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Dependency Rationale

Agent OS follows "Scale by Subtraction" - minimal dependencies for a lean kernel.

Core Dependencies (1 dependency)

Package Version Why Needed Alternatives Considered
pydantic >=2.0.0 Type validation, schema enforcement, JSON serialization dataclasses (lacks validation), attrs (less ecosystem)

Total core deps: 1 (matches our "kernel should be lean" philosophy)

Optional Dependencies by Layer

Layer 1: Primitives

  • No additional dependencies (zero external deps)

Layer 2: CMVK

Package Why Needed
numpy Drift calculation, semantic similarity metrics

Layer 3: CaaS (Context-as-a-Service)

Package Why Needed
fastapi REST API endpoints
uvicorn ASGI server
PyPDF2 Document parsing
numpy Vector operations
scikit-learn ML-based context ranking

Layer 4: IATP (Inter-Agent Trust Protocol)

Package Why Needed
fastapi Trust gateway API
uvicorn ASGI server
httpx Async HTTP for agent-to-agent comms

Layer 5: AMB (Agent Message Bus)

Package Why Needed
anyio Async runtime abstraction
aiofiles Async file I/O for durability

Layer 6: ATR (Agent Tool Registry)

Package Why Needed
docker Container isolation for untrusted tools

Layer 7: Control Plane

  • Zero external dependencies (by design)
  • All kernel-space code uses only stdlib

Layer 8: SCAK (Self-Correcting Agent Kernel)

Package Why Needed
pyyaml Configuration parsing

Development Dependencies

Package Why Needed
pytest Test framework
pytest-asyncio Async test support
pytest-cov Coverage reporting
mypy Static type checking
ruff Fast linting
black Code formatting

Security Posture

Known Vulnerabilities (as of 2026-01)

Run pip-audit to check current status:

pip-audit

License Compatibility

All dependencies use MIT, BSD, or Apache 2.0 licenses (enterprise-friendly).

Package License
pydantic MIT
numpy BSD
fastapi MIT
uvicorn BSD
httpx BSD
anyio MIT

Dependency Minimization Strategy

  1. Kernel Space (0 deps): Control plane uses only Python stdlib
  2. User Space (optional): Features that need deps are optional extras
  3. No Transitive Bloat: We pin major versions, not micro-deps
  4. Regular Audits: Dependabot + pip-audit in CI

Installing

# Minimal (just pydantic)
pip install agent-os-kernel

# With specific features
pip install agent-os-kernel[cmvk]      # + numpy
pip install agent-os-kernel[iatp]      # + fastapi, httpx
pip install agent-os-kernel[full]      # Everything

# Development
pip install agent-os-kernel[dev]       # + pytest, mypy, ruff

Updating Dependencies

# Check for outdated packages
pip list --outdated

# Check for vulnerabilities
pip-audit

# Update all (dev environment)
pip install --upgrade -e ".[dev]"