Browser Automation · Public

agency-swarm

Browser automation project for web operations, testing, extraction, and permission-boundary checks.

Browser automationWeb tasksTest accountsCookie boundariesPermission control

Best fitDevelopers who need AI-assisted web tasks, browser testing, page extraction, or structured web operations.

Check whether this project matches your task before installing it.

What it can doBrowser automation task planning, permission boundaries, recovery steps, and acceptance checks

Review the portable capability path.

Before continuingVerify in a sandbox

Do not treat a preview pack as a proven local install.

GitHub snapshot4.4k stars

1.0k forks · 24 contributors

Official first step Read manual preview Source repository

Publication status · 2026-05-25

What is agency-swarm?

agency-swarm supports browser task automation, web operations, or web data workflows.
Best fit: Developers who need AI-assisted web tasks, browser testing, page extraction, or structured web operations.
Not for: Not for workflows that cannot isolate browser state, account permissions, cookies, or real user data.
Capability added to an AI workflow: Browser automation task planning, permission boundaries, recovery steps, and acceptance checks
First safe verification step: Verify one minimal web task with an isolated browser profile and test account first.
Verification state: source, Quick Start, and sandbox install checks are recorded as passed.
Top risk: The main risk is misusing browser state, account permissions, cookies, or real data during automation.
Evidence base: https://github.com/VRSEN/agency-swarm, https://github.com/VRSEN/agency-swarm#readme, Human Manual, Pitfall Log

Quick decision

Use this section to decide whether the project is worth a deeper read.

Best forDevelopers who need AI-assisted web tasks, browser testing, page extraction, or structured web operations.

Match the project to your task before installing it.

CapabilityBrowser automation task planning, permission boundaries, recovery steps, and acceptance checks

Browser automation project for web operations, testing, extraction, and permission-boundary checks.

RepositoryVRSEN/agency-swarm

4.4k stars · 1.0k forks

What it can do

Translate the upstream project into concrete capabilities the user can judge before installing.

Introduction to Agency Swarm

Related topics: Installation and Setup, Getting Started Guide, Core Architecture

Sources: [README.md](https://github.com/VRSEN/agency-swarm/blob/main/README.md)

Installation and Setup

Related topics: Introduction to Agency Swarm, Getting Started Guide

Sources: [CONTRIBUTING.md:1-20]()

Getting Started Guide

Related topics: Introduction to Agency Swarm, Installation and Setup, Core Architecture, Tools System

Sources: [CONTRIBUTING.md](https://github.com/VRSEN/agency-swarm/blob/main/CONTRIBUTING.md)

Core Architecture

Related topics: Introduction to Agency Swarm, Agent Internals, Communication Flows

Source: https://github.com/VRSEN/agency-swarm / Human Manual

Agent Internals

Related topics: Core Architecture, Tools System

Sources: [src/agency_swarm/agent/core.py:1-50]()

Sources: https://github.com/VRSEN/agency-swarm, Human Manual, Project Pack evidence, and downstream validation signals.

Community Discussion Evidence

Project-level external discussion stays visible on the detail page, not only inside the manual.

Stars4.4k stars

Forks1.0k forks

Contributors24 contributors

Licenseunknown

Community Discussion Evidence

12 source-linked items

Review these external discussions before using agency-swarm with real data or production workflows. They are review inputs, not standalone proof that the project is production-ready.

01
Feature request: native advisor/executor consult flow for stronger-model
github / github_issue
02
Chart Library tool for financial pattern analysis in agent swarms
github / github_issue
03
CI-level governance checks for swarm agent code
github / github_issue
04
Feature: Runtime governance and compliance audit trails
github / github_issue
05
Enforceable agency chart — cryptographic delegation per agent role in th
github / github_issue
06
Feature: Agent trust and discovery via MoltBridge integration
github / github_issue
07
Proposal: ClawMem adapter for thread persistence across sessions
github / github_issue
08
Research finding: Error detection failure rate in multi-agent chains — e
github / github_issue
09
v1.9.8
github / github_release
10
v1.9.7
github / github_release
11
v1.9.6
github / github_release
12
v1.9.5
github / github_release

How to start

Only source-backed commands are shown here. Verify them in an isolated environment first.

Try the prompt first

Test the workflow without installing the upstream project.

preview

Read the Human Manual

Understand inputs, outputs, limits, and failure modes.

manual

Take context to your AI host

Use the compiled assets in your preferred AI environment.

context

Run sandbox verification

Confirm install commands and rollback before using a primary environment.

verify

pip install -U agency-swarm

Official start command · https://github.com/VRSEN/agency-swarm#readme · verified: yes

Human Manual

The English page must expose the real manual, not a short placeholder.

8+ sections · Human Manual

agency-swarm Manual

Agency Swarm provides a structured approach to building multi-agent systems with the following core capabilities:

Open the full manual

agency-swarm Human Manual
Table of Contents
Introduction to Agency Swarm
Related Pages
Overview
Architecture Overview
Core Components
Creating Agents

Introduction to Agency Swarm

Related topics: Installation and Setup, Getting Started Guide, Core Architecture

Sources: [README.md](https://github.com/VRSEN/agency-swarm/blob/main/README.md)

Installation and Setup

Related topics: Introduction to Agency Swarm, Getting Started Guide

Sources: [CONTRIBUTING.md:1-20]()

Getting Started Guide

Related topics: Introduction to Agency Swarm, Installation and Setup, Core Architecture, Tools System

Sources: [CONTRIBUTING.md](https://github.com/VRSEN/agency-swarm/blob/main/CONTRIBUTING.md)

Core Architecture

Related topics: Introduction to Agency Swarm, Agent Internals, Communication Flows

Source: https://github.com/VRSEN/agency-swarm / Human Manual

Agent Internals

Related topics: Core Architecture, Tools System

Sources: [src/agency_swarm/agent/core.py:1-50]()

AI Context Pack and portable assets

After deciding to continue, take the project context into your own AI host.

Complete pack plus user-owned assets

These files are planning and verification assets for Claude Code, Codex, Gemini, Cursor, ChatGPT, and other AI hosts.

Download complete pack Read Human Manual

BundleComplete Project Pack AssetAI Context Pack AssetBoundary & Risk Card AssetHuman Manual AssetPitfall Log AssetPrompt Preview AssetQuick Start ManifestPROJECT_PACK.json

Preflight checks

Treat this page as a planning asset, not proof that your local environment is ready.

The manual is generated from source-linked project files and Doramagic validation signals.
Community evidence warnings stay visible instead of being converted into marketing claims.
This English page is indexable because the locale quality gate passed and explicit English index approval is enabled.
Use the upstream repository as the final authority for installation commands, license, and version-specific behavior.