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AI-Parrot
phenobarbital/ai-parrot
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Getting Started
Getting Started
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Foundations
Foundations
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Architecture - MCP Server
Architecture - A2A
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Architecture - Hardening
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Architecture - AgentCrew
Architecture - AgentsFlow DAG
Architecture - Ontologic RAG
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LLM Clients
LLM Clients
Overview
OpenAI-Compatible Base Client
Bedrock Mantle Client
Per-loop Caching
Self-hosted llama-server (Qwen3.6)
Contextual Embedding
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Bots & Agents
Bots & Agents
Overview
Agents
Agent Mesh
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Test Agent
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PandasAgent Capabilities (ES)
SecurityAdvisor Agent
WebAgent (Chrome DevTools)
WebNavigatorAgent (Catalogued Browsing)
Multi-Party Conferencing
HeartbeatManager
Agent CLI Daemon
CLI Agent Daemon Guide
Memory & Knowledge
Memory & Knowledge
Overview
Execution Memory
Local Knowledge Base
Parent-Child Retrieval
Loaders Metadata
DocumentDB
DocumentDB Interface
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Company Info
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Knowledge Graph
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PageIndex
GraphIndex
Dream Cycle (Brain Consolidation)
LLM Wiki
LLM Wiki
What It Is
Complete Guide
WikiToolkit for Claude Code
Jira Knowledge Base
Jira Knowledge Base
Jira Ticket Extractor
Issues Namespace Runbook
Agent Integration
Tools, Loaders & RAG
Tools, Loaders & RAG
Overview
Tools Reference
What-If Scenarios
Sandbox Tool
REPL Worker Sandbox
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ArXiv Tool
FRED API Tool
Odoo Toolkit
GitHub Reviewer
Charts & Visualization
Toolbar API
MultiStoreSearch Toolkit
Research Tools
ExecutionPlan Toolkit
Audio Note Capture Toolkit
SpawnSubAgent Tool
Docker Tool Executor
Tool-Result Compression
Infographics
Infographics
InfographicToolkit
Authoring for Data Agents
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Integrations & Transport
Integrations & Transport
Overview
A2A Communication
MCP Sessions
Simple MCP Server
MCP Server Config
Install GitHub MCP
Install MCP GenMedia
Telegram
MS Teams
WhatsApp Orchestrator
WhatsApp Spec
WhatsApp Implementation
Office 365 OAuth
Teams Semantic Cards
Teams HITL Channel
CommCenter (Bulk Notifications)
Jira Transition Actions
Fireflies Daemon (ES)
Voice Chat
WhisperX
Nova Sonic Voice Protocol
Audio Form Voice Modes
LiveAvatar with your own LiveKit
Events
Events
EventBus v2
Configuration Reference
Migration Notes
Frontend Guides
Frontend Guides
LiveAvatar FULL Mode (SvelteKit)
LiveAvatar Voice-Native (Phase C)
LiveAvatar LITE (Phase A)
VoiceBot Realtime
AgenTalk Voice
Structured Artifacts
Interactive Artifacts API
FormDesigner - Audio Renderer
FormDesigner - Conditional Sections
FormDesigner - Autonomous Persistence
FormDesigner - Relational Fields
Prompts
Prompts
PromptBuilder Guide
Layers Reference
Variables Reference
Identity Capability
Jira Specialist Layers
Orchestration & Flows
Orchestration & Flows
AgentCrew Guide
AgentsFlow Guide
Node Types Reference
Decision Node Usage
Bot Cleanup Lifecycle
Thales Research Flow
Dev-loop Nova Backend
Advanced
Advanced
API Endpoints (REST)
Infographic Handler API
Infographic Render Endpoint
VectorStore Handler API
Ephemeral Agents API
Jupyter Mode
Job Manager
Outputs
A2UI v1.0 Wire
A2UI Agent Functions (FEAT-469)
AWS Deployment
2026 Roadmap
PR Review Setup
Web HITL Frontend Brainstorm
Security & Guardrails
Security & Guardrails
PBAC Guardrails
ONNX Injection Guardrail
Groundedness Scoring
HITL Tool-Call Confirmation
Operations
Operations
Business Automation Runbook
Infographic CSP & Signed URLs
Migration Guides
Migration Guides
ai-parrot-embeddings (FEAT-201)
ai-parrot-integrations (FEAT-202)
ai-parrot-server (FEAT-203)
Structured Artifact Contract (FEAT-223)
A2UI Deprecations (FEAT-273)
Unified NovaClient (FEAT-315)
Forms Tenant in URL (FEAT-421)
SaaS Auth Hardening (FEAT-446)
parrot.finance Satellite
API Reference
API Reference
Clients
Bots
Tools
Memory
Stores
Stores
Table of contents
stores
Loaders
Integrations
MCP
A2A
Reference
Reference
Classes
Functions
Development
Development
Style Guide
SDD Workflow
SDD Guide
SDD Codex Guide
SDD Platform
Product Analysis - Structured Table
Feature Notes
Feature Notes
FEAT-437 Claude Bedrock Sample Agents
Design Notes - Specs
Design Notes - Specs
Orchestrator AIMessage Preservation
JiraToolkit - Remove Default Auth
MS Teams Agent Commands
Crew Tools Catalog Endpoint
Unified Adaptive Cards Builder
Form UID - Stable Identity
Performance Evaluation Benchmark
MCP Local Server + WikiToolkit
WebAgent - Chrome DevTools MCP
sdd-done Merge Conflict Fix
FirefliesWikiAgent
Design Notes - Plans
Design Notes - Plans
FEAT-103 Review Fixes
FEAT-107 Review Fixes
Orchestrator AIMessage Preservation
MS Teams Agent Commands
Unified Adaptive Cards Builder
WebAgent - Chrome DevTools MCP
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