BeeAI Framework
IBMToolkit for production multi-agent systems with feature parity across Python and TypeScript, which sets it apart from the Python-first frameworks around it. It covers caching, memory and OpenTelemetry observability, constraint-based agent governance, native MCP and A2A interoperability, and more than ten model backends.
Originated at IBM and now hosted by the Linux Foundation under LF AI & Data.
Openness
5 high confidence- license
- Apache-2.0(OSI)
- source
- public(Python+TS)
- core features withheld
- no
Apache-2.0 across Python + TypeScript with no commercial gating.
- https://github.com/i-am-bee/beeai-framework recorded 2026-08-13
Apache-2.0 license, full Python and TypeScript source published, 3.4k stars and 478 forks; no enterprise directory or paid tier
- https://raw.githubusercontent.com/i-am-bee/beeai-framework/main/LICENSE recorded 2026-09-29
The LICENSE file is the standard Apache License text, quoting "Apache License" and "Version 2.0, January 2004".
- https://raw.githubusercontent.com/i-am-bee/beeai-framework/main/README.md recorded 2026-09-29
The README describes the Python and TypeScript libraries as published in the repository, quoting "Build production-ready multi-agent systems in" and the "Apache 2.0" badge; searched for enterprise edition, license key and paid tier: none.
Adoption
2 medium confidenceAdoption is measured by combined PyPI and npm downloads of the beeai-framework package across its Python and TypeScript bindings, a stronger signal than GitHub stars.
- https://api.npmjs.org/downloads/point/last-month/beeai-framework recorded 2026-08-12
13,606 downloads in the trailing 30 days for beeai-framework
- https://pypistats.org/api/packages/beeai-framework/recent recorded 2026-08-12
49,921 downloads in the trailing 30 days for beeai-framework
Capability
4 medium confidenceDistinctive dual-language parity and production focus; smaller adoption than the leading frameworks.
- https://github.com/i-am-bee/beeai-framework recorded 2026-08-13
'Build production-ready multi-agent systems in Python or TypeScript'; workflows, memory, tools and observability with parity across both languages
- https://lfaidata.foundation/projects/beeai/ recorded 2026-09-29
The LF AI & Data page calls BeeAI an "open-source AI agent framework for building production-grade, multi-agent systems".
- https://raw.githubusercontent.com/i-am-bee/beeai-framework/main/README.md recorded 2026-09-29
The README lists modules including "Orchestrate multi-agent systems with complex execution flows", serving over "A2A" and "MCP", memory, cache and workflows, in both Python and TypeScript.
Verified 2026-09-24