Browser Automation · Public

camel

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 snapshot17k stars

1.9k forks · 206 contributors

Official first step Read manual preview Source repository

Publication status · 2026-05-25

What is camel?

camel 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/camel-ai/camel, https://github.com/camel-ai/camel#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.

Repositorycamel-ai/camel

17k stars · 1.9k forks

What it can do

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

Introduction to CAMEL

Related topics: System Architecture, Model Integration and Providers

Sources: [README.md](https://github.com/camel-ai/camel/blob/main/README.md)

System Architecture

Related topics: Introduction to CAMEL, Agent Types and System, Workforce Management

Sources: [camel/agents/base.py:1-50]()

Agent Types and System

Related topics: System Architecture, Model Integration and Providers, Tools and Toolkits, Multi-Agent Societies and Role Playing

Sources: [camel/agents/__init__.py:1-50]()

Model Integration and Providers

Related topics: Introduction to CAMEL, System Architecture

Source: https://github.com/camel-ai/camel / Human Manual

Tools and Toolkits

Community Discussion Evidence

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

Stars17k stars

Forks1.9k forks

Contributors206 contributors

Licenseunknown

Community Discussion Evidence

12 source-linked items

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

01
[BUG] CodeExecutionToolkit can run model-produced Python code through Su
github / github_issue
02
[Feature Request] Refactor to use `api_keys_required` and `dependencies_
github / github_issue
03
[feat] Add search_tweets to TwitterToolkit (or add XquikToolkit for read
github / github_issue
04
[BUG] Bedrock Converse validation failure when using CAMEL ChatAgent wit
github / github_issue
05
[Feature Request] Add OrcaRouter as a dedicated model platform
github / github_issue
06
[BUG] outdated colab notebook for workforce
github / github_issue
07
[Question] when using VLLM / gemma4 / unsloath studio and the right jinj
github / github_issue
08
[Question] About the Deprecation of the `reasoning_content` Field in vLL
github / github_issue
09
[BUG] Both Bedrock options are broken
github / github_issue
10
[Feature Request] Expand WorkforceCallback to support stream chunk event
github / github_issue
11
Developers should check this installation risk before relying on the project: v0.2.90
GitHub / issue
12
Developers should check this configuration risk before relying on the project: v0.2.90a6
GitHub / issue

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 camel-ai

Official start command · https://github.com/camel-ai/camel#readme · verified: yes

Human Manual

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

8+ sections · Human Manual

camel Manual

CAMEL is a framework that facilitates the development of multi-agent systems where AI agents can assume specific roles, communicate with each other, and collaboratively accomplish tasks. T...

Open the full manual

camel Human Manual
Table of Contents
Introduction to CAMEL
Related Pages
Overview
Core Architecture
Agent System Components
Architecture Flow

Introduction to CAMEL

Related topics: System Architecture, Model Integration and Providers

Sources: [README.md](https://github.com/camel-ai/camel/blob/main/README.md)

System Architecture

Related topics: Introduction to CAMEL, Agent Types and System, Workforce Management

Sources: [camel/agents/base.py:1-50]()

Agent Types and System

Related topics: System Architecture, Model Integration and Providers, Tools and Toolkits, Multi-Agent Societies and Role Playing

Sources: [camel/agents/__init__.py:1-50]()

Model Integration and Providers

Related topics: Introduction to CAMEL, System Architecture

Source: https://github.com/camel-ai/camel / Human Manual

Tools and Toolkits

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.