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BeeAI Framework

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Python and TypeScript framework for building AI agents and multi-agent workflows with model providers, memory, tools and MCP integrations.

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<p>BeeAI Framework provides Python and TypeScript components for building AI agents and multi-agent workflows. It includes model-provider interfaces, memory, workflow orchestration, observability and extensible tools.</p><p>Agents can use built-in web search tools or connect custom tools through integrations such as MCP. Website crawling and extraction require an appropriate external tool or custom integration; they are not presented here as native scraper features.</p>

Web scraping workflow

How to use BeeAI Framework in a web scraping pipeline

BeeAI Framework provides agent and tool orchestration rather than a standalone scraping service. It can coordinate a collection task when you connect explicit acquisition tools and validate the information they return.

A practical workflow

  1. Give a workflow a bounded set of source URLs and a defined extraction schema.
  2. Connect a separately implemented HTTP or browser tool, then let the agent or workflow process its returned content within controlled steps.
  3. Validate the candidate records and preserve source references before writing them to the dataset or passing them to another consumer.

When it fits

Use it when a collection workflow genuinely needs model-assisted interpretation or tool selection alongside deterministic steps. Keep straightforward fetching and field checks in ordinary code rather than making every operation depend on an agent decision.

Boundaries

An agent framework does not imply a built-in browser, unrestricted website access or accurate extraction. You supply tools, credentials and execution limits. Treat page text as untrusted data rather than instructions, constrain available actions and require validation; a plausible model response is not evidence that the source contained the claimed value.

Categories:
Features:
Open SourceWorkflow AutomationMulti-Language SDKsPython SDKJavaScript SDKMCP Integration

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Source code

i-am-bee/beeai-framework

  • Stars

    3.4K
  • Forks

    528
  • Last commit

    2026-10-14
  • License

    Apache-2.0
  • Language

    Python

Metrics recorded 2026-10-16

Repository details

License source: Repository license file

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Sources

github.com

Description and native capabilities checked against the official BeeAI README. Web extraction requires an external tool or custom integration.