# i-am-bee/beeai-framework

Build production-ready AI agents in both Python and Typescript.

Repository: https://github.com/i-am-bee/beeai-framework
Canonical: https://ross.abutalabs.com/products/beeai-framework
Homepage: http://framework.beeai.dev
Language: Python
License: Apache-2.0
License Family: permissive
Topics: agents, ai, framework, ai-agent, llm, multiagent, python, typescript, beeai
Last push: 2026-08-20T14:36:14+00:00

## Health v2 (maintenance only)
Score: 85/100 (v2, computed 2026-09-03T02:39:23.370411+00:00)
- activity 98, release rhythm 86, longevity 52
- inputs: {"age_days": 740, "days_push": 13, "days_rel": 14, "gap_med": 2.0, "n_releases_24m": 161}
- flags: none
- formula: round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)

## Adoption (not part of the score)
Stars 3385, forks 483 (observed 2026-08-28T04:07:58.726109+00:00)

## What it is
BeeAI Framework is an open-source, Linux Foundation-hosted framework for building production-grade multi-agent AI systems in Python and TypeScript with full feature parity. It provides constraint-based agent governance, dynamic workflows, declarative YAML orchestration, and native MCP, A2A, and OpenTelemetry integrations.

## Use cases
- build production-ready AI agents in Python or TypeScript
- orchestrate multi-agent systems with parallelism and retries
- connect agents via MCP or A2A protocols
- expose agents as OpenAI-compatible API servers
- enforce deterministic rules on LLM agent behavior
- integrate agents with Zed editor or watsonx Orchestrate
- add observability and tracing to agent workflows

## When to choose
- you need production-grade multi-agent orchestration with governance constraints
- you want Python and TypeScript support with feature parity
- you need MCP, A2A, or Agent Stack interoperability
- you want provider-agnostic LLM support including local models via Ollama
- you need OpenTelemetry observability built in

## When to avoid
- you need a simple single-prompt LLM wrapper with minimal abstraction
- you prefer a framework with a much larger community ecosystem like LangChain
- you need A2A support in TypeScript (Python only)
- you want a fully stable 1.0 API (still pre-1.0 releases)

## Facets
- artifact type: framework
- maturity: active
- function: agent-framework, llm-inference, mcp, chatbot, workflow-automation, sdk
- domain: large-language-models, artificial-intelligence, developer-tools
- platform: python, cross-platform
- tags: multi-agent-systems, a2a-protocol, acp, agent-orchestration, provider-agnostic, opentelemetry, typescript, linux-foundation, ai-agents, automation, nodejs

## Member repositories
- i-am-bee/beeai-framework (main) score 85

## Provenance
- Observed fields: from GitHub, fetched 2026-08-28T04:07:58.726109+00:00.
- Health v2: computed from the inputs above; adoption is never an input.
- Inferred fields (summary, facets, guidance): AI-extracted, prompt v1, taxonomy v1, on 2026-08-29T18:39:28.434697+00:00, confidence not recorded.
  - readme: https://github.com/i-am-bee/beeai-framework (fetched 2026-08-28T04:07:58.726109+00:00, sha 24cbaf222466)
  - homepage: http://framework.beeai.dev (fetched 2026-08-29T09:33:30.629680+00:00, sha 1f9a5cfccf03)
  - site_page: https://framework.beeai.dev/introduction/quickstart (fetched 2026-08-29T09:33:30.638919+00:00, sha 277576b8499a)
  - registry_pypi: https://pypi.org/pypi/beeai-framework/json (fetched 2026-08-29T09:33:30.652062+00:00, sha 93b7c7b4d291)
  - site_page: https://framework.beeai.dev/integrations/agent-stack (fetched 2026-08-29T09:33:30.640971+00:00, sha 17e2654eb1b2)
  - site_page: https://framework.beeai.dev/integrations/mcp (fetched 2026-08-29T09:33:30.643168+00:00, sha ab45218f2e99)
  - site_page: https://framework.beeai.dev/integrations/a2a (fetched 2026-08-29T09:33:30.645054+00:00, sha ab9035a4e923)
  - site_page: https://framework.beeai.dev/integrations/acp-zed (fetched 2026-08-29T09:33:30.647061+00:00, sha dfdfb9104578)
  - site_page: https://framework.beeai.dev/integrations/watsonx-orchestrate (fetched 2026-08-29T09:33:30.648898+00:00, sha 486525a84a16)
  - site_page: https://framework.beeai.dev/integrations/openai-api (fetched 2026-08-29T09:33:30.650482+00:00, sha 378b36ba5454)
- Data as of 2026-08-30T08:39:29.467469+00:00.
