Skip to main content

agenttrafficlab

Minimal zero-dependency Python client for Agent Traffic Lab.

Install

pip install agenttrafficlab
from agenttrafficlab import run

result = run("summarize a support ticket for handoff")
print(result["execution"]["output_text"])
print(result["execution"]["outcome_status"])

run() asks ATL to choose the provider, executes the Decision-authorized provider through ATL, uses bounded fallback when needed, and records the durable execution Outcome automatically. The caller does not need to submit a separate feedback call for ATL-owned execution.

Decision only

from agenttrafficlab import decide

result = decide("summarize a support ticket for handoff")
print(result["recommended_provider"]["provider_id"])

Use decide() when your own system will execute the provider outside ATL. In that mode ATL cannot observe the external execution automatically, so the execution result still needs to be reported if you want it included as Outcome evidence.

Provider selection remains ATL-owned; callers do not choose a provider directly.

Public surfaces:

  • Decision API: https://mcp.agenttrafficlab.com/intent-entrance/decision
  • Execution API: https://mcp.agenttrafficlab.com/intent-entrance/execute
  • MCP endpoint: https://mcp.agenttrafficlab.com/mcp
  • Live demo: https://mcp.agenttrafficlab.com/try

Python 3.9+; no runtime dependencies.

Metadata

Release files for agenttrafficlab 0.1.2

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

Source distribution (sdist)

Source distribution for agenttrafficlab 0.1.2
File Size Uploaded Provenance Actions
agenttrafficlab-0.1.2.tar.gz 4.4 kB With provenance Details for agenttrafficlab-0.1.2.tar.gz

Built distribution (wheel)

Table of built distributions (wheels) for agenttrafficlab 0.1.2
File Interpreter ABI Platform Actions
agenttrafficlab-0.1.2-py3-none-any.whl Python 3 none any Details for agenttrafficlab-0.1.2-py3-none-any.whl

Total release size: 9.9 kB

Release files / agenttrafficlab-0.1.2.tar.gz

Download URL agenttrafficlab-0.1.2.tar.gz
Size 4.4 kB
Tags Source
SHA-256 checksum
How to use checksums
f9b56b7d8ce761dd0e5ed39d812c1eb9c104a5e6444a2f7d3a95e3c982070a42
BLAKE2b-256 checksum
How to use checksums
b9af842c9305096f6492d36e22fd02a5796eebd20bbfc26a776740dc234f519e
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 26, 2026.

Transparency log

Release files / agenttrafficlab-0.1.2-py3-none-any.whl

Download URL agenttrafficlab-0.1.2-py3-none-any.whl
Size 5.5 kB
Tags Python 3
SHA-256 checksum
How to use checksums
f51e75984bb9f6e6c41bc1b2bd5b9d3fc6d97401324d717f796f8a03e6175e61
BLAKE2b-256 checksum
How to use checksums
010d7365b1a04ae5b26a9f9d556716c82ecd24c3ab981009ec7d63d4809ab0ba
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 26, 2026.

Transparency log

Security for agenttrafficlab 0.1.2

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.

Full provenance

Both files in this release have been uploaded with provenance metadata.

Select from 2 files

Attestation for agenttrafficlab-0.1.2.tar.gz

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 26, 2026.

Transparency log

A note on package security

PyPI is a repository for distributing packages, not a service for auditing them. While third-party security researchers and our staff do their best to detect and remove malicious packages, PyPI cannot guarantee the quality, security or suitability of any given package.

To learn more about protecting yourself from malicious actors, visit our package security documentation.

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