Skip to main content

Assay Python Bindings

assay-it is the Python package for the assay import namespace.

It currently provides a small, bounded surface on top of Assay core:

  • AssayClient for writing JSONL trace records from Python
  • Coverage for policy coverage analysis against trace/tool-call inputs
  • Explainer for rule-by-rule explanation of a single trace
  • a pytest fixture plugin exposed as assay_client

Install

pip install assay-it

CPython 3.12 on macOS x86_64/arm64 and Linux x86_64; other interpreters and platforms are not claimed.

Import path:

from assay import AssayClient, Coverage, Explainer, validate

What It Is

This package is for Python-side trace capture and lightweight policy-analysis helpers. It is useful when you want to:

  • append structured trace events to a JSONL file from Python
  • analyze tool-call traces against an Assay policy
  • explain why a given trace matched or violated policy rules
  • use a simple pytest fixture around the Python client

What It Is Not

This package is not the full Assay CLI or the full trust-compiler surface. It does not replace:

  • assay mcp wrap and runtime MCP enforcement
  • evidence bundle generation and verification workflows
  • Trust Basis / Trust Card generation
  • the GitHub Action or release-binary install path

Those outward-facing product surfaces live in the main Assay CLI and repository docs.

Example

from assay import AssayClient, Coverage, Explainer

client = AssayClient("traces.jsonl")
client.record_trace({"tool": "ToolA", "args": {"q": "weather"}})

coverage = Coverage("assay.yaml")
report = coverage.analyze([[{"tool": "ToolA", "args": {"q": "weather"}}]])

explainer = Explainer("assay.yaml")
details = explainer.explain([{"tool": "ToolA", "args": {"q": "weather"}}])

Repository

Release files for assay-it 6.2.0

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Built distributions (wheels)

Table of built distributions (wheels) for assay-it 6.2.0
File Interpreter ABI Platform
assay_it-6.2.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.12 CPython 3.12 Linux glibc 2.17+ x86-64 Details
assay_it-6.2.0-cp312-cp312-macosx_11_0_arm64.whl CPython 3.12 CPython 3.12 macOS 11.0+ ARM64 Details
assay_it-6.2.0-cp312-cp312-macosx_10_12_x86_64.whl CPython 3.12 CPython 3.12 macOS 10.12+ x86-64 Details

Total release size: 3.6 MB

Release files / assay_it-6.2.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL assay_it-6.2.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size 1.2 MB
Tags CPython 3.12 Linux glibc 2.17+ x86-64
SHA-256 checksum
How to use checksums
9542f08106035138cfb9aed0036b160b631d37a0f9ba185ff466f36d324539c9
BLAKE2b-256 checksum
How to use checksums
cd65a4c5e9ac59510353885382e7e8d61e0029e1719250944d78db32c09a084a
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Sep 11, 2026.

Transparency log

Release files / assay_it-6.2.0-cp312-cp312-macosx_11_0_arm64.whl

Download URL assay_it-6.2.0-cp312-cp312-macosx_11_0_arm64.whl
Size 827.9 kB
Tags CPython 3.12 macOS 11.0+ ARM64
SHA-256 checksum
How to use checksums
4d7f050450a87bc99f2439a5f6aab88dd39f5e7395b5dd8aa869091bf3f20d55
BLAKE2b-256 checksum
How to use checksums
7188763f6b4222b3e9c54857ba6d6ad7e6afcf9f9274f09310a1a6669ea1d4db
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Sep 11, 2026.

Transparency log

Release files / assay_it-6.2.0-cp312-cp312-macosx_10_12_x86_64.whl

Download URL assay_it-6.2.0-cp312-cp312-macosx_10_12_x86_64.whl
Size 1.6 MB
Tags CPython 3.12 macOS 10.12+ x86-64
SHA-256 checksum
How to use checksums
e212d3c5459149ea407fc85f2b6a8b75a8d2cc5bf3f0890279cbe9c392cba400
BLAKE2b-256 checksum
How to use checksums
88aaff3b2058c6b03cab14b37b6336956e77bd996fbebc24bc174f715318dcc5
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Sep 11, 2026.

Transparency log

Release history Release notifications | RSS feed

6.6.3

3 release files

6.6.2

3 release files

6.6.1

3 release files

6.6.0

3 release files

6.5.0

3 release files

6.4.0

3 release files

6.3.1

3 release files

6.3.0

3 release files

6.2.1

3 release files

This release

6.2.0 This release

3 release files

6.1.3

3 release files

6.1.2

3 release files

6.1.1

3 release files

6.1.0

3 release files

6.0.0

3 release files

5.5.2

3 release files

5.5.1

3 release files

5.4.0

3 release files

5.3.0

3 release files

5.2.0

3 release files

5.1.0

3 release files

5.0.0

3 release files

4.0.0

3 release files

3.36.0

3 release files

3.35.0

3 release files

3.34.0

3 release files

3.31.1

3 release files

3.31.0

3 release files

3.30.0

3 release files

3.29.0

3 release files

3.28.0

3 release files

3.27.0

3 release files

3.26.0

3 release files

3.25.0

3 release files

3.24.0

3 release files

3.23.0

3 release files

3.22.0

3 release files

3.21.0

3 release files

3.12.0

3 release files

3.11.3

3 release files

3.11.2

3 release files

3.11.1

3 release files

3.11.0

3 release files

3.10.2

3 release files

3.10.0

3 release files

3.9.2

3 release files

3.9.1

3 release files

3.9.0

3 release files

3.8.0

3 release files

3.7.0

3 release files

3.6.0

3 release files

3.5.1

3 release files

3.5.0

3 release files

3.4.0

3 release files

3.3.0

3 release files

3.2.3

3 release files

3.2.2

3 release files

3.2.1

3 release files

3.1.0

3 release files

3.0.0

3 release files

2.18.0

3 release files

2.12.0

3 release files

2.10.1

3 release files

2.10.0

3 release files

2.9.0

3 release files

2.8.0

3 release files

2.7.0

3 release files

2.6.0

3 release files

2.4.0

3 release files

2.3.1

3 release files

2.2.2

3 release files

2.2.1

3 release files

2.2.0

3 release files

2.1.21

3 release files

2.1.20

3 release files

2.1.19

3 release files

2.1.18

3 release files

2.1.17

3 release files

2.1.16

3 release files

2.1.15

3 release files

2.1.14

3 release files

2.1.13

3 release files

2.1.12

3 release files

2.1.11

3 release files

2.1.10

3 release files

2.1.9

3 release files

2.1.8

3 release files

2.1.7

3 release files

2.1.6

3 release files

2.1.5

3 release files

2.1.4

3 release files

2.1.3

3 release files

2.1.2

3 release files

2.1.1

3 release files

2.1.0

3 release files

2.0.0

3 release files

1.9.0

3 release files

1.8.0

3 release files

1.7.0

3 release files

1.6.0

3 release files

1.5.1

3 release files

1.5.0

3 release files

1.4.1

3 release files

1.4.0

3 release files

1.3.0

3 release files

1.2.9

2 release files

1.2.8

2 release files

1.2.7

2 release files

1.2.6

2 release files

1.2.5

2 release files

1.0.0

2 release files

0.9.0

2 release files

0.8.0

2 release files

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page