| 1f6ecc06b9738b5c… | The `pyrana-auth` Python package provides authentication using Azure AD, OAuth, and JWT. | active | contextual | yes | |
| 541cc31a71cd2bc2… | The `pyrana-api` Python package provides reusable FastAPI routers for the platform backend. | active | contextual | yes | |
| 79650cf34bc50259… | The `pyrana-temporal` Python package provides Temporal workflow orchestration capabilities for the platform backend. | active | contextual | yes | |
| 8a25cace5d3108a8… | The `pyrana-services` Python package provides business logic, LLM orchestration, and agent coordination for the backend. | active | contextual | yes | |
| c144ad1005b7ff40… | The `pyrana-repo` Python package implements the repository layer for PostgreSQL, Redis, and Azure Blob Storage. | active | contextual | yes | |
| 61823269bbe24608… | The `pyrana-core` Python package provides domain models, DTOs, and enums as the foundational backend layer for the entire platform. | active | contextual | yes | |
| f58d0a628c8114f0… | The `zeroth-agents/pyrana-demo-2` repository is the financial analysis demo frontend for the platform. | active | contextual | yes | |
| 9425fb53a126f164… | The `zeroth-agents/pyrana-frontend-template` repository is the client frontend starter shell for the platform. | active | contextual | yes | |
| 123a551ea46abb4f… | The `zeroth-agents/pyrana-code-interpreter-tiered` repository provides the platform tiered code execution service. | active | contextual | yes | |
| 239c7466259f4fcd… | The `zeroth-agents/pyrana-context-engine` repository provides the platform Knowledge-Augmented Graph system. | active | contextual | yes | |
| 893d80a82747f2ba… | The `zeroth-agents/pyrana` repository is the main monorepo and contains Python libraries, TypeScript libraries, applications, and client configurations for the platform. | active | contextual | yes | |
| 4baf0a2349012c4f… | The PYRANA platform uses configuration-over-code, meaning client behavior is driven by YAML configurations instead of hardcoded logic so that tenant-specific behavior can be configured without changing core code. | active | contextual | yes | |
| 8fc4c64417ef85b8… | The PYRANA platform philosophy requires test-driven development with a minimum of 80% coverage so that code quality is validated through tests. | active | contextual | yes | |
| 3ced794c79a52d75… | The PYRANA platform philosophy requires plan-before-code development so that implementation follows prior design rather than ad hoc coding. | active | contextual | yes | |
| b8c175e59a45298d… | The PYRANA platform philosophy requires a libs-first approach in which all new functionality starts in library packages so that shared capabilities are developed in reusable components. | active | contextual | yes | |
| b17f742e4325e8d1… | PYRANA is an agentic orchestration platform built by Zeroth Agents that is designed to be generalizable and configuration-driven for multiple tenants with distinct workflows while sharing the same core infrastructure. | active | contextual | yes | |
| 147a4aa238009717… | MessageBuilder in message_builder.py owns the full message lifecycle by accumulating conversation history and rendering the complete prompt, including system text, history, and reminders, on each turn. | active | contextual | yes | |
| 907633fb4f64bdd6… | AgentContext in agent_context.py is a persisted belief state containing plan steps, accumulated knowledge, and artifact references, and it is stored in Redis, read each turn, and updated by update-plan and update-knowledge tools. | active | contextual | yes | |
| a0d38c1f9b5018ec… | LoopAgentState in agent_state_v2.py is a per-run state model that tracks turn control, counters, budget, HITL status, and observations, and it is checkpointed to support pause and resume behavior. | active | contextual | yes | |
| d3960a9ee0d20d33… | The final execution stage builds and persists an AgentOutputEnvelope after the orchestration loop finishes. | active | contextual | yes | |
| efd0e6e008bb7dea… | During the native tool-calling loop, the LLM emits tool_calls, the system executes tools, observes results, and repeats this cycle until completion. | active | contextual | yes | |
| 83c0019cc4ecad75… | At turn 0, the system creates an initial plan via an LLM before entering the iterative tool-calling loop. | active | contextual | yes | |
| d8bd676fec678096… | The second execution step calls PyranaHarness.execute with config and workflow_input to start harness-driven orchestration. | active | contextual | yes | |
| 47f3d1979f7a1f94… | Agent execution begins with a Temporal Workflow entry point that invokes the execute_action_agent activity before control passes into the harness. | active | contextual | yes | |
| ca93ad3909e12a48… | The core of the platform is the PyranaHarness located at pyrana_services/orchestration/harness/pyrana_harness.py, and it implements native tool calling through LiteLLM. | active | contextual | yes | |
| af8fa2744cb76b16… | Each client frontend such as pyrana-frontend-template and pyrana-demo-2 installs the shared TypeScript packages from Azure Artifacts. | active | contextual | yes | |
| 8b351401935541d0… | The TypeScript libraries are the main frontend deliverable, while custom frontends are built per client and the libraries contain all shared functionality. | active | contextual | yes | |
| 7a2fda7d401bf884… | The TypeScript library build order runs from types to config to utils to ui and charts to auth to api to sdk to admin so that frontend packages are built on their dependencies in sequence. | active | contextual | yes | |
| a7883d9428978db5… | The @pyrana/telemetry TypeScript package provides frontend observability capabilities. | active | contextual | yes | |
| e962515e75cf8491… | The @pyrana/admin TypeScript package contains admin UI components for frontend administration features. | active | contextual | yes | |
| 24437c114e3b1939… | The @pyrana/sdk TypeScript package delivers an SDK with React hooks and query integration for client frontends. | active | contextual | yes | |
| afbc1817dd5c1910… | The @pyrana/api TypeScript package provides shared API route handlers for frontend-related integration. | active | contextual | yes | |
| 5329cfb6ffcab286… | The @pyrana/auth TypeScript package implements authentication flows and session management for frontend applications. | active | contextual | yes | |
| 831c11c373f2214c… | The @pyrana/charts TypeScript package supplies chart components built with Recharts for the frontend core. | active | contextual | yes | |
| 9189ba9449d01805… | The @pyrana/ui TypeScript package provides a component library built on Radix UI for shared frontend interfaces. | active | contextual | yes | |
| afd4add1b4416741… | The @pyrana/utils TypeScript package contains utility functions for the frontend core. | active | contextual | yes | |
| 0449cea9e04469c5… | The @pyrana/config TypeScript package manages configuration for the frontend platform. | active | contextual | yes | |
| bdf16edd02279ddf… | The @pyrana/types TypeScript package provides shared types and Zod schemas as part of the frontend core. | active | contextual | yes | |
| aaebd634ded81dd3… | The Python backend dependency flow progresses from core to repo and audit, then to services, and finally to temporal, api, admin, and gateway layers so that higher-level packages depend on lower-level foundations. | active | contextual | yes | |
| cdbdc63bfa348bbb… | The pyrana-packets Python package contains versioned JSON schemas and validators for the platform. | active | contextual | yes | |
| 7eace141f55897c3… | The pyrana-gateway Python package implements a configuration-driven output gateway that normalizes, derives, validates, and persists outputs. | active | contextual | yes | |
| 1e7cc2b77fa29762… | The pyrana-audit Python package supports audit logging and compliance functions within the backend platform. | active | contextual | yes | |
| b17a4a285c0b6fbb… | The pyrana-telemetry Python package provides observability through OpenTelemetry and Langfuse integrations. | active | contextual | yes | |
| 638616dcdb99957a… | The pyrana-admin Python package supplies admin routers, services, and CLI capabilities for platform administration. | active | contextual | yes | |
| 90574232ffc885cc… | The pyrana-auth Python package handles authentication using Azure AD, OAuth, and JWT mechanisms. | active | contextual | yes | |
| 8a6405aac4f82b25… | The pyrana-api Python package provides reusable FastAPI routers for the platform backend. | active | contextual | yes | |
| 478dd8a1c45d527e… | The pyrana-temporal Python package is responsible for Temporal workflow orchestration in the backend platform. | active | contextual | yes | |
| 21b802d4815aadc5… | The pyrana-services Python package contains business logic, LLM orchestration, and agent coordination as a central backend service layer. | active | contextual | yes | |
| 4c46ca434f7fb53a… | The pyrana-repo Python package implements the repository layer for PostgreSQL, Redis, and Azure Blob Storage within the backend architecture. | active | contextual | yes | |
| 8c0e434d9171fd98… | The pyrana-core Python package provides domain models, DTOs, and enums as the foundational backend layer for the rest of the platform. | active | contextual | yes | |