{"adoption": {"forks": 483, "observed_at": "2026-08-28T04:07:58.726109+00:00", "stars": 3385}, "canonical_url": "https://ross.abutalabs.com/products/beeai-framework", "card": {"archived": false, "artifact_type": "framework", "description": "Build production-ready AI agents in both Python and Typescript.", "domain": ["large-language-models", "artificial-intelligence", "developer-tools"], "enriched": true, "function": ["agent-framework", "llm-inference", "mcp", "chatbot", "workflow-automation", "sdk"], "health_score": 99, "homepage": "http://framework.beeai.dev", "language": "Python", "license": "Apache-2.0", "license_family": "permissive", "maturity": "active", "member_repos": ["i-am-bee/beeai-framework"], "name": "i-am-bee/beeai-framework", "platform": ["python", "cross-platform"], "pushed_at": "2026-08-20T14:36:14+00:00", "repo": "i-am-bee/beeai-framework", "stars": 3385, "tags": ["multi-agent-systems", "a2a-protocol", "acp", "agent-orchestration", "provider-agnostic", "opentelemetry", "typescript", "linux-foundation", "ai-agents", "automation", "nodejs"], "topics": ["agents", "ai", "framework", "ai-agent", "llm", "multiagent", "python", "typescript", "beeai"], "urls": [], "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"], "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.", "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)"], "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"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/beeai-framework", "repo": "i-am-bee/beeai-framework", "role": "main", "score": 85}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:07:58.726109+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T18:39:28.434697+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "24cbaf222466fbc34231f13f83956dc6f38ef3bb5002a7abc877fe446f3dc79a", "fetched_at": "2026-08-28T04:07:58.726109+00:00", "kind": "readme", "missing": false, "url": "https://github.com/i-am-bee/beeai-framework"}, {"content_hash": "1f9a5cfccf032554f2dc0741f444ffe8d50b1f7dfa57157a7474c53c376a1546", "fetched_at": "2026-08-29T09:33:30.629680+00:00", "kind": "homepage", "missing": false, "url": "http://framework.beeai.dev"}, {"content_hash": "277576b8499a2b82607cf318e9c409c612075f025693bdcbc775d8009786f0f6", "fetched_at": "2026-08-29T09:33:30.638919+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/introduction/quickstart"}, {"content_hash": "93b7c7b4d29180af1e099d2791298410df843faf86fc380fb60eef09ca20841a", "fetched_at": "2026-08-29T09:33:30.652062+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/beeai-framework/json"}, {"content_hash": "17e2654eb1b2a1748693aaf7f76d607bacae44261fc36234d2c4ed599ee06cd5", "fetched_at": "2026-08-29T09:33:30.640971+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/agent-stack"}, {"content_hash": "ab45218f2e99bbe8610dd3c7e4989b4119327ba1e9d2b61455f89925a36f98b4", "fetched_at": "2026-08-29T09:33:30.643168+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/mcp"}, {"content_hash": "ab9035a4e9232ced8bec4c5d63cb6885ea0bb54b3d47f912fa75885a6f93cfe0", "fetched_at": "2026-08-29T09:33:30.645054+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/a2a"}, {"content_hash": "dfdfb9104578a2dd9d76a6344256ffce5129016ea5957ece72826e971b505f62", "fetched_at": "2026-08-29T09:33:30.647061+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/acp-zed"}, {"content_hash": "486525a84a169d4955fb2ee502779da904853b87064858bcedf6367cf52b440a", "fetched_at": "2026-08-29T09:33:30.648898+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/watsonx-orchestrate"}, {"content_hash": "378b36ba5454fb64bb28ead6fa515f7ac9714aefebb90862441185e3910dc378", "fetched_at": "2026-08-29T09:33:30.650482+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/openai-api"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:07:58.726109+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T18:39:28.434697+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "24cbaf222466fbc34231f13f83956dc6f38ef3bb5002a7abc877fe446f3dc79a", "fetched_at": "2026-08-28T04:07:58.726109+00:00", "kind": "readme", "missing": false, "url": "https://github.com/i-am-bee/beeai-framework"}, {"content_hash": "1f9a5cfccf032554f2dc0741f444ffe8d50b1f7dfa57157a7474c53c376a1546", "fetched_at": "2026-08-29T09:33:30.629680+00:00", "kind": "homepage", "missing": false, "url": "http://framework.beeai.dev"}, {"content_hash": "277576b8499a2b82607cf318e9c409c612075f025693bdcbc775d8009786f0f6", "fetched_at": "2026-08-29T09:33:30.638919+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/introduction/quickstart"}, {"content_hash": "93b7c7b4d29180af1e099d2791298410df843faf86fc380fb60eef09ca20841a", "fetched_at": "2026-08-29T09:33:30.652062+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/beeai-framework/json"}, {"content_hash": "17e2654eb1b2a1748693aaf7f76d607bacae44261fc36234d2c4ed599ee06cd5", "fetched_at": "2026-08-29T09:33:30.640971+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/agent-stack"}, {"content_hash": "ab45218f2e99bbe8610dd3c7e4989b4119327ba1e9d2b61455f89925a36f98b4", "fetched_at": "2026-08-29T09:33:30.643168+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/mcp"}, {"content_hash": "ab9035a4e9232ced8bec4c5d63cb6885ea0bb54b3d47f912fa75885a6f93cfe0", "fetched_at": "2026-08-29T09:33:30.645054+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/a2a"}, {"content_hash": "dfdfb9104578a2dd9d76a6344256ffce5129016ea5957ece72826e971b505f62", "fetched_at": "2026-08-29T09:33:30.647061+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/acp-zed"}, {"content_hash": "486525a84a169d4955fb2ee502779da904853b87064858bcedf6367cf52b440a", "fetched_at": "2026-08-29T09:33:30.648898+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/watsonx-orchestrate"}, {"content_hash": "378b36ba5454fb64bb28ead6fa515f7ac9714aefebb90862441185e3910dc378", "fetched_at": "2026-08-29T09:33:30.650482+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/openai-api"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T18:39:28.434697+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "24cbaf222466fbc34231f13f83956dc6f38ef3bb5002a7abc877fe446f3dc79a", "fetched_at": "2026-08-28T04:07:58.726109+00:00", "kind": "readme", "missing": false, "url": "https://github.com/i-am-bee/beeai-framework"}, {"content_hash": "1f9a5cfccf032554f2dc0741f444ffe8d50b1f7dfa57157a7474c53c376a1546", "fetched_at": "2026-08-29T09:33:30.629680+00:00", "kind": "homepage", "missing": false, "url": "http://framework.beeai.dev"}, {"content_hash": "277576b8499a2b82607cf318e9c409c612075f025693bdcbc775d8009786f0f6", "fetched_at": "2026-08-29T09:33:30.638919+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/introduction/quickstart"}, {"content_hash": "93b7c7b4d29180af1e099d2791298410df843faf86fc380fb60eef09ca20841a", "fetched_at": "2026-08-29T09:33:30.652062+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/beeai-framework/json"}, {"content_hash": "17e2654eb1b2a1748693aaf7f76d607bacae44261fc36234d2c4ed599ee06cd5", "fetched_at": "2026-08-29T09:33:30.640971+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/agent-stack"}, {"content_hash": "ab45218f2e99bbe8610dd3c7e4989b4119327ba1e9d2b61455f89925a36f98b4", "fetched_at": "2026-08-29T09:33:30.643168+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/mcp"}, {"content_hash": "ab9035a4e9232ced8bec4c5d63cb6885ea0bb54b3d47f912fa75885a6f93cfe0", "fetched_at": "2026-08-29T09:33:30.645054+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/a2a"}, {"content_hash": "dfdfb9104578a2dd9d76a6344256ffce5129016ea5957ece72826e971b505f62", "fetched_at": "2026-08-29T09:33:30.647061+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/acp-zed"}, {"content_hash": "486525a84a169d4955fb2ee502779da904853b87064858bcedf6367cf52b440a", "fetched_at": "2026-08-29T09:33:30.648898+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/watsonx-orchestrate"}, {"content_hash": "378b36ba5454fb64bb28ead6fa515f7ac9714aefebb90862441185e3910dc378", "fetched_at": "2026-08-29T09:33:30.650482+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/openai-api"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:07:58.726109+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:07:58.726109+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:07:58.726109+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T18:39:28.434697+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "24cbaf222466fbc34231f13f83956dc6f38ef3bb5002a7abc877fe446f3dc79a", "fetched_at": "2026-08-28T04:07:58.726109+00:00", "kind": "readme", "missing": false, "url": "https://github.com/i-am-bee/beeai-framework"}, {"content_hash": "1f9a5cfccf032554f2dc0741f444ffe8d50b1f7dfa57157a7474c53c376a1546", "fetched_at": "2026-08-29T09:33:30.629680+00:00", "kind": "homepage", "missing": false, "url": "http://framework.beeai.dev"}, {"content_hash": "277576b8499a2b82607cf318e9c409c612075f025693bdcbc775d8009786f0f6", "fetched_at": "2026-08-29T09:33:30.638919+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/introduction/quickstart"}, {"content_hash": "93b7c7b4d29180af1e099d2791298410df843faf86fc380fb60eef09ca20841a", "fetched_at": "2026-08-29T09:33:30.652062+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/beeai-framework/json"}, {"content_hash": "17e2654eb1b2a1748693aaf7f76d607bacae44261fc36234d2c4ed599ee06cd5", "fetched_at": "2026-08-29T09:33:30.640971+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/agent-stack"}, {"content_hash": "ab45218f2e99bbe8610dd3c7e4989b4119327ba1e9d2b61455f89925a36f98b4", "fetched_at": "2026-08-29T09:33:30.643168+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/mcp"}, {"content_hash": "ab9035a4e9232ced8bec4c5d63cb6885ea0bb54b3d47f912fa75885a6f93cfe0", "fetched_at": "2026-08-29T09:33:30.645054+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/a2a"}, {"content_hash": "dfdfb9104578a2dd9d76a6344256ffce5129016ea5957ece72826e971b505f62", "fetched_at": "2026-08-29T09:33:30.647061+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/acp-zed"}, {"content_hash": "486525a84a169d4955fb2ee502779da904853b87064858bcedf6367cf52b440a", "fetched_at": "2026-08-29T09:33:30.648898+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/watsonx-orchestrate"}, {"content_hash": "378b36ba5454fb64bb28ead6fa515f7ac9714aefebb90862441185e3910dc378", "fetched_at": "2026-08-29T09:33:30.650482+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/openai-api"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:07:58.726109+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:07:58.726109+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T18:39:28.434697+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "24cbaf222466fbc34231f13f83956dc6f38ef3bb5002a7abc877fe446f3dc79a", "fetched_at": "2026-08-28T04:07:58.726109+00:00", "kind": "readme", "missing": false, "url": "https://github.com/i-am-bee/beeai-framework"}, {"content_hash": "1f9a5cfccf032554f2dc0741f444ffe8d50b1f7dfa57157a7474c53c376a1546", "fetched_at": "2026-08-29T09:33:30.629680+00:00", "kind": "homepage", "missing": false, "url": "http://framework.beeai.dev"}, {"content_hash": "277576b8499a2b82607cf318e9c409c612075f025693bdcbc775d8009786f0f6", "fetched_at": "2026-08-29T09:33:30.638919+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/introduction/quickstart"}, {"content_hash": "93b7c7b4d29180af1e099d2791298410df843faf86fc380fb60eef09ca20841a", "fetched_at": "2026-08-29T09:33:30.652062+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/beeai-framework/json"}, {"content_hash": "17e2654eb1b2a1748693aaf7f76d607bacae44261fc36234d2c4ed599ee06cd5", "fetched_at": "2026-08-29T09:33:30.640971+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/agent-stack"}, {"content_hash": "ab45218f2e99bbe8610dd3c7e4989b4119327ba1e9d2b61455f89925a36f98b4", "fetched_at": "2026-08-29T09:33:30.643168+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/mcp"}, {"content_hash": "ab9035a4e9232ced8bec4c5d63cb6885ea0bb54b3d47f912fa75885a6f93cfe0", "fetched_at": "2026-08-29T09:33:30.645054+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/a2a"}, {"content_hash": "dfdfb9104578a2dd9d76a6344256ffce5129016ea5957ece72826e971b505f62", "fetched_at": "2026-08-29T09:33:30.647061+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/acp-zed"}, {"content_hash": "486525a84a169d4955fb2ee502779da904853b87064858bcedf6367cf52b440a", "fetched_at": "2026-08-29T09:33:30.648898+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/watsonx-orchestrate"}, {"content_hash": "378b36ba5454fb64bb28ead6fa515f7ac9714aefebb90862441185e3910dc378", "fetched_at": "2026-08-29T09:33:30.650482+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/openai-api"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:07:58.726109+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:07:58.726109+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:07:58.726109+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T18:39:28.434697+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "24cbaf222466fbc34231f13f83956dc6f38ef3bb5002a7abc877fe446f3dc79a", "fetched_at": "2026-08-28T04:07:58.726109+00:00", "kind": "readme", "missing": false, "url": "https://github.com/i-am-bee/beeai-framework"}, {"content_hash": "1f9a5cfccf032554f2dc0741f444ffe8d50b1f7dfa57157a7474c53c376a1546", "fetched_at": "2026-08-29T09:33:30.629680+00:00", "kind": "homepage", "missing": false, "url": "http://framework.beeai.dev"}, {"content_hash": "277576b8499a2b82607cf318e9c409c612075f025693bdcbc775d8009786f0f6", "fetched_at": "2026-08-29T09:33:30.638919+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/introduction/quickstart"}, {"content_hash": "93b7c7b4d29180af1e099d2791298410df843faf86fc380fb60eef09ca20841a", "fetched_at": "2026-08-29T09:33:30.652062+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/beeai-framework/json"}, {"content_hash": "17e2654eb1b2a1748693aaf7f76d607bacae44261fc36234d2c4ed599ee06cd5", "fetched_at": "2026-08-29T09:33:30.640971+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/agent-stack"}, {"content_hash": "ab45218f2e99bbe8610dd3c7e4989b4119327ba1e9d2b61455f89925a36f98b4", "fetched_at": "2026-08-29T09:33:30.643168+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/mcp"}, {"content_hash": "ab9035a4e9232ced8bec4c5d63cb6885ea0bb54b3d47f912fa75885a6f93cfe0", "fetched_at": "2026-08-29T09:33:30.645054+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/a2a"}, {"content_hash": "dfdfb9104578a2dd9d76a6344256ffce5129016ea5957ece72826e971b505f62", "fetched_at": "2026-08-29T09:33:30.647061+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/acp-zed"}, {"content_hash": "486525a84a169d4955fb2ee502779da904853b87064858bcedf6367cf52b440a", "fetched_at": "2026-08-29T09:33:30.648898+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/watsonx-orchestrate"}, {"content_hash": "378b36ba5454fb64bb28ead6fa515f7ac9714aefebb90862441185e3910dc378", "fetched_at": "2026-08-29T09:33:30.650482+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/openai-api"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:07:58.726109+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:07:58.726109+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T18:39:28.434697+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "24cbaf222466fbc34231f13f83956dc6f38ef3bb5002a7abc877fe446f3dc79a", "fetched_at": "2026-08-28T04:07:58.726109+00:00", "kind": "readme", "missing": false, "url": "https://github.com/i-am-bee/beeai-framework"}, {"content_hash": "1f9a5cfccf032554f2dc0741f444ffe8d50b1f7dfa57157a7474c53c376a1546", "fetched_at": "2026-08-29T09:33:30.629680+00:00", "kind": "homepage", "missing": false, "url": "http://framework.beeai.dev"}, {"content_hash": "277576b8499a2b82607cf318e9c409c612075f025693bdcbc775d8009786f0f6", "fetched_at": "2026-08-29T09:33:30.638919+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/introduction/quickstart"}, {"content_hash": "93b7c7b4d29180af1e099d2791298410df843faf86fc380fb60eef09ca20841a", "fetched_at": "2026-08-29T09:33:30.652062+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/beeai-framework/json"}, {"content_hash": "17e2654eb1b2a1748693aaf7f76d607bacae44261fc36234d2c4ed599ee06cd5", "fetched_at": "2026-08-29T09:33:30.640971+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/agent-stack"}, {"content_hash": "ab45218f2e99bbe8610dd3c7e4989b4119327ba1e9d2b61455f89925a36f98b4", "fetched_at": "2026-08-29T09:33:30.643168+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/mcp"}, {"content_hash": "ab9035a4e9232ced8bec4c5d63cb6885ea0bb54b3d47f912fa75885a6f93cfe0", "fetched_at": "2026-08-29T09:33:30.645054+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/a2a"}, {"content_hash": "dfdfb9104578a2dd9d76a6344256ffce5129016ea5957ece72826e971b505f62", "fetched_at": "2026-08-29T09:33:30.647061+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/acp-zed"}, {"content_hash": "486525a84a169d4955fb2ee502779da904853b87064858bcedf6367cf52b440a", "fetched_at": "2026-08-29T09:33:30.648898+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/watsonx-orchestrate"}, {"content_hash": "378b36ba5454fb64bb28ead6fa515f7ac9714aefebb90862441185e3910dc378", "fetched_at": "2026-08-29T09:33:30.650482+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/openai-api"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T18:39:28.434697+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "24cbaf222466fbc34231f13f83956dc6f38ef3bb5002a7abc877fe446f3dc79a", "fetched_at": "2026-08-28T04:07:58.726109+00:00", "kind": "readme", "missing": false, "url": "https://github.com/i-am-bee/beeai-framework"}, {"content_hash": "1f9a5cfccf032554f2dc0741f444ffe8d50b1f7dfa57157a7474c53c376a1546", "fetched_at": "2026-08-29T09:33:30.629680+00:00", "kind": "homepage", "missing": false, "url": "http://framework.beeai.dev"}, {"content_hash": "277576b8499a2b82607cf318e9c409c612075f025693bdcbc775d8009786f0f6", "fetched_at": "2026-08-29T09:33:30.638919+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/introduction/quickstart"}, {"content_hash": "93b7c7b4d29180af1e099d2791298410df843faf86fc380fb60eef09ca20841a", "fetched_at": "2026-08-29T09:33:30.652062+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/beeai-framework/json"}, {"content_hash": "17e2654eb1b2a1748693aaf7f76d607bacae44261fc36234d2c4ed599ee06cd5", "fetched_at": "2026-08-29T09:33:30.640971+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/agent-stack"}, {"content_hash": "ab45218f2e99bbe8610dd3c7e4989b4119327ba1e9d2b61455f89925a36f98b4", "fetched_at": "2026-08-29T09:33:30.643168+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/mcp"}, {"content_hash": "ab9035a4e9232ced8bec4c5d63cb6885ea0bb54b3d47f912fa75885a6f93cfe0", "fetched_at": "2026-08-29T09:33:30.645054+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/a2a"}, {"content_hash": "dfdfb9104578a2dd9d76a6344256ffce5129016ea5957ece72826e971b505f62", "fetched_at": "2026-08-29T09:33:30.647061+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/acp-zed"}, {"content_hash": "486525a84a169d4955fb2ee502779da904853b87064858bcedf6367cf52b440a", "fetched_at": "2026-08-29T09:33:30.648898+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/watsonx-orchestrate"}, {"content_hash": "378b36ba5454fb64bb28ead6fa515f7ac9714aefebb90862441185e3910dc378", "fetched_at": "2026-08-29T09:33:30.650482+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/openai-api"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T18:39:28.434697+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "24cbaf222466fbc34231f13f83956dc6f38ef3bb5002a7abc877fe446f3dc79a", "fetched_at": "2026-08-28T04:07:58.726109+00:00", "kind": "readme", "missing": false, "url": "https://github.com/i-am-bee/beeai-framework"}, {"content_hash": "1f9a5cfccf032554f2dc0741f444ffe8d50b1f7dfa57157a7474c53c376a1546", "fetched_at": "2026-08-29T09:33:30.629680+00:00", "kind": "homepage", "missing": false, "url": "http://framework.beeai.dev"}, {"content_hash": "277576b8499a2b82607cf318e9c409c612075f025693bdcbc775d8009786f0f6", "fetched_at": "2026-08-29T09:33:30.638919+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/introduction/quickstart"}, {"content_hash": "93b7c7b4d29180af1e099d2791298410df843faf86fc380fb60eef09ca20841a", "fetched_at": "2026-08-29T09:33:30.652062+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/beeai-framework/json"}, {"content_hash": "17e2654eb1b2a1748693aaf7f76d607bacae44261fc36234d2c4ed599ee06cd5", "fetched_at": "2026-08-29T09:33:30.640971+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/agent-stack"}, {"content_hash": "ab45218f2e99bbe8610dd3c7e4989b4119327ba1e9d2b61455f89925a36f98b4", "fetched_at": "2026-08-29T09:33:30.643168+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/mcp"}, {"content_hash": "ab9035a4e9232ced8bec4c5d63cb6885ea0bb54b3d47f912fa75885a6f93cfe0", "fetched_at": "2026-08-29T09:33:30.645054+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/a2a"}, {"content_hash": "dfdfb9104578a2dd9d76a6344256ffce5129016ea5957ece72826e971b505f62", "fetched_at": "2026-08-29T09:33:30.647061+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/acp-zed"}, {"content_hash": "486525a84a169d4955fb2ee502779da904853b87064858bcedf6367cf52b440a", "fetched_at": "2026-08-29T09:33:30.648898+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/watsonx-orchestrate"}, {"content_hash": "378b36ba5454fb64bb28ead6fa515f7ac9714aefebb90862441185e3910dc378", "fetched_at": "2026-08-29T09:33:30.650482+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/openai-api"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T18:39:28.434697+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "24cbaf222466fbc34231f13f83956dc6f38ef3bb5002a7abc877fe446f3dc79a", "fetched_at": "2026-08-28T04:07:58.726109+00:00", "kind": "readme", "missing": false, "url": "https://github.com/i-am-bee/beeai-framework"}, {"content_hash": "1f9a5cfccf032554f2dc0741f444ffe8d50b1f7dfa57157a7474c53c376a1546", "fetched_at": "2026-08-29T09:33:30.629680+00:00", "kind": "homepage", "missing": false, "url": "http://framework.beeai.dev"}, {"content_hash": "277576b8499a2b82607cf318e9c409c612075f025693bdcbc775d8009786f0f6", "fetched_at": "2026-08-29T09:33:30.638919+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/introduction/quickstart"}, {"content_hash": "93b7c7b4d29180af1e099d2791298410df843faf86fc380fb60eef09ca20841a", "fetched_at": "2026-08-29T09:33:30.652062+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/beeai-framework/json"}, {"content_hash": "17e2654eb1b2a1748693aaf7f76d607bacae44261fc36234d2c4ed599ee06cd5", "fetched_at": "2026-08-29T09:33:30.640971+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/agent-stack"}, {"content_hash": "ab45218f2e99bbe8610dd3c7e4989b4119327ba1e9d2b61455f89925a36f98b4", "fetched_at": "2026-08-29T09:33:30.643168+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/mcp"}, {"content_hash": "ab9035a4e9232ced8bec4c5d63cb6885ea0bb54b3d47f912fa75885a6f93cfe0", "fetched_at": "2026-08-29T09:33:30.645054+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/a2a"}, {"content_hash": "dfdfb9104578a2dd9d76a6344256ffce5129016ea5957ece72826e971b505f62", "fetched_at": "2026-08-29T09:33:30.647061+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/acp-zed"}, {"content_hash": "486525a84a169d4955fb2ee502779da904853b87064858bcedf6367cf52b440a", "fetched_at": "2026-08-29T09:33:30.648898+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/watsonx-orchestrate"}, {"content_hash": "378b36ba5454fb64bb28ead6fa515f7ac9714aefebb90862441185e3910dc378", "fetched_at": "2026-08-29T09:33:30.650482+00:00", "kind": "site_page", "missing": false, "url": "https://framework.beeai.dev/integrations/openai-api"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 98, "longevity": 52, "rhythm": 86}, "computed_at": "2026-09-03T02:39:23.370411+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 740, "days_push": 13, "days_rel": 14, "gap_med": 2.0, "n_releases_24m": 161}, "score": 85, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}