Skip to main content

cool-play-agent-teams

Role-driven multi-agent orchestration framework built with strong typing and tool-only collaboration flow. Runtime model execution uses pydantic_ai with OpenAI-compatible endpoints.

Evaluation Snapshot

Recent SWE-bench snapshots are archived under docs/evaluations/swebench/. Current snapshots cover only the first 100 items from SWE-bench Verified, not the full benchmark.

Using glm-5,Temperature: 0.7,Top P:0.95.

Mode Benchmark Pass Rate Passed Failed Mean Duration Input Tokens Cached Input Output Tokens Requests Tool Calls Report
Normal SWE-bench Verified 100 72.0% 72 28 369.2s 60,265,198 58,214,976 451,537 2,432 2,484 HTML
Orchestration SWE-bench Verified 100 73.0% 73 27 704.2s 103,016,077 95,659,776 1,886,195 6,026 7,171 HTML

Highlights:

  • Orchestration currently reaches 73/100 on SWE-bench Verified 100, with 96 runs finishing in completed state and 4 ending in failed.
  • Normal mode currently reaches 72/100 on SWE-bench Verified 100, with 97 runs finishing in completed state and 3 ending in failed.
  • Token usage is reported directly in the table so model IO and tool activity can be compared without deriving cost assumptions.

Web Interface

Agent Teams Web Interface

Start the server with uv run agent-teams server start and open http://127.0.0.1:8000 in your browser. Use uv run agent-teams server restart to restart the managed server, and uv run agent-teams server stop --force to force stop it. The web UI now includes a language toggle beside the settings button so you can switch between English and Simplified Chinese in-page.

Frontend assets are now decoupled under frontend/dist and served by the backend.

Quick start

1) Install dependencies

Use the setup script for your platform, install from PyPI, or install directly with uv.

Windows:

.\setup.bat

Linux/macOS:

sh setup.sh

Install from PyPI:

pip install cool-play-agent-teams

Direct install:

uv sync --extra dev

2) help

agent-teams --help

# for evals
agent-teams-evals --help

Metadata

Release files for cool-play-agent-teams 0.0.3.20260326141751

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

Source distribution (sdist)

Source distribution for cool-play-agent-teams 0.0.3.20260326141751
File Size Uploaded Provenance
cool_play_agent_teams-0.0.3.20260326141751.tar.gz 430.3 kB With provenance Details

Built distribution (wheel)

Table of built distributions (wheels) for cool-play-agent-teams 0.0.3.20260326141751
File Interpreter ABI Platform
cool_play_agent_teams-0.0.3.20260326141751-py3-none-any.whl Python 3 none any Details

Total release size: 1.0 MB

Release files / cool_play_agent_teams-0.0.3.20260326141751.tar.gz

Download URL cool_play_agent_teams-0.0.3.20260326141751.tar.gz
Size 430.3 kB
Tags Source
SHA-256 checksum
How to use checksums
1e3f3eb2bb90e6216e560eede056bacf7ad59c99ca7e810640b1773ab752eac3
BLAKE2b-256 checksum
How to use checksums
46b44ed443ba5841f3c45d83d3df387f5cd235f5406fe968c596120f82df56c7
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/6.1.0 CPython/3.13.7

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 Mar 26, 2026.

Transparency log

Release files / cool_play_agent_teams-0.0.3.20260326141751-py3-none-any.whl

Download URL cool_play_agent_teams-0.0.3.20260326141751-py3-none-any.whl
Size 588.9 kB
Tags Python 3
SHA-256 checksum
How to use checksums
ca3fc7ad64cb068219deeb503691875a742c4a756d7dc23881bedd87ec9a4aa7
BLAKE2b-256 checksum
How to use checksums
5262b50985411b9c53152466546003126d289c2106b7b9e4278fe478a1719b01
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/6.1.0 CPython/3.13.7

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 Mar 26, 2026.

Transparency log

Security for cool-play-agent-teams 0.0.3.20260326141751

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

All 2 files in this release have been uploaded with provenance metadata.

Select from 2 files

Attestation for cool_play_agent_teams-0.0.3.20260326141751.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 Mar 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.

Release history Release notifications | RSS feed

This release
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