agentskeptic 8.1.0

Python-native database-truth verification for CrewAI and LangGraph (AgentSkeptic kernel).

agentskeptic (Python)

First-party Python verification kernel and agentskeptic.verify() integration surface.

Canonical integrator guide: ../docs/integrate.md. LangGraph checkpoint trust statute + capability matrix: ../docs/integrator-verification.md#langgraph-checkpoint-trust.

LM-assisted tools.json drafting from OpenAI/bootstrap inputs ships as POST /api/integrator/registry-draft on the canonical website (DraftEngine in website/src/lib/registry-draft/) — see ../docs/registry-draft.md. The small emit_tools_json helper in this package is template-only, not a second draft stack.

pip install -e ".[dev]"
pytest

Parity vectors live under tests/parity_vectors/; regenerate with Node (after npm run build):

node ../scripts/emit-python-parity-goldens.mjs

Cold-path smoke (from repository root; copies partner fixtures + schemas/ into the image):

docker build -f python/Dockerfile -t agentskeptic-py-verify .

PyPI releases: the repository version is the single source of truth; release.yml runs semantic-release (tag + npm), then .github/workflows/release-package.yml publishes the wheel on v*.*.* tag pushes with Trusted Publishing (see root CONTRIBUTING.md).