API](https://docs.praison.ai/docs/deploy/api/async-jobs/list-runs.md) - [Stats API](https://docs.praison.ai/docs/deploy/api/async-jobs/stats.md) - [Stream Run API](https://docs.praison.ai/docs/deploy/api/async-jobs/stream-run.md) - [Submit Run API](https://docs.praison.ai/docs/deploy/api/async-jobs/submit-run.md) - [Discovery API](https://docs.praison.ai/docs/deploy/api/discovery-api.md) - [Health API](https://docs.praison.ai/docs/deploy/api/health-api.md) - [PraisonAI API Overview](https://docs.praison.ai/docs/deploy/api/index.md) - [Jobs API](https://docs.praison.ai/docs/deploy/api/jobs-api.md) - [Deploy API: MCP Server](https://docs.praison.ai/docs/deploy/api/mcp-api.md) - [Recipe API](https://docs.praison.ai/docs/deploy/api/recipe-api.md) - [Recipe Registry API](https://docs.praison.ai/docs/deploy/api/recipe-registry-api.md) - [Voice Call API](https://docs.praison.ai/docs/deploy/api/voice-call/endpoints.md) - [Async Jobs Deployment](https://docs.praison.ai/docs/deploy/async-jobs-deploy.md) - [Background Tasks Deployment](https://docs.praison.ai/docs/deploy/background-tasks.md) - [Deploy: API Server](https://docs.praison.ai/docs/deploy/cli/api.md) - [Deploy: AWS](https://docs.praison.ai/docs/deploy/cli/aws.md) - [Deploy CLI: Azure](https://docs.praison.ai/docs/deploy/cli/azure.md) - [Deploy: Docker](https://docs.praison.ai/docs/deploy/cli/docker.md) - [Deploy CLI: Doctor](https://docs.praison.ai/docs/deploy/cli/doctor.md) - [Deploy: GCP](https://docs.praison.ai/docs/deploy/cli/gcp.md) - [Deploy CLI](https://docs.praison.ai/docs/deploy/cli/index.md) - [Deploy CLI: Status & Destroy](https://docs.praison.ai/docs/deploy/cli/status.md) - [Deploy](https://docs.praison.ai/docs/deploy/index.md) - [Recipe Registry Server](https://docs.praison.ai/docs/deploy/recipe-registry-server.md) - [Scheduler Deployment](https://docs.praison.ai/docs/deploy/scheduler-deploy.md) - [Server: A2A](https://docs.praison.ai/docs/deploy/servers/a2a.md) - [Server: A2U](https://docs.praison.ai/docs/deploy/servers/a2u.md) - [Server: Agents HTTP](https://docs.praison.ai/docs/deploy/servers/agents.md) - [Server: Agents MCP](https://docs.praison.ai/docs/deploy/servers/agents-mcp.md) - [Server: AGUI](https://docs.praison.ai/docs/deploy/servers/agui.md) - [Server: PraisonAI MCP](https://docs.praison.ai/docs/deploy/servers/praisonai-mcp.md) - [Server: Recipes MCP](https://docs.praison.ai/docs/deploy/servers/recipes-mcp.md) - [Server: Tools MCP](https://docs.praison.ai/docs/deploy/servers/tools-mcp.md) - [Server: Unified](https://docs.praison.ai/docs/deploy/servers/unified.md) - [Agents Playbook](https://docs.praison.ai/docs/developers/agents-playbook.md) - [Benchmarks](https://docs.praison.ai/docs/developers/benchmarks.md) - [Development Setup](https://docs.praison.ai/docs/developers/development-setup.md) - [Google Colab Integration](https://docs.praison.ai/docs/developers/googlecolab.md) - [Google Colab Tools](https://docs.praison.ai/docs/developers/googlecolab-tools.md) - [Local Development](https://docs.praison.ai/docs/developers/local-development.md) - [Pytest Failure Categories](https://docs.praison.ai/docs/developers/pytest-failure-categories.md) - [Complete Reference](https://docs.praison.ai/docs/developers/reference-home.md) - [Testing Guide](https://docs.praison.ai/docs/developers/testing.md) - [PraisonAI Package Integration](https://docs.praison.ai/docs/developers/wrapper.md) - [Integrate with Tools](https://docs.praison.ai/docs/developers/wrapper-tools.md) - [Embedding Providers](https://docs.praison.ai/docs/embeddings/index.md) - [Azure OpenAI Embeddings](https://docs.praison.ai/docs/embeddings/providers/azure.md) - [Azure AI Embeddings](https://docs.praison.ai/docs/embeddings/providers/azure-ai.md) - [AWS Bedrock Embeddings](https://docs.praison.ai/docs/embeddings/providers/bedrock.md) - [Cohere Embeddings](https://docs.praison.ai/docs/embeddings/providers/cohere.md) - [Databricks Embeddings](https://docs.praison.ai/docs/embeddings/providers/databricks.md) - [Fireworks AI Embeddings](https://docs.praison.ai/docs/embeddings/providers/fireworks-ai.md) - [Google Gemini Embeddings](https://docs.praison.ai/docs/embeddings/providers/gemini.md) - [HuggingFace Embeddings](https://docs.praison.ai/docs/embeddings/providers/huggingface.md) - [Infinity Embeddings](https://docs.praison.ai/docs/embeddings/providers/infinity.md) - [Jina AI Embeddings](https://docs.praison.ai/docs/embeddings/providers/jina-ai.md) - [LM Studio Embeddings](https://docs.praison.ai/docs/embeddings/providers/lm-studio.md) - [Mistral Embeddings](https://docs.praison.ai/docs/embeddings/providers/mistral.md) - [Nebius Embeddings](https://docs.praison.ai/docs/embeddings/providers/nebius.md) - [NVIDIA NIM Embeddings](https://docs.praison.ai/docs/embeddings/providers/nvidia-nim.md) - [Ollama Embeddings](https://docs.praison.ai/docs/embeddings/providers/ollama.md) - [OpenAI Embeddings](https://docs.praison.ai/docs/embeddings/providers/openai.md) - [OVHcloud Embeddings](https://docs.praison.ai/docs/embeddings/providers/ovhcloud.md) - [SambaNova Embeddings](https://docs.praison.ai/docs/embeddings/providers/sambanova.md) - [Snowflake Embeddings](https://docs.praison.ai/docs/embeddings/providers/snowflake.md) - [Together AI Embeddings](https://docs.praison.ai/docs/embeddings/providers/together-ai.md) - [Google Vertex AI Embeddings](https://docs.praison.ai/docs/embeddings/providers/vertex-ai.md) - [vLLM Embeddings](https://docs.praison.ai/docs/embeddings/providers/vllm.md) - [Volcengine Embeddings](https://docs.praison.ai/docs/embeddings/providers/volcengine.md) - [Voyage AI Embeddings](https://docs.praison.ai/docs/embeddings/providers/voyage.md) - [IBM Watsonx Embeddings](https://docs.praison.ai/docs/embeddings/providers/watsonx.md) - [Evaluation Loop](https://docs.praison.ai/docs/eval/evaluation-loop.md) - [Judge](https://docs.praison.ai/docs/eval/judge.md) - [Recipe Judge](https://docs.praison.ai/docs/eval/recipe-judge.md) - [Adaptive Learning](https://docs.praison.ai/docs/examples/adaptive-learning.md) - [Agent Recipes CLI](https://docs.praison.ai/docs/examples/agent-recipes/cli.md) - [AI A/B Hook Tester](https://docs.praison.ai/docs/examples/agent-recipes/creator-suite/ai-ab-hook-tester.md) - [AI Angle Generator](https://docs.praison.ai/docs/examples/agent-recipes/creator-suite/ai-angle-generator.md) - [AI Brief Generator](https://docs.praison.ai/docs/examples/agent-recipes/creator-suite/ai-brief-generator.md) - [AI B-roll Builder](https://docs.praison.ai/docs/examples/agent-recipes/creator-suite/ai-broll-builder.md) - [AI Comment Miner](https://docs.praison.ai/docs/examples/agent-recipes/creator-suite/ai-comment-miner.md) - [AI Content Calendar](https://docs.praison.ai/docs/examples/agent-recipes/creator-suite/ai-content-calendar.md) - [AI Context Enricher](https://docs.praison.ai/docs/examples/agent-recipes/creator-suite/ai-context-enricher.md) - [AI CTA Generator](https://docs.praison.ai/docs/examples/agent-recipes/creator-suite/ai-cta-generator.md) - [AI Daily News Show](https://docs.praison.ai/docs/examples/agent-recipes/creator-suite/ai-daily-news-show.md) - [AI Fact Checker](https://docs.praison.ai/docs/examples/agent-recipes/creator-suite/ai-fact-checker.md) - [AI Hashtag Optimizer](https://docs.praison.ai/docs/examples/agent-recipes/creator-suite/ai-hashtag-optimizer.md) - [AI Hook Generator](https://docs.praison.ai/docs/examples/agent-recipes/creator-suite/ai-hook-generator.md) - [AI News Capture Pack](https://docs.praison.ai/docs/examples/agent-recipes/creator-suite/ai-news-capture-pack.md) - [AI News Crawler](https://docs.praison.ai/docs/examples/agent-recipes/creator-suite/ai-news-crawler.md) - [AI News Deduper](https://docs.praison.ai/docs/examples/agent-recipes/creator-suite/ai-news-deduper.md) - [AI Performance Analyzer](https://docs.praison.ai/docs/examples/agent-recipes/creator-suite/ai-performance-analyzer.md) - [AI Post Copy Generator](https://docs.praison.ai/docs/examples/agent-recipes/creator-suite/ai-post-copy-generator.md) - [AI Publisher Pack](https://docs.praison.ai/docs/examples/agent-recipes/creator-suite/ai-publisher-pack.md) - [AI Screen Recorder](https://docs.praison.ai/docs/examples/agent-recipes/creator-suite/ai-screen-recorder.md) - [AI Screenshot Capture](https://docs.praison.ai/docs/examples/agent-recipes/creator-suite/ai-screenshot-capture.md) - [AI Script Writer](https://docs.praison.ai/docs/examples/agent-recipes/creator-suite/ai-script-writer.md) - [AI Signal Ranker](https://docs.praison.ai/docs/examples/agent-recipes/creator-suite/ai-signal-ranker.md) - [AI Video Merger](https://docs.praison.ai/docs/examples/agent-recipes/creator-suite/ai-video-merger.md) - [AI Voiceover Generator](https://docs.praison.ai/docs/examples/agent-recipes/creator-suite/ai-voiceover-generator.md) - [Chart Generator](https://docs.praison.ai/docs/examples/agent-recipes/data/ai-chart-generator.md) - [Data Anonymizer](https://docs.praison.ai/docs/examples/agent-recipes/data/ai-data-anonymizer.md) - [Duplicate Finder](https://docs.praison.ai/docs/examples/agent-recipes/data/ai-duplicate-finder.md) - [ETL Pipeline](https://docs.praison.ai/docs/examples/agent-recipes/data/ai-etl-pipeline.md) - [Excel Formula Generator](https://docs.praison.ai/docs/examples/agent-recipes/data/ai-excel-formula-generator.md) - [Log Analyzer](https://docs.praison.ai/docs/examples/agent-recipes/data/ai-log-analyzer.md) - [Report Generator](https://docs.praison.ai/docs/examples/agent-recipes/data/ai-report-generator.md) - [Sentiment Analyzer](https://docs.praison.ai/docs/examples/agent-recipes/data/ai-sentiment-analyzer.md) - [API Doc Generator](https://docs.praison.ai/docs/examples/agent-recipes/developer/ai-api-doc-generator.md) - [API Tester](https://docs.praison.ai/docs/examples/agent-recipes/developer/ai-api-tester.md) - [Code Refactorer](https://docs.praison.ai/docs/examples/agent-recipes/developer/ai-code-refactorer.md) - [Code Reviewer](https://docs.praison.ai/docs/examples/agent-recipes/developer/ai-code-reviewer.md) - [Commit Message Generator](https://docs.praison.ai/docs/examples/agent-recipes/developer/ai-commit-message-generator.md) - [Regex Generator](https://docs.praison.ai/docs/examples/agent-recipes/developer/ai-regex-generator.md) - [SQL Generator](https://docs.praison.ai/docs/examples/agent-recipes/developer/ai-sql-generator.md) - [Test Generator](https://docs.praison.ai/docs/examples/agent-recipes/developer/ai-test-generator.md) - [Contract Analyzer](https://docs.praison.ai/docs/examples/agent-recipes/documents/ai-contract-analyzer.md) - [Ebook Converter](https://docs.praison.ai/docs/examples/agent-recipes/documents/ai-ebook-converter.md) - [FAQ Generator](https://docs.praison.ai/docs/examples/agent-recipes/documents/ai-faq-generator.md) - [Form Filler](https://docs.praison.ai/docs/examples/agent-recipes/documents/ai-form-filler.md) - [Invoice Processor](https://docs.praison.ai/docs/examples/agent-recipes/documents/ai-invoice-processor.md) - [Meeting Summarizer](https://docs.praison.ai/docs/examples/agent-recipes/documents/ai-meeting-summarizer.md) - [Resume Parser](https://docs.praison.ai/docs/examples/agent-recipes/documents/ai-resume-parser.md) - [Slide Generator](https://docs.praison.ai/docs/examples/agent-recipes/documents/ai-slide-generator.md) - [API Doc Generator Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-api-doc-generator.md) - [API Tester Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-api-tester.md) - [Audio Enhancer Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-audio-enhancer.md) - [Background Music Generator Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-background-music-generator.md) - [Background Remover Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-background-remover.md) - [Barcode Scanner Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-barcode-scanner.md) - [Blog Generator Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-blog-generator.md) - [Calendar Scheduler Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-calendar-scheduler.md) - [Chart Generator Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-chart-generator.md) - [Code Refactorer Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-code-refactorer.md) - [Code Reviewer Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-code-reviewer.md) - [Color Palette Extractor Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-color-palette-extractor.md) - [Commit Message Generator Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-commit-message-generator.md) - [Contract Analyzer Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-contract-analyzer.md) - [Data Anonymizer Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-data-anonymizer.md) - [Duplicate Finder Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-duplicate-finder.md) - [Ebook Converter Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-ebook-converter.md) - [Email Parser Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-email-parser.md) - [ETL Pipeline Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-etl-pipeline.md) - [Excel Formula Generator Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-excel-formula-generator.md) - [Face Blur Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-face-blur.md) - [FAQ Generator Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-faq-generator.md) - [File Organizer Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-file-organizer.md) - [Form Filler Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-form-filler.md) - [Image Captioner Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-image-captioner.md) - [Image Tagger Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-image-tagger.md) - [Image Upscaler Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-image-upscaler.md) - [Invoice Processor Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-invoice-processor.md) - [Log Analyzer Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-log-analyzer.md) - [Meeting Summarizer Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-meeting-summarizer.md) - [Meta Tag Generator Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-meta-tag-generator.md) - [Newsletter Generator Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-newsletter-generator.md) - [Note Summarizer Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-note-summarizer.md) - [Podcast Transcriber Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-podcast-transcriber.md) - [Product Description Generator Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-product-description-generator.md) - [QR Code Generator Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-qr-code-generator.md) - [Regex Generator Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-regex-generator.md) - [Report Generator Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-report-generator.md) - [Resume Parser Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-resume-parser.md) - [RSS Aggregator Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-rss-aggregator.md) - [Sentiment Analyzer Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-sentiment-analyzer.md) - [SEO Optimizer Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-seo-optimizer.md) - [Sitemap Generator Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-sitemap-generator.md) - [Slide Generator Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-slide-generator.md) - [Social Media Generator Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-social-media-generator.md) - [SQL Generator Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-sql-generator.md) - [Subtitle Generator Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-subtitle-generator.md) - [Test Generator Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-test-generator.md) - [Translation Batch Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-translation-batch.md) - [Video Chapter Generator Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-video-chapter-generator.md) - [Video Compressor Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-video-compressor.md) - [Video Highlight Extractor Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-video-highlight-extractor.md) - [Voice Cloner Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-voice-cloner.md) - [Watermark Adder Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-watermark-adder.md) - [Watermark Remover Example](https://docs.praison.ai/docs/examples/agent-recipes/examples/ai-watermark-remover.md) - [Background Remover](https://docs.praison.ai/docs/examples/agent-recipes/images/ai-background-remover.md) - [Color Palette Extractor](https://docs.praison.ai/docs/examples/agent-recipes/images/ai-color-palette-extractor.md) - [Face Blur](https://docs.praison.ai/docs/examples/agent-recipes/images/ai-face-blur.md) - [Image Captioner](https://docs.praison.ai/docs/examples/agent-recipes/images/ai-image-captioner.md) - [Image Tagger](https://docs.praison.ai/docs/examples/agent-recipes/images/ai-image-tagger.md) - [Image Upscaler](https://docs.praison.ai/docs/examples/agent-recipes/images/ai-image-upscaler.md) - [Watermark Adder](https://docs.praison.ai/docs/examples/agent-recipes/images/ai-watermark-adder.md) - [Watermark Remover](https://docs.praison.ai/docs/examples/agent-recipes/images/ai-watermark-remover.md) - [AI Tools](https://docs.praison.ai/docs/examples/agent-recipes/index.md) - [Agent Recipes Integration](https://docs.praison.ai/docs/examples/agent-recipes/integration.md) - [Barcode Scanner](https://docs.praison.ai/docs/examples/agent-recipes/productivity/ai-barcode-scanner.md) - [Calendar Scheduler](https://docs.praison.ai/docs/examples/agent-recipes/productivity/ai-calendar-scheduler.md) - [Email Parser](https://docs.praison.ai/docs/examples/agent-recipes/productivity/ai-email-parser.md) - [File Organizer](https://docs.praison.ai/docs/examples/agent-recipes/productivity/ai-file-organizer.md) - [Note Summarizer](https://docs.praison.ai/docs/examples/agent-recipes/productivity/ai-note-summarizer.md) - [QR Code Generator](https://docs.praison.ai/docs/examples/agent-recipes/productivity/ai-qr-code-generator.md) - [Translation Batch](https://docs.praison.ai/docs/examples/agent-recipes/productivity/ai-translation-batch.md) - [Server](https://docs.praison.ai/docs/examples/agent-recipes/server.md) - [Agent Recipes Troubleshooting](https://docs.praison.ai/docs/examples/agent-recipes/troubleshooting.md) - [Audio Enhancer](https://docs.praison.ai/docs/examples/agent-recipes/video-audio/ai-audio-enhancer.md) - [Background Music Generator](https://docs.praison.ai/docs/examples/agent-recipes/video-audio/ai-background-music-generator.md) - [Podcast Transcriber](https://docs.praison.ai/docs/examples/agent-recipes/video-audio/ai-podcast-transcriber.md) - [AI Subtitle Generator](https://docs.praison.ai/docs/examples/agent-recipes/video-audio/ai-subtitle-generator.md) - [Video Chapter Generator](https://docs.praison.ai/docs/examples/agent-recipes/video-audio/ai-video-chapter-generator.md) - [Video Compressor](https://docs.praison.ai/docs/examples/agent-recipes/video-audio/ai-video-compressor.md) - [Video Highlight Extractor](https://docs.praison.ai/docs/examples/agent-recipes/video-audio/ai-video-highlight-extractor.md) - [Voice Cloner](https://docs.praison.ai/docs/examples/agent-recipes/video-audio/ai-voice-cloner.md) - [Blog Generator](https://docs.praison.ai/docs/examples/agent-recipes/web-content/ai-blog-generator.md) - [Meta Tag Generator](https://docs.praison.ai/docs/examples/agent-recipes/web-content/ai-meta-tag-generator.md) - [Newsletter Generator](https://docs.praison.ai/docs/examples/agent-recipes/web-content/ai-newsletter-generator.md) - [Product Description Generator](https://docs.praison.ai/docs/examples/agent-recipes/web-content/ai-product-description-generator.md) - [RSS Aggregator](https://docs.praison.ai/docs/examples/agent-recipes/web-content/ai-rss-aggregator.md) - [SEO Optimizer](https://docs.praison.ai/docs/examples/agent-recipes/web-content/ai-seo-optimizer.md) - [Sitemap Generator](https://docs.praison.ai/docs/examples/agent-recipes/web-content/ai-sitemap-generator.md) - [Social Media Generator](https://docs.praison.ai/docs/examples/agent-recipes/web-content/ai-social-media-generator.md) - [AI WordPress Post Generator](https://docs.praison.ai/docs/examples/agent-recipes/web-content/ai-wordpress-post-generator.md) - [Climate Impact](https://docs.praison.ai/docs/examples/climate-impact.md) - [Code Analysis Agent](https://docs.praison.ai/docs/examples/code-analysis.md) - [Code Review](https://docs.praison.ai/docs/examples/code-review.md) - [Crypto Validator](https://docs.praison.ai/docs/examples/crypto-validator.md) - [Customer Service](https://docs.praison.ai/docs/examples/customer-service.md) - [DeFi Market Maker](https://docs.praison.ai/docs/examples/defi-market-maker.md) - [Emergency Response](https://docs.praison.ai/docs/examples/emergency-response.md) - [Examples](https://docs.praison.ai/docs/examples/examples.md) - [Fraud Detection](https://docs.praison.ai/docs/examples/fraud-detection.md) - [Hackathon Judge](https://docs.praison.ai/docs/examples/hackathon-judge.md) - [Healthcare Diagnosis](https://docs.praison.ai/docs/examples/healthcare-diagnosis.md) - [Medicine Protocol](https://docs.praison.ai/docs/examples/medicine-protocol.md) - [Multilingual Content](https://docs.praison.ai/docs/examples/multilingual-content.md) - [Neural Architecture](https://docs.praison.ai/docs/examples/neural-architecture.md) - [Predictive Maintenance](https://docs.praison.ai/docs/examples/predictive-maintenance.md) - [Quantum Optimiser](https://docs.praison.ai/docs/examples/quantum-optimiser.md) - [Customer Support Reply Drafter](https://docs.praison.ai/docs/examples/recipe-examples/customer-support-reply-drafter.md) - [Document Summarizer with Citations](https://docs.praison.ai/docs/examples/recipe-examples/document-summarizer-with-citations.md) - [Recipe Examples](https://docs.praison.ai/docs/examples/recipe-examples/index.md) - [Meeting Minutes Action Items](https://docs.praison.ai/docs/examples/recipe-examples/meeting-minutes-action-items.md) - [Multilingual Subtitle Translator](https://docs.praison.ai/docs/examples/recipe-examples/multilingual-subtitle-translator.md) - [Podcast Transcription Cleaner](https://docs.praison.ai/docs/examples/recipe-examples/podcast-transcription-cleaner.md) - [Product Photo Alt Text Writer](https://docs.praison.ai/docs/examples/recipe-examples/product-photo-alt-text-writer.md) - [Video Highlights Reel Planner](https://docs.praison.ai/docs/examples/recipe-examples/simple-video-highlights-reel-planner.md) - [Video Caption Generator](https://docs.praison.ai/docs/examples/recipe-examples/video-caption-generator.md) - [Voice-to-Voice Translator Lite](https://docs.praison.ai/docs/examples/recipe-examples/voice-to-voice-translator-lite.md) - [YouTube Chapter Generator](https://docs.praison.ai/docs/examples/recipe-examples/youtube-chapter-generator.md) - [Research Assistant](https://docs.praison.ai/docs/examples/research-assistant.md) - [Scientific Writer](https://docs.praison.ai/docs/examples/scientific-writer.md) - [Smart City](https://docs.praison.ai/docs/examples/smart-city.md) - [Space Mission](https://docs.praison.ai/docs/examples/space-mission.md) - [Supply Chain](https://docs.praison.ai/docs/examples/supply-chain.md) - [Vulnerability Detection](https://docs.praison.ai/docs/examples/vulnerability-detection.md) - [A2A Protocol](https://docs.praison.ai/docs/features/a2a.md) - [A2A Client](https://docs.praison.ai/docs/features/a2a-client.md) - [A2A Push Notifications & Async Processing](https://docs.praison.ai/docs/features/a2a-push-notifications.md) - [A2A Security](https://docs.praison.ai/docs/features/a2a-security.md) - [A2A Task Management](https://docs.praison.ai/docs/features/a2a-tasks.md) - [A2UI Protocol](https://docs.praison.ai/docs/features/a2ui.md) - [Activity Log](https://docs.praison.ai/docs/features/activity-log.md) - [Advanced Features Module](https://docs.praison.ai/docs/features/advanced-features.md) - [Advanced Memory System](https://docs.praison.ai/docs/features/advanced-memory.md) - [Agent API Launch](https://docs.praison.ai/docs/features/agent-api-launch.md) - [Agent Cloning](https://docs.praison.ai/docs/features/agent-cloning.md) - [Agent max_budget](https://docs.praison.ai/docs/features/agent-max-budget.md) - [Agent Profiles Module](https://docs.praison.ai/docs/features/agent-profiles.md) - [Agent Server Module](https://docs.praison.ai/docs/features/agent-server.md) - [AIUI Backend Injection](https://docs.praison.ai/docs/features/aiui-backends.md) - [Allowed Tools](https://docs.praison.ai/docs/features/allowed-tools.md) - [API Server Authentication](https://docs.praison.ai/docs/features/api-server-auth.md) - [Approval](https://docs.praison.ai/docs/features/approval.md) - [Assign Work to AI Agents](https://docs.praison.ai/docs/features/assign-agents.md) - [Async Agents](https://docs.praison.ai/docs/features/async.md) - [Async Agent Scheduler](https://docs.praison.ai/docs/features/async-agent-scheduler.md) - [Async Bridge](https://docs.praison.ai/docs/features/async-bridge.md) - [Async Crew Kickoff](https://docs.praison.ai/docs/features/async-crew-kickoff.md) - [Async db hooks](https://docs.praison.ai/docs/features/async-db-hooks.md) - [Async Jobs](https://docs.praison.ai/docs/features/async-jobs.md) - [Async Self-Reflection](https://docs.praison.ai/docs/features/async-self-reflection.md) - [Async Tool Safety](https://docs.praison.ai/docs/features/async-tool-safety.md) - [AutoAgents](https://docs.praison.ai/docs/features/autoagents.md) - [Agentic Autonomous Workflow](https://docs.praison.ai/docs/features/autonomous-workflow.md) - [Autonomous Loops](https://docs.praison.ai/docs/features/autonomy-loop.md) - [Background Tasks](https://docs.praison.ai/docs/features/background-tasks.md) - [Bot Chat Commands](https://docs.praison.ai/docs/features/bot-commands.md) - [Bot Default Tools](https://docs.praison.ai/docs/features/bot-default-tools.md) - [Bot Gateway](https://docs.praison.ai/docs/features/bot-gateway.md) - [Bot Pairing](https://docs.praison.ai/docs/features/bot-pairing.md) - [Bot Platform Plugins](https://docs.praison.ai/docs/features/bot-platform-plugins.md) - [Bot Message Routing](https://docs.praison.ai/docs/features/bot-routing.md) - [Bot Unknown-User Pairing](https://docs.praison.ai/docs/features/bot-unknown-user-pairing.md) - [BotOS](https://docs.praison.ai/docs/features/botos.md) - [Browser Agent Module](https://docs.praison.ai/docs/features/browser-agent.md) - [Browser Agent Deep Dive](https://docs.praison.ai/docs/features/browser-agent-deep-dive.md) - [AI Agents with Callbacks](https://docs.praison.ai/docs/features/callbacks.md) - [Camera Integration](https://docs.praison.ai/docs/features/camera-integration.md) - [Channels Gateway](https://docs.praison.ai/docs/features/channels-gateway.md) - [PraisonAI Chat](https://docs.praison.ai/docs/features/chat.md) - [Checkpoints](https://docs.praison.ai/docs/features/checkpoints.md) - [Clarify Tool](https://docs.praison.ai/docs/features/clarify-tool.md) - [Command Line Interface](https://docs.praison.ai/docs/features/cli.md) - [CLI Backend Protocol](https://docs.praison.ai/docs/features/cli-backend-protocol.md) - [CLI Budget Handling](https://docs.praison.ai/docs/features/cli-budget-handling.md) - [CLI Dispatcher](https://docs.praison.ai/docs/features/cli-dispatcher.md) - [Cloud-Native Serverless Databases](https://docs.praison.ai/docs/features/cloud-databases.md) - [CockroachDB Serverless](https://docs.praison.ai/docs/features/cockroachdb.md) - [AI Code Editing](https://docs.praison.ai/docs/features/code.md) - [Code Execution AI Agent](https://docs.praison.ai/docs/features/codeagent.md) - [Concurrency](https://docs.praison.ai/docs/features/concurrency.md) - [Conditional Branching](https://docs.praison.ai/docs/features/conditional-branching.md) - [Conditional Execution](https://docs.praison.ai/docs/features/conditions.md) - [Configurable Model](https://docs.praison.ai/docs/features/configurable-model.md) - [Context Management API](https://docs.praison.ai/docs/features/context-api.md) - [Context Budgeter](https://docs.praison.ai/docs/features/context-budgeter.md) - [Context Budgeter CLI](https://docs.praison.ai/docs/features/context-budgeter-cli.md) - [Context Management CLI Reference](https://docs.praison.ai/docs/features/context-cli-reference.md) - [Context Compaction](https://docs.praison.ai/docs/features/context-compaction.md) - [Token Estimation Validation](https://docs.praison.ai/docs/features/context-estimation-validation.md) - [Context Files](https://docs.praison.ai/docs/features/context-files.md) - [Context Ledger](https://docs.praison.ai/docs/features/context-ledger.md) - [Context Management](https://docs.praison.ai/docs/features/context-management.md) - [Context Manager Module](https://docs.praison.ai/docs/features/context-manager-module.md) - [Context Monitor](https://docs.praison.ai/docs/features/context-monitor.md) - [Context Monitor CLI](https://docs.praison.ai/docs/features/context-monitor-cli.md) - [Multi-Agent Context Policies](https://docs.praison.ai/docs/features/context-multi-agent-policies.md) - [Context Observability & History](https://docs.praison.ai/docs/features/context-observability.md) - [Context Optimizer](https://docs.praison.ai/docs/features/context-optimizer.md) - [Context Optimizer CLI](https://docs.praison.ai/docs/features/context-optimizer-cli.md) - [Per-Tool Token Budgets](https://docs.praison.ai/docs/features/context-per-tool-budgets.md) - [Security & Redaction](https://docs.praison.ai/docs/features/context-security-redaction.md) - [Context Snapshot Hooks](https://docs.praison.ai/docs/features/context-snapshot-hooks.md) - [Context Strategies & Defaults](https://docs.praison.ai/docs/features/context-strategies.md) - [Token Estimation](https://docs.praison.ai/docs/features/context-token-estimation.md) - [Token Estimation CLI](https://docs.praison.ai/docs/features/context-token-estimation-cli.md) - [Context Window Management](https://docs.praison.ai/docs/features/context-window-management.md) - [Core Controls](https://docs.praison.ai/docs/features/core-controls.md) - [Cross-Platform Sessions](https://docs.praison.ai/docs/features/cross-platform-mirror.md) - [Custom Actions](https://docs.praison.ai/docs/features/custom-actions.md) - [Safe Math Eval in Custom Tools](https://docs.praison.ai/docs/features/custom-tool-safe-eval.md) - [Database Persistence](https://docs.praison.ai/docs/features/database-persistence.md) - [Display Callbacks](https://docs.praison.ai/docs/features/display-callbacks.md) - [Display System](https://docs.praison.ai/docs/features/display-system.md) - [Loop Detection](https://docs.praison.ai/docs/features/doom-loop-detection.md) - [Dynamic Context Discovery](https://docs.praison.ai/docs/features/dynamic-context-discovery.md) - [Dynamic Judge Architecture](https://docs.praison.ai/docs/features/dynamic-judge.md) - [Dynamic Variables](https://docs.praison.ai/docs/features/dynamic-variables.md) - [Email Bot](https://docs.praison.ai/docs/features/email-bot.md) - [Endpoints (Python)](https://docs.praison.ai/docs/features/endpoints-code.md) - [Agent Autonomy](https://docs.praison.ai/docs/features/escalation-pipeline.md) - [Agentic Evaluator Optimizer](https://docs.praison.ai/docs/features/evaluator-optimiser.md) - [Event Bus Module](https://docs.praison.ai/docs/features/event-bus.md) - [Execution & Extension Systems](https://docs.praison.ai/docs/features/execution-systems.md) - [External Agents in UI](https://docs.praison.ai/docs/features/external-agents-ui.md) - [External CLI Integrations](https://docs.praison.ai/docs/features/external-cli-integrations.md) - [Fast Context](https://docs.praison.ai/docs/features/fast-context.md) - [File Editing](https://docs.praison.ai/docs/features/file-editing.md) - [File Snapshot Module](https://docs.praison.ai/docs/features/file-snapshot.md) - [Framework Adapter Plugins](https://docs.praison.ai/docs/features/framework-adapter-plugins.md) - [Framework Availability Detection](https://docs.praison.ai/docs/features/framework-availability.md) - [Gateway](https://docs.praison.ai/docs/features/gateway.md) - [Gateway Agent Defaults](https://docs.praison.ai/docs/features/gateway-agent-defaults.md) - [Bind-Aware Authentication](https://docs.praison.ai/docs/features/gateway-bind-aware-auth.md) - [Gateway CLI](https://docs.praison.ai/docs/features/gateway-cli.md) - [Gateway Error Handling](https://docs.praison.ai/docs/features/gateway-error-handling.md) - [Gateway Overview](https://docs.praison.ai/docs/features/gateway-overview.md) - [Multi-Channel Telegram Gateway](https://docs.praison.ai/docs/features/gateway-telegram-multichannel.md) - [Gateway Windows Deployment](https://docs.praison.ai/docs/features/gateway-windows-deployment.md) - [Generate Synthetic Reasoning Data Agents](https://docs.praison.ai/docs/features/generate-reasoning.md) - [Generative UI](https://docs.praison.ai/docs/features/generative-ui.md) - [Guardrails](https://docs.praison.ai/docs/features/guardrails.md) - [Agent Handoffs](https://docs.praison.ai/docs/features/handoffs.md) - [Heartbeat](https://docs.praison.ai/docs/features/heartbeat.md) - [Importing Hermes/OpenClaw Skills](https://docs.praison.ai/docs/features/hermes-openclaw-skills-import.md) - [Hook Events](https://docs.praison.ai/docs/features/hook-events.md) - [Hooks](https://docs.praison.ai/docs/features/hooks.md) - [Host Integration](https://docs.praison.ai/docs/features/host-integration.md) - [Hosted Agent](https://docs.praison.ai/docs/features/hosted-agent.md) - [Hybrid Workflows](https://docs.praison.ai/docs/features/hybrid-workflows.md) - [Image Generation AI Agents](https://docs.praison.ai/docs/features/image-generation.md) - [Inbound Dead-Letter Queue](https://docs.praison.ai/docs/features/inbound-dlq.md) - [Features Overview](https://docs.praison.ai/docs/features/index.md) - [Injected Tool State](https://docs.praison.ai/docs/features/injected-state.md) - [Installation Extras](https://docs.praison.ai/docs/features/installation-extras.md) - [Integrate A2UI with Your Frontend](https://docs.praison.ai/docs/features/integrate-a2ui-frontend.md) - [Integration Patterns](https://docs.praison.ai/docs/features/integration-patterns.md) - [Integration Registry](https://docs.praison.ai/docs/features/integration-registry.md) - [Job Workflows](https://docs.praison.ai/docs/features/job-workflows.md) - [Kanban](https://docs.praison.ai/docs/features/kanban.md) - [Kanban CLI](https://docs.praison.ai/docs/features/kanban-cli.md) - [L3 Dashboard Pages](https://docs.praison.ai/docs/features/l3-dashboard-pages.md) - [LangChain Agents](https://docs.praison.ai/docs/features/langchain.md) - [Lazy Imports & Fast Startup](https://docs.praison.ai/docs/features/lazy-imports.md) - [Linear Bot](https://docs.praison.ai/docs/features/linear-bot.md) - [Lite Package (BYO-LLM)](https://docs.praison.ai/docs/features/lite-package.md) - [LLM-as-Judge](https://docs.praison.ai/docs/features/llm-as-judge.md) - [LLM Endpoint Configuration](https://docs.praison.ai/docs/features/llm-endpoint-config.md) - [Load MCP Tools](https://docs.praison.ai/docs/features/load-mcp-tools.md) - [Local Agent](https://docs.praison.ai/docs/features/local-agent.md) - [Logging Configuration](https://docs.praison.ai/docs/features/logging-configuration.md) - [Managed Agent Lifecycle](https://docs.praison.ai/docs/features/managed-agent-lifecycle.md) - [HostedAgent + Database Persistence](https://docs.praison.ai/docs/features/managed-agent-persistence.md) - [Managed Agent Session Info](https://docs.praison.ai/docs/features/managed-agents-session-info.md) - [Managed CLI](https://docs.praison.ai/docs/features/managed-cli.md) - [Managed Runtime Protocol](https://docs.praison.ai/docs/features/managed-runtime-protocol.md) - [Managed Typed Configs](https://docs.praison.ai/docs/features/managed-typed-configs.md) - [Managed Vault](https://docs.praison.ai/docs/features/managed-vault.md) - [Math AI Agent](https://docs.praison.ai/docs/features/mathagent.md) - [MCP CLI Tools Path Safety](https://docs.praison.ai/docs/features/mcp-cli-tools-path-safety.md) - [MCP Client Protocol](https://docs.praison.ai/docs/features/mcp-client-protocol.md) - [MCP Lifecycle Management](https://docs.praison.ai/docs/features/mcp-lifecycle.md) - [MCP Tool Filtering](https://docs.praison.ai/docs/features/mcp-tool-filtering.md) - [MCP YAML Configuration](https://docs.praison.ai/docs/features/mcp-yaml-config.md) - [Memory Advanced Search](https://docs.praison.ai/docs/features/memory-advanced-search.md) - [Memory Troubleshooting](https://docs.praison.ai/docs/features/memory-troubleshooting.md) - [Messaging Bots](https://docs.praison.ai/docs/features/messaging-bots.md) - [Messaging Channels Strategy](https://docs.praison.ai/docs/features/messaging-channels-strategy.md) - [Middleware System](https://docs.praison.ai/docs/features/middleware.md) - [Mini AI Agents](https://docs.praison.ai/docs/features/mini.md) - [Model Capabilities](https://docs.praison.ai/docs/features/model-capabilities.md) - [Model Failover](https://docs.praison.ai/docs/features/model-failover.md) - [Model Router System](https://docs.praison.ai/docs/features/model-router.md) - [Modular Recipes](https://docs.praison.ai/docs/features/modular-recipes.md) - [Multi-Agent Context Safety](https://docs.praison.ai/docs/features/multi-agent-context-safety.md) - [Multi-Agent Patterns](https://docs.praison.ai/docs/features/multi-agent-patterns.md) - [Multi-Agent Media Pipelines](https://docs.praison.ai/docs/features/multi-agent-pipelines.md) - [Multi-Channel Bots](https://docs.praison.ai/docs/features/multi-channel-bots.md) - [Advanced Multi-Provider Patterns](https://docs.praison.ai/docs/features/multi-provider-advanced.md) - [Multimodal Agents](https://docs.praison.ai/docs/features/multimodal.md) - [Multi-tool Agents: HERMES_ONLY_TOOLS](https://docs.praison.ai/docs/features/multitool-hermes-only-tools.md) - [n8n API Integration](https://docs.praison.ai/docs/features/n8n-api.md) - [n8n Integration](https://docs.praison.ai/docs/features/n8n-integration.md) - [n8n Tools](https://docs.praison.ai/docs/features/n8n-tools.md) - [n8n Visual Workflow Editor](https://docs.praison.ai/docs/features/n8n-visual-editor.md) - [Neon Serverless PostgreSQL](https://docs.praison.ai/docs/features/neon.md) - [Non-Fatal Errors](https://docs.praison.ai/docs/features/non-fatal-errors.md) - [Observability Hooks](https://docs.praison.ai/docs/features/observability-hooks.md) - [Bot Onboarding](https://docs.praison.ai/docs/features/onboard.md) - [Agentic Orchestrator Worker](https://docs.praison.ai/docs/features/orchestrator-worker.md) - [Output Styles](https://docs.praison.ai/docs/features/output-styles.md) - [Custom Auth & Pairing Protocols](https://docs.praison.ai/docs/features/pairing-protocols.md) - [Agentic Parallelization](https://docs.praison.ai/docs/features/parallelisation.md) - [Performance Benchmarks](https://docs.praison.ai/docs/features/performance-benchmarks.md) - [Permission Modes](https://docs.praison.ai/docs/features/permission-modes.md) - [Permissions Module](https://docs.praison.ai/docs/features/permissions.md) - [Database Persistence](https://docs.praison.ai/docs/features/persistence.md) - [Persistence Backend Plugins](https://docs.praison.ai/docs/features/persistence-backend-plugins.md) - [ClickHouse Persistence](https://docs.praison.ai/docs/features/persistence-clickhouse.md) - [JSON File Persistence](https://docs.praison.ai/docs/features/persistence-json.md) - [MongoDB State Store](https://docs.praison.ai/docs/features/persistence-mongodb.md) - [MySQL Persistence](https://docs.praison.ai/docs/features/persistence-mysql.md) - [PostgreSQL Persistence](https://docs.praison.ai/docs/features/persistence-postgres.md) - [Redis State Store](https://docs.praison.ai/docs/features/persistence-redis.md) - [SQLite Persistence](https://docs.praison.ai/docs/features/persistence-sqlite.md) - [Planning Mode](https://docs.praison.ai/docs/features/planning-mode.md) - [Platform Client SDK Testing](https://docs.praison.ai/docs/features/platform-client-sdk-testing.md) - [Platform Python SDK](https://docs.praison.ai/docs/features/platform-python-sdk.md) - [Platform SDK Client](https://docs.praison.ai/docs/features/platform-sdk.md) - [Platform Workspace Context](https://docs.praison.ai/docs/features/platform-workspace-context.md) - [Platform Activity Log](https://docs.praison.ai/docs/features/platform/activity-log.md) - [Platform Agent Management](https://docs.praison.ai/docs/features/platform/agents.md) - [Platform Authentication Configuration](https://docs.praison.ai/docs/features/platform/auth-configuration.md) - [Auth me endpoint fix](https://docs.praison.ai/docs/features/platform/auth-me-endpoint-fix.md) - [Platform Authentication](https://docs.praison.ai/docs/features/platform/authentication.md) - [Platform Comments & Threaded Replies](https://docs.praison.ai/docs/features/platform/comments.md) - [Data Model](https://docs.praison.ai/docs/features/platform/data-model.md) - [Issue Dependencies](https://docs.praison.ai/docs/features/platform/dependencies.md) - [Platform Custom Exceptions](https://docs.praison.ai/docs/features/platform/exceptions.md) - [Human-Readable Issue IDs](https://docs.praison.ai/docs/features/platform/issue-ids.md) - [Platform Issue Tracking](https://docs.praison.ai/docs/features/platform/issues.md) - [Platform Labels](https://docs.praison.ai/docs/features/platform/labels.md) - [Team Members & RBAC](https://docs.praison.ai/docs/features/platform/members.md) - [Platform Pagination](https://docs.praison.ai/docs/features/platform/pagination.md) - [Platform Project Management](https://docs.praison.ai/docs/features/platform/projects.md) - [API Route RBAC Enforcement](https://docs.praison.ai/docs/features/platform/rbac-enforcement.md) - [Platform Python SDK Client](https://docs.praison.ai/docs/features/platform/sdk-client.md) - [Platform Workspace Management](https://docs.praison.ai/docs/features/platform/workspaces.md) - [Plugins](https://docs.praison.ai/docs/features/plugins.md) - [Policy Engine](https://docs.praison.ai/docs/features/policy-engine.md) - [Performance Profiling](https://docs.praison.ai/docs/features/profiler.md) - [Profiling](https://docs.praison.ai/docs/features/profiling.md) - [Agentic Prompt Chaining](https://docs.praison.ai/docs/features/promptchaining.md) - [Real-Time Push Notifications](https://docs.praison.ai/docs/features/push-notifications.md) - [Quality Checking](https://docs.praison.ai/docs/features/quality-checking.md) - [RAG Scoping & Filtering](https://docs.praison.ai/docs/features/rag-scoping.md) - [Rate Limiter](https://docs.praison.ai/docs/features/rate-limiter.md) - [Real API Key Testing](https://docs.praison.ai/docs/features/real-api-testing.md) - [Reasoning Agents](https://docs.praison.ai/docs/features/reasoning.md) - [Reasoning Extract Agents](https://docs.praison.ai/docs/features/reasoning-extract.md) - [Recipe Registry](https://docs.praison.ai/docs/features/recipe-registry.md) - [Recipe Serve Advanced Features](https://docs.praison.ai/docs/features/recipe-serve-advanced.md) - [Recipe Serve (Python)](https://docs.praison.ai/docs/features/recipe-serve-code.md) - [Recursive Context](https://docs.praison.ai/docs/features/recursive-context.md) - [Registry Dependency Injection](https://docs.praison.ai/docs/features/registry-dependency-injection.md) - [Reliability](https://docs.praison.ai/docs/features/reliability.md) - [Repetitive Agents](https://docs.praison.ai/docs/features/repetitive.md) - [Context Replay](https://docs.praison.ai/docs/features/replay.md) - [Resource Lifecycle](https://docs.praison.ai/docs/features/resource-lifecycle.md) - [Agentic Routing](https://docs.praison.ai/docs/features/routing.md) - [Rules & Instructions](https://docs.praison.ai/docs/features/rules.md) - [Run History](https://docs.praison.ai/docs/features/run-history.md) - [Sandbox](https://docs.praison.ai/docs/features/sandbox.md) - [Sandbox Backends](https://docs.praison.ai/docs/features/sandbox-backends.md) - [Sandboxed Agent](https://docs.praison.ai/docs/features/sandboxed-agent.md) - [Save Agent Output](https://docs.praison.ai/docs/features/save-output.md) - [Security Environment Variables](https://docs.praison.ai/docs/features/security-environment-variables.md) - [Self Reflection AI Agents](https://docs.praison.ai/docs/features/selfreflection.md) - [Session Hierarchy](https://docs.praison.ai/docs/features/session-hierarchy.md) - [Session Persistence](https://docs.praison.ai/docs/features/session-persistence.md) - [Session Store Protocol](https://docs.praison.ai/docs/features/session-protocol.md) - [Sessions & Remote Agents](https://docs.praison.ai/docs/features/sessions.md) - [Skill Capability Gates](https://docs.praison.ai/docs/features/skill-capability-gates.md) - [Self-Improving Skills](https://docs.praison.ai/docs/features/skill-manage.md) - [Agent Skills](https://docs.praison.ai/docs/features/skills.md) - [Skills vs Tools](https://docs.praison.ai/docs/features/skills-vs-tools.md) - [Specialized Agents](https://docs.praison.ai/docs/features/specialized-agents.md) - [Stateful Agents](https://docs.praison.ai/docs/features/stateful-agents.md) - [Streaming](https://docs.praison.ai/docs/features/streaming.md) - [Streaming Tool Events](https://docs.praison.ai/docs/features/streaming-tool-events.md) - [Structured AI Agents](https://docs.praison.ai/docs/features/structured.md) - [Structured LLM Errors](https://docs.praison.ai/docs/features/structured-llm-errors.md) - [Subagent Delegation](https://docs.praison.ai/docs/features/subagent-delegation.md) - [Subagent Tool](https://docs.praison.ai/docs/features/subagent-tool.md) - [Subscription Auth](https://docs.praison.ai/docs/features/subscription-auth.md) - [Supabase Database](https://docs.praison.ai/docs/features/supabase.md) - [Task Context Control](https://docs.praison.ai/docs/features/task-context-control.md) - [Task Retry Policy](https://docs.praison.ai/docs/features/task-retry-policy.md) - [Task Validation & Feedback](https://docs.praison.ai/docs/features/task-validation-feedback.md) - [Telemetry & Performance Tracking](https://docs.praison.ai/docs/features/telemetry.md) - [Terminal-Bench Integration](https://docs.praison.ai/docs/features/terminal-bench.md) - [Test Documentation](https://docs.praison.ai/docs/features/test-documentation.md) - [Thinking Budgets](https://docs.praison.ai/docs/features/thinking-budgets.md) - [Thread-Safe Agent State](https://docs.praison.ai/docs/features/thread-safety.md) - [Todo Planning](https://docs.praison.ai/docs/features/todo-planning.md) - [Token Usage Protocol](https://docs.praison.ai/docs/features/token-usage-protocol.md) - [Tool Availability Gating](https://docs.praison.ai/docs/features/tool-availability.md) - [Tool Circuit Breaker](https://docs.praison.ai/docs/features/tool-circuit-breaker.md) - [ToolRegistry AutoGen Migration](https://docs.praison.ai/docs/features/tool-registry-autogen-migration.md) - [Tool Resolver](https://docs.praison.ai/docs/features/tool-resolver.md) - [Tool Schema Validation](https://docs.praison.ai/docs/features/tool-schema-validation.md) - [Tool Search](https://docs.praison.ai/docs/features/tool-search.md) - [TUI Commands](https://docs.praison.ai/docs/features/tui/commands.md) - [TUI Overview](https://docs.praison.ai/docs/features/tui/overview.md) - [Queue System](https://docs.praison.ai/docs/features/tui/queue.md) - [TUI Simulation](https://docs.praison.ai/docs/features/tui/simulation.md) - [Turso Edge Database](https://docs.praison.ai/docs/features/turso.md) - [Variable Substitution](https://docs.praison.ai/docs/features/variable-substitution.md) - [WhatsApp Bot](https://docs.praison.ai/docs/features/whatsapp-bot.md) - [Windows OpenClaw Setup](https://docs.praison.ai/docs/features/windows-openclaw-setup.md) - [Windows SDK Quickstart](https://docs.praison.ai/docs/features/windows-sdk-quickstart.md) - [Windows Terminal Encoding](https://docs.praison.ai/docs/features/windows-terminal-encoding.md) - [Workflow Error Recovery](https://docs.praison.ai/docs/features/workflow-error-recovery.md) - [Workflow Error Handling](https://docs.praison.ai/docs/features/workflow-errors.md) - [Workflow Loop Processing](https://docs.praison.ai/docs/features/workflow-loop.md) - [Workflow Parallel Execution](https://docs.praison.ai/docs/features/workflow-parallel.md) - [Workflow Patterns](https://docs.praison.ai/docs/features/workflow-patterns.md) - [Workflow Repeat (Evaluator-Optimizer)](https://docs.praison.ai/docs/features/workflow-repeat.md) - [Workflow Routing](https://docs.praison.ai/docs/features/workflow-routing.md) - [Workflow Validation Loop](https://docs.praison.ai/docs/features/workflow-validation.md) - [Workflows](https://docs.praison.ai/docs/features/workflows.md) - [Workspace](https://docs.praison.ai/docs/features/workspace.md) - [Xata Serverless Database](https://docs.praison.ai/docs/features/xata.md) - [YAML Configuration Reference](https://docs.praison.ai/docs/features/yaml-configuration-reference.md) - [YAML Workflows](https://docs.praison.ai/docs/features/yaml-workflows.md) - [Zep Memory Integration](https://docs.praison.ai/docs/features/zep-memory.md) - [Firecrawl PraisonAI Integration](https://docs.praison.ai/docs/firecrawl.md) - [AutoGen with PraisonAI](https://docs.praison.ai/docs/framework/autogen.md) - [CrewAI with PraisonAI](https://docs.praison.ai/docs/framework/crewai.md) - [PraisonAI Agents](https://docs.praison.ai/docs/framework/praisonaiagents.md) - [Docker Deployment](https://docs.praison.ai/docs/guides/deployment/docker.md) - [Deployment](https://docs.praison.ai/docs/guides/deployment/index.md) - [Deployment Overview](https://docs.praison.ai/docs/guides/deployment/overview.md) - [Guides](https://docs.praison.ai/docs/guides/index.md) - [Building Multi-Agent Systems](https://docs.praison.ai/docs/guides/multi-agent.md) - [Database Setup](https://docs.praison.ai/docs/guides/persistence/databases.md) - [Persistence](https://docs.praison.ai/docs/guides/persistence/index.md) - [Persistence Overview](https://docs.praison.ai/docs/guides/persistence/overview.md) - [Session Resume](https://docs.praison.ai/docs/guides/persistence/session-resume.md) - [Platform Getting Started](https://docs.praison.ai/docs/guides/platform/getting-started.md) - [Platform Guides](https://docs.praison.ai/docs/guides/platform/index.md) - [Organize with Labels & Dependencies](https://docs.praison.ai/docs/guides/platform/organize-issues.md) - [Platform Quick Tutorial](https://docs.praison.ai/docs/guides/platform/quick-tutorial.md) - [Chunking Strategies](https://docs.praison.ai/docs/guides/rag/chunking.md) - [RAG & Knowledge](https://docs.praison.ai/docs/guides/rag/index.md) - [Knowledge Base Setup](https://docs.praison.ai/docs/guides/rag/knowledge-base.md) - [Retrieval Methods](https://docs.praison.ai/docs/guides/rag/retrieval.md) - [Decision Guide](https://docs.praison.ai/docs/guides/recipes/decision-guide.md) - [Recipe Integration Guide](https://docs.praison.ai/docs/guides/recipes/index.md) - [Integration Models](https://docs.praison.ai/docs/guides/recipes/integration-models.md) - [Model 2: CLI Invocation](https://docs.praison.ai/docs/guides/recipes/integration-models/cli-invocation.md) - [Model 1: Embedded SDK](https://docs.praison.ai/docs/guides/recipes/integration-models/embedded-sdk.md) - [Model 5: Event-Driven](https://docs.praison.ai/docs/guides/recipes/integration-models/event-driven.md) - [Integration Models Overview](https://docs.praison.ai/docs/guides/recipes/integration-models/index.md) - [Model 3: Local HTTP Sidecar](https://docs.praison.ai/docs/guides/recipes/integration-models/local-http-sidecar.md) - [Model 6: Plugin Mode](https://docs.praison.ai/docs/guides/recipes/integration-models/plugin-mode.md) - [Model 4: Remote Managed Runner](https://docs.praison.ai/docs/guides/recipes/integration-models/remote-managed-runner.md) - [Personas](https://docs.praison.ai/docs/guides/recipes/personas.md) - [App Developer Persona](https://docs.praison.ai/docs/guides/recipes/personas/app-developer.md) - [Personas Overview](https://docs.praison.ai/docs/guides/recipes/personas/index.md) - [Platform/DevOps Persona](https://docs.praison.ai/docs/guides/recipes/personas/platform-devops.md) - [Recipe Author Persona](https://docs.praison.ai/docs/guides/recipes/personas/recipe-author.md) - [Use Cases](https://docs.praison.ai/docs/guides/recipes/use-cases.md) - [Building a Single Agent](https://docs.praison.ai/docs/guides/single-agent.md) - [Add Tools to Recipes](https://docs.praison.ai/docs/guides/templates/add-tools-to-templates.md) - [Create Custom Recipes](https://docs.praison.ai/docs/guides/templates/create-custom-templates.md) - [Debug Recipes](https://docs.praison.ai/docs/guides/templates/debug-templates.md) - [Different Ways to Create Recipes](https://docs.praison.ai/docs/guides/templates/different-ways-to-create-templates.md) - [Recipes Guide](https://docs.praison.ai/docs/guides/templates/index.md) - [Manage Recipes](https://docs.praison.ai/docs/guides/templates/manage-templates.md) - [Use Existing Recipes](https://docs.praison.ai/docs/guides/templates/use-existing-templates.md) - [Assign Tools to Templates](https://docs.praison.ai/docs/guides/tools/assign-tools-to-templates.md) - [Create Custom Tools](https://docs.praison.ai/docs/guides/tools/create-custom-tools.md) - [Debug Tools](https://docs.praison.ai/docs/guides/tools/debug-tools.md) - [Different Ways to Create Tools](https://docs.praison.ai/docs/guides/tools/different-ways-to-create-tools.md) - [Tools Guide](https://docs.praison.ai/docs/guides/tools/index.md) - [Remote Tools from GitHub](https://docs.praison.ai/docs/guides/tools/remote-tools-github.md) - [Gateway Troubleshooting](https://docs.praison.ai/docs/guides/troubleshoot-gateway.md) - [Workflows](https://docs.praison.ai/docs/guides/workflows/index.md) - [Orchestrator Pattern](https://docs.praison.ai/docs/guides/workflows/orchestrator.md) - [Parallel Workflow](https://docs.praison.ai/docs/guides/workflows/parallel.md) - [Routing Workflow](https://docs.praison.ai/docs/guides/workflows/routing.md) - [Sequential Workflow](https://docs.praison.ai/docs/guides/workflows/sequential.md) - [Praison AI](https://docs.praison.ai/docs/home.md) - [Azure Images](https://docs.praison.ai/docs/image/azure.md) - [AWS Bedrock Images](https://docs.praison.ai/docs/image/bedrock.md) - [Google AI Studio Images](https://docs.praison.ai/docs/image/google-ai.md) - [OpenAI Images](https://docs.praison.ai/docs/image/openai.md) - [Image Generation](https://docs.praison.ai/docs/image/overview.md) - [Recraft Images](https://docs.praison.ai/docs/image/recraft.md) - [Vertex AI Images](https://docs.praison.ai/docs/image/vertex.md) - [Praison AI](https://docs.praison.ai/docs/index.md) - [Installation](https://docs.praison.ai/docs/installation.md) - [Langflow Integration](https://docs.praison.ai/docs/integrations/langflow.md) - [Introduction](https://docs.praison.ai/docs/introduction.md) - [A2A Protocol](https://docs.praison.ai/docs/js/advanced/a2a.md) - [AGUI Protocol](https://docs.praison.ai/docs/js/advanced/agui.md) - [AutoRag Agent](https://docs.praison.ai/docs/js/advanced/auto-rag.md) - [Conditions Module](https://docs.praison.ai/docs/js/advanced/conditions.md) - [Configuration Module](https://docs.praison.ai/docs/js/advanced/config.md) - [Display](https://docs.praison.ai/docs/js/advanced/display.md) - [Embeddings Module](https://docs.praison.ai/docs/js/advanced/embeddings.md) - [Gateway & Bot Module](https://docs.praison.ai/docs/js/advanced/gateway.md) - [Guardrail Policies](https://docs.praison.ai/docs/js/advanced/guardrail-policies.md) - [Plugins Module](https://docs.praison.ai/docs/js/advanced/plugins.md) - [Global Singletons](https://docs.praison.ai/docs/js/advanced/singletons.md) - [Trace Module](https://docs.praison.ai/docs/js/advanced/trace.md) - [Agent](https://docs.praison.ai/docs/js/agent.md) - [Agent CLI](https://docs.praison.ai/docs/js/agent-cli.md) - [AgentFlow](https://docs.praison.ai/docs/js/agent-flow.md) - [AgentTeam](https://docs.praison.ai/docs/js/agent-team.md) - [AgentOS](https://docs.praison.ai/docs/js/agentos.md) - [Agents (Multi-Agent)](https://docs.praison.ai/docs/js/agents.md) - [Agents CLI](https://docs.praison.ai/docs/js/agents-cli.md) - [Multi-Provider Agents](https://docs.praison.ai/docs/js/ai-sdk.md) - [Multi-Provider Agent CLI](https://docs.praison.ai/docs/js/ai-sdk-cli.md) - [Async Jobs](https://docs.praison.ai/docs/js/async-jobs.md) - [Async Jobs CLI](https://docs.praison.ai/docs/js/async-jobs-cli.md) - [Attribution & Tracing](https://docs.praison.ai/docs/js/attribution.md) - [Attribution CLI](https://docs.praison.ai/docs/js/attribution-cli.md) - [AutoAgents](https://docs.praison.ai/docs/js/auto-agents.md) - [AutoAgents CLI](https://docs.praison.ai/docs/js/auto-agents-cli.md) - [Background Tasks](https://docs.praison.ai/docs/js/background-tasks.md) - [Background Tasks CLI](https://docs.praison.ai/docs/js/background-tasks-cli.md) - [Benchmarks](https://docs.praison.ai/docs/js/benchmarks.md) - [Benchmarks CLI](https://docs.praison.ai/docs/js/benchmarks-cli.md) - [Callbacks](https://docs.praison.ai/docs/js/callbacks.md) - [Chunking](https://docs.praison.ai/docs/js/chunking.md) - [Chunking CLI](https://docs.praison.ai/docs/js/chunking-cli.md) - [CLI Reference](https://docs.praison.ai/docs/js/cli.md) - [Computer Use](https://docs.praison.ai/docs/js/computer-use.md) - [Computer Use CLI](https://docs.praison.ai/docs/js/computer-use-cli.md) - [Context Manager](https://docs.praison.ai/docs/js/context-manager.md) - [Context Manager CLI](https://docs.praison.ai/docs/js/context-manager-cli.md) - [Custom Tools for TypeScript AI Agents](https://docs.praison.ai/docs/js/customtools.md) - [Database & Persistence](https://docs.praison.ai/docs/js/database.md) - [Database CLI](https://docs.praison.ai/docs/js/database-cli.md) - [Deep Research Agent](https://docs.praison.ai/docs/js/deep-research.md) - [Deep Research CLI](https://docs.praison.ai/docs/js/deep-research-cli.md) - [Development Setup](https://docs.praison.ai/docs/js/development.md) - [Embeddings](https://docs.praison.ai/docs/js/embeddings.md) - [Embeddings CLI](https://docs.praison.ai/docs/js/embeddings-cli.md) - [Evaluation Results](https://docs.praison.ai/docs/js/eval-results.md) - [Eval Results CLI](https://docs.praison.ai/docs/js/eval-results-cli.md) - [Evaluation Framework](https://docs.praison.ai/docs/js/evaluation.md) - [Evaluation CLI](https://docs.praison.ai/docs/js/evaluation-cli.md) - [Graph RAG](https://docs.praison.ai/docs/js/graph-rag.md) - [Guardrails](https://docs.praison.ai/docs/js/guardrails.md) - [Guardrails CLI](https://docs.praison.ai/docs/js/guardrails-cli.md) - [Hierarchical Sessions](https://docs.praison.ai/docs/js/hierarchy-session.md) - [Hierarchical Sessions CLI](https://docs.praison.ai/docs/js/hierarchy-session-cli.md) - [Hooks Manager](https://docs.praison.ai/docs/js/hooks-manager.md) - [Image Agent](https://docs.praison.ai/docs/js/image-agent.md) - [Image Agent CLI](https://docs.praison.ai/docs/js/image-agent-cli.md) - [JavaScript AI Agents Framework](https://docs.praison.ai/docs/js/js.md) - [Knowledge Base (RAG)](https://docs.praison.ai/docs/js/knowledge-base.md) - [Knowledge Base CLI](https://docs.praison.ai/docs/js/knowledge-base-cli.md) - [LLM Guardrail](https://docs.praison.ai/docs/js/llm-guardrail.md) - [LLM Guardrail CLI](https://docs.praison.ai/docs/js/llm-guardrail-cli.md) - [MCP Security](https://docs.praison.ai/docs/js/mcp-security.md) - [MCP Security CLI](https://docs.praison.ai/docs/js/mcp-security-cli.md) - [MCP Tools](https://docs.praison.ai/docs/js/mcp-tools.md) - [MCP Tools CLI](https://docs.praison.ai/docs/js/mcp-tools-cli.md) - [Memory System](https://docs.praison.ai/docs/js/memory.md) - [Memory CLI](https://docs.praison.ai/docs/js/memory-cli.md) - [Memory Hooks](https://docs.praison.ai/docs/js/memory-hooks.md) - [Memory Hooks CLI](https://docs.praison.ai/docs/js/memory-hooks-cli.md) - [Multi-Modal Agent](https://docs.praison.ai/docs/js/multimodal-agent.md) - [Multi-Modal Agent CLI](https://docs.praison.ai/docs/js/multimodal-agent-cli.md) - [Next.js Integration](https://docs.praison.ai/docs/js/nextjs.md) - [Natural Language Postgres](https://docs.praison.ai/docs/js/nl-postgres.md) - [Natural Language Postgres CLI](https://docs.praison.ai/docs/js/nl-postgres-cli.md) - [Node.js AI Agents Framework](https://docs.praison.ai/docs/js/nodejs.md) - [Observability](https://docs.praison.ai/docs/js/observability.md) - [Observability CLI](https://docs.praison.ai/docs/js/observability-cli.md) - [Arize CLI](https://docs.praison.ai/docs/js/observability/arize-cli.md) - [Arize AX](https://docs.praison.ai/docs/js/observability/arize-code.md) - [Axiom CLI](https://docs.praison.ai/docs/js/observability/axiom-cli.md) - [Axiom](https://docs.praison.ai/docs/js/observability/axiom-code.md) - [Braintrust CLI](https://docs.praison.ai/docs/js/observability/braintrust-cli.md) - [Braintrust](https://docs.praison.ai/docs/js/observability/braintrust-code.md) - [Helicone Observability CLI](https://docs.praison.ai/docs/js/observability/helicone-obs-cli.md) - [Helicone Observability](https://docs.praison.ai/docs/js/observability/helicone-obs-code.md) - [Laminar CLI](https://docs.praison.ai/docs/js/observability/laminar-cli.md) - [Laminar](https://docs.praison.ai/docs/js/observability/laminar-code.md) - [Langfuse CLI](https://docs.praison.ai/docs/js/observability/langfuse-cli.md) - [Langfuse](https://docs.praison.ai/docs/js/observability/langfuse-code.md) - [LangSmith CLI](https://docs.praison.ai/docs/js/observability/langsmith-cli.md) - [LangSmith](https://docs.praison.ai/docs/js/observability/langsmith-code.md) - [LangWatch CLI](https://docs.praison.ai/docs/js/observability/langwatch-cli.md) - [LangWatch](https://docs.praison.ai/docs/js/observability/langwatch-code.md) - [Maxim CLI](https://docs.praison.ai/docs/js/observability/maxim-cli.md) - [Maxim](https://docs.praison.ai/docs/js/observability/maxim-code.md) - [Patronus CLI](https://docs.praison.ai/docs/js/observability/patronus-cli.md) - [Patronus](https://docs.praison.ai/docs/js/observability/patronus-code.md) - [Scorecard CLI](https://docs.praison.ai/docs/js/observability/scorecard-cli.md) - [Scorecard](https://docs.praison.ai/docs/js/observability/scorecard-code.md) - [SigNoz CLI](https://docs.praison.ai/docs/js/observability/signoz-cli.md) - [SigNoz](https://docs.praison.ai/docs/js/observability/signoz-code.md) - [Traceloop CLI](https://docs.praison.ai/docs/js/observability/traceloop-cli.md) - [Traceloop](https://docs.praison.ai/docs/js/observability/traceloop-code.md) - [Weave CLI](https://docs.praison.ai/docs/js/observability/weave-cli.md) - [Weave](https://docs.praison.ai/docs/js/observability/weave-code.md) - [Performance Monitor](https://docs.praison.ai/docs/js/performance-monitor.md) - [Performance Monitor CLI](https://docs.praison.ai/docs/js/performance-monitor-cli.md) - [Planning System](https://docs.praison.ai/docs/js/planning.md) - [Planning CLI](https://docs.praison.ai/docs/js/planning-cli.md) - [Plugin System](https://docs.praison.ai/docs/js/plugins.md) - [PostgreSQL Integration](https://docs.praison.ai/docs/js/postgres.md) - [Prompt Expander Agent](https://docs.praison.ai/docs/js/prompt-expander.md) - [Prompt Expander CLI](https://docs.praison.ai/docs/js/prompt-expander-cli.md) - [Provider Registry](https://docs.praison.ai/docs/js/provider-registry.md) - [Provider Registry CLI](https://docs.praison.ai/docs/js/provider-registry-cli.md) - [LLM Providers](https://docs.praison.ai/docs/js/providers.md) - [Providers CLI](https://docs.praison.ai/docs/js/providers-cli.md) - [AI Gateway CLI](https://docs.praison.ai/docs/js/providers/ai-gateway-cli.md) - [AI Gateway Provider](https://docs.praison.ai/docs/js/providers/ai-gateway-code.md) - [Aihubmix CLI](https://docs.praison.ai/docs/js/providers/aihubmix-cli.md) - [Aihubmix Provider](https://docs.praison.ai/docs/js/providers/aihubmix-code.md) - [Amazon Bedrock CLI](https://docs.praison.ai/docs/js/providers/amazon-bedrock-cli.md) - [Amazon Bedrock Provider](https://docs.praison.ai/docs/js/providers/amazon-bedrock-code.md) - [Anthropic CLI](https://docs.praison.ai/docs/js/providers/anthropic-cli.md) - [Anthropic Provider](https://docs.praison.ai/docs/js/providers/anthropic-code.md) - [AssemblyAI CLI](https://docs.praison.ai/docs/js/providers/assemblyai-cli.md) - [AssemblyAI Provider](https://docs.praison.ai/docs/js/providers/assemblyai-code.md) - [Azure CLI](https://docs.praison.ai/docs/js/providers/azure-cli.md) - [Azure OpenAI Provider](https://docs.praison.ai/docs/js/providers/azure-code.md) - [Black Forest Labs CLI](https://docs.praison.ai/docs/js/providers/black-forest-labs-cli.md) - [Black Forest Labs Provider](https://docs.praison.ai/docs/js/providers/black-forest-labs-code.md) - [Cerebras CLI](https://docs.praison.ai/docs/js/providers/cerebras-cli.md) - [Cerebras Provider](https://docs.praison.ai/docs/js/providers/cerebras-code.md) - [Clarifai CLI](https://docs.praison.ai/docs/js/providers/clarifai-cli.md) - [Clarifai Provider](https://docs.praison.ai/docs/js/providers/clarifai-code.md) - [Cloudflare Workers AI CLI](https://docs.praison.ai/docs/js/providers/cloudflare-workers-ai-cli.md) - [Cloudflare Workers AI Provider](https://docs.praison.ai/docs/js/providers/cloudflare-workers-ai-code.md) - [Cohere CLI](https://docs.praison.ai/docs/js/providers/cohere-cli.md) - [Cohere Provider](https://docs.praison.ai/docs/js/providers/cohere-code.md) - [Crosshatch CLI](https://docs.praison.ai/docs/js/providers/crosshatch-cli.md) - [Crosshatch Provider](https://docs.praison.ai/docs/js/providers/crosshatch-code.md) - [Deepgram CLI](https://docs.praison.ai/docs/js/providers/deepgram-cli.md) - [Deepgram Provider](https://docs.praison.ai/docs/js/providers/deepgram-code.md) - [DeepInfra CLI](https://docs.praison.ai/docs/js/providers/deepinfra-cli.md) - [DeepInfra Provider](https://docs.praison.ai/docs/js/providers/deepinfra-code.md) - [DeepSeek CLI](https://docs.praison.ai/docs/js/providers/deepseek-cli.md) - [DeepSeek Provider](https://docs.praison.ai/docs/js/providers/deepseek-code.md) - [Dify CLI](https://docs.praison.ai/docs/js/providers/dify-cli.md) - [Dify Provider](https://docs.praison.ai/docs/js/providers/dify-code.md) - [ElevenLabs CLI](https://docs.praison.ai/docs/js/providers/elevenlabs-cli.md) - [ElevenLabs Provider](https://docs.praison.ai/docs/js/providers/elevenlabs-code.md) - [Fal CLI](https://docs.praison.ai/docs/js/providers/fal-cli.md) - [Fal Provider](https://docs.praison.ai/docs/js/providers/fal-code.md) - [Fireworks CLI](https://docs.praison.ai/docs/js/providers/fireworks-cli.md) - [Fireworks Provider](https://docs.praison.ai/docs/js/providers/fireworks-code.md) - [FriendliAI CLI](https://docs.praison.ai/docs/js/providers/friendliai-cli.md) - [FriendliAI Provider](https://docs.praison.ai/docs/js/providers/friendliai-code.md) - [Gladia CLI](https://docs.praison.ai/docs/js/providers/gladia-cli.md) - [Gladia Provider](https://docs.praison.ai/docs/js/providers/gladia-code.md) - [Google CLI](https://docs.praison.ai/docs/js/providers/google-cli.md) - [Google Provider](https://docs.praison.ai/docs/js/providers/google-code.md) - [Google Vertex AI CLI](https://docs.praison.ai/docs/js/providers/google-vertex-cli.md) - [Google Vertex AI Provider](https://docs.praison.ai/docs/js/providers/google-vertex-code.md) - [Groq CLI](https://docs.praison.ai/docs/js/providers/groq-cli.md) - [Groq Provider](https://docs.praison.ai/docs/js/providers/groq-code.md) - [Helicone CLI](https://docs.praison.ai/docs/js/providers/helicone-cli.md) - [Helicone Provider](https://docs.praison.ai/docs/js/providers/helicone-code.md) - [Heroku CLI](https://docs.praison.ai/docs/js/providers/heroku-cli.md) - [Heroku Provider](https://docs.praison.ai/docs/js/providers/heroku-code.md) - [Hugging Face CLI](https://docs.praison.ai/docs/js/providers/huggingface-cli.md) - [Hugging Face Provider](https://docs.praison.ai/docs/js/providers/huggingface-code.md) - [Hume CLI](https://docs.praison.ai/docs/js/providers/hume-cli.md) - [Hume Provider](https://docs.praison.ai/docs/js/providers/hume-code.md) - [LangDB CLI](https://docs.praison.ai/docs/js/providers/langdb-cli.md) - [LangDB Provider](https://docs.praison.ai/docs/js/providers/langdb-code.md) - [Letta CLI](https://docs.praison.ai/docs/js/providers/letta-cli.md) - [Letta Provider](https://docs.praison.ai/docs/js/providers/letta-code.md) - [LM Studio CLI](https://docs.praison.ai/docs/js/providers/lm-studio-cli.md) - [LM Studio Provider](https://docs.praison.ai/docs/js/providers/lm-studio-code.md) - [LMNT CLI](https://docs.praison.ai/docs/js/providers/lmnt-cli.md) - [LMNT Provider](https://docs.praison.ai/docs/js/providers/lmnt-code.md) - [Luma CLI](https://docs.praison.ai/docs/js/providers/luma-cli.md) - [Luma Provider](https://docs.praison.ai/docs/js/providers/luma-code.md) - [Mem0 CLI](https://docs.praison.ai/docs/js/providers/mem0-cli.md) - [Mem0 Provider](https://docs.praison.ai/docs/js/providers/mem0-code.md) - [MiniMax CLI](https://docs.praison.ai/docs/js/providers/minimax-cli.md) - [MiniMax Provider](https://docs.praison.ai/docs/js/providers/minimax-code.md) - [Mistral CLI](https://docs.praison.ai/docs/js/providers/mistral-cli.md) - [Mistral Provider](https://docs.praison.ai/docs/js/providers/mistral-code.md) - [Mixedbread CLI](https://docs.praison.ai/docs/js/providers/mixedbread-cli.md) - [Mixedbread Provider](https://docs.praison.ai/docs/js/providers/mixedbread-code.md) - [NVIDIA NIM CLI](https://docs.praison.ai/docs/js/providers/nvidia-nim-cli.md) - [NVIDIA NIM Provider](https://docs.praison.ai/docs/js/providers/nvidia-nim-code.md) - [Ollama CLI](https://docs.praison.ai/docs/js/providers/ollama-cli.md) - [Ollama Provider](https://docs.praison.ai/docs/js/providers/ollama-code.md) - [OpenAI CLI](https://docs.praison.ai/docs/js/providers/openai-cli.md) - [OpenAI Provider](https://docs.praison.ai/docs/js/providers/openai-code.md) - [OpenAI Compatible CLI](https://docs.praison.ai/docs/js/providers/openai-compatible-cli.md) - [OpenAI Compatible Provider](https://docs.praison.ai/docs/js/providers/openai-compatible-code.md) - [OpenRouter CLI](https://docs.praison.ai/docs/js/providers/openrouter-cli.md) - [OpenRouter Provider](https://docs.praison.ai/docs/js/providers/openrouter-code.md) - [Perplexity CLI](https://docs.praison.ai/docs/js/providers/perplexity-cli.md) - [Perplexity Provider](https://docs.praison.ai/docs/js/providers/perplexity-code.md) - [Portkey CLI](https://docs.praison.ai/docs/js/providers/portkey-cli.md) - [Portkey Provider](https://docs.praison.ai/docs/js/providers/portkey-code.md) _Note: this index was truncated to stay under 100,000 characters; 4200 pages and 1 OpenAPI spec omitted._