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op3 — Layered Operations Tree

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PyPI Version Python License AI Cost Human Time Model

  • 🤖 LLM usage: $1.4812 (20 commits)
  • 👤 Human dev: ~$1066 (10.7h @ $100/h, 30min dedup)

Generated on 2026-07-06 using openrouter/qwen/qwen3-coder-next


Layered infrastructure observation: observe, diff, orchestrate infrastructure as data.

Overview

op3 provides a unified framework for observing hierarchical infrastructure state across multiple layers:

  • Physical Layer: Hardware, displays, network, compute
  • OS Layer: Kernel, configuration
  • Runtime Layer: Containers, compositor
  • Service Layer: Containers, systemd services
  • Endpoint Layer: HTTP endpoints, TCP ports
  • Business Layer: Application health, business logic

Built on fraq's fractal data primitives, op3 enables:

  • Deterministic layer scanning with probe system
  • Format adapters (LESS, migration.yaml, snapshot.yaml)
  • Drift detection between intended and actual state
  • Immutable snapshots with diff capabilities

Installation

pip install op3

Quick Start

from opstree import LayerTree, LinearScanner, scan_device
from opstree.layers.builtin import PhysicalLayer, OsLayer, RuntimeLayer

# Register layers
tree = LayerTree()
tree.register(PhysicalLayer.display)
tree.register(OsLayer.kernel)
tree.register(RuntimeLayer.container)

# Scan a device
def execute(cmd: str):
    # Your SSH/local execution logic
    stdout, stderr, rc = ...
    return stdout, stderr, rc

snapshot = scan_device("pi@192.168.188.109", execute, tree)
print(snapshot.to_yaml())

Format Adapters

from opstree.formats.less import LessAdapter

adapter = LessAdapter()

# Parse LESS to PartialSnapshot
partial = adapter.parse(open("app.doql.less").read())

# Render Snapshot to LESS
less_output = adapter.render(snapshot)

Project Status

Sprint 4 Complete (2026-04-21)

  • ✅ Fixed datetime deprecation warnings (datetime.utcnow() → datetime.now(timezone.utc))
  • ✅ All 26 tests passing with zero warnings

Sprint 5 Complete (2026-04-21)

  • ✅ Added business.health builtin probe
  • ✅ Added CLI layer filtering option (--layers flag)

Sprint 6 Complete (2026-04-21)

  • ✅ Tested op3 with real-world examples from fraq, redeploy, doql
  • ✅ Created examples/ folder with app.doql.less files from all three projects
  • ✅ Enhanced CLI convert command to handle migration.yaml format
  • ✅ All 26 tests passing

Sprint 3 Complete (2026-04-21)

  • ✅ CLI with scan, drift, and convert commands
  • ✅ Builtin probes (service.containers, endpoint.http)
  • ✅ Format conversion between LESS, migration.yaml, snapshot.yaml
  • ✅ CLI integration tested

Sprint 2 Complete (2026-04-21)

  • ✅ Probe contexts (SSH, Local, Mock)
  • ✅ Builtin probes (RPi display, Linux OS, container runtime)
  • ✅ Format adapters (migration.yaml, snapshot.yaml)
  • ✅ Integration tests with mock context (2 passing)
  • ✅ ExecuteResult handling for compatibility

Sprint 1 Complete (2026-04-21)

  • ✅ Layer tree with topological ordering
  • ✅ Builtin layer definitions
  • ✅ Snapshot model with Pydantic
  • ✅ Probe protocol and registry
  • ✅ Linear scanner
  • ✅ Format registry (wraps fraq)
  • ✅ LESS format adapter
  • ✅ Unit tests (16 passing)

Dependencies

  • fraq >= 0.2.15 (core primitives: FraqNode, FormatRegistry, adapters)
  • pydantic >= 2.0
  • pyyaml >= 6.0
  • click >= 8.0
  • jmespath >= 1.0
  • rich >= 13.0

License

Licensed under Apache-2.0.

Status

Last updated by taskill at 2026-04-25 13:41 UTC

Metric Value
HEAD c33adc1
Coverage
Failing tests
Commits in last cycle 20

Documentation and tooling were expanded: changelog generation, markdown output and formatting, a configuration management system, and a code analysis/relationship mapping engine were added. Tests and CLI were adjusted and some refactorings performed.

Dependency maintenance

See internal dependency updates for daily updates, locked tests and Python support.

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Layered operations tree — observe, diff, orchestrate infrastructure as data

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