{
"canonical_url": "github.com/i-am-bee/beeai-framework",
"category": "Agent framework",
"commercial": false,
"compliance": [
{
"certificate_id": "F1211011660",
"covers_resource": "inherited",
"credited": false,
"detail": {
"cso": "IBM Cloud for Government",
"csp": "IBM",
"deployment_model": "Hybrid Cloud",
"fedramp_status": "FedRAMP Authorized",
"impact_level": "High"
},
"display": "FedRAMP High: FedRAMP Authorized (FedRAMP Marketplace, 2026-10-26)",
"evidence_url": "https://marketplace.fedramp.gov/products/F1211011660",
"framework": "fedramp",
"issued": "2019-11-14",
"issuer": "JAB / 3PAO Fortreum, LLC",
"match_confidence": 1.0,
"next_check": "2026-11-02",
"payload_hash": "64bc98d4cebbc137a6e7b94442b8678790eefa29e4347928a0de8620b56a168a",
"period_end": null,
"retrieved_at": "2026-10-26T12:24:43Z",
"review_reason": "vendor authorization for IBM Cloud for Government; entity 1.00",
"reviewer": null,
"scope": "entity",
"source": "fedramp",
"status": "active",
"tier": 1,
"valid_until": null,
"variant": "FEDRAMP_HIGH"
}
],
"deployment": "GitHub",
"description": "Open framework with enterprise/research provenance and multi-agent support.",
"disclaimer": "Reference implementation by Hemant Naik. Compliance information is compiled from the sources shown as of the date shown. It is not an assessment, certification, legal opinion or recommendation. Confirm current status with the vendor and the issuing body.",
"domains": {
"data": {
"components": {
"adoption": 19.0,
"docs": 9.0,
"domain_fit": 99.0,
"ecosystem": 12.0,
"governance": 0.0,
"health": 19.0,
"trust": 16.0
},
"components_version": "components-from-signals-1.0",
"confidence": 1.0,
"evidence_coverage": 1.0,
"governance_credited": {},
"profile": "data",
"rank": 71,
"recomputed": 84.6,
"score": 79.0,
"score_version": "sar-score-2.0",
"seed_rank": 71,
"seed_score": 84.6,
"source": "seed_xlsx",
"unknown": []
},
"government": {
"components": {
"adoption": 19.0,
"docs": 9.0,
"domain_fit": 99.0,
"ecosystem": 12.0,
"governance": 0.0,
"health": 19.0,
"trust": 16.0
},
"components_version": "components-from-signals-1.0",
"confidence": 1.0,
"evidence_coverage": 1.0,
"governance_credited": {},
"profile": "regulated",
"rank": 32,
"recomputed": 86.6,
"score": 67.3,
"score_version": "sar-score-2.0",
"seed_rank": 32,
"seed_score": 86.6,
"source": "seed_xlsx",
"unknown": []
}
},
"external_ids": {
"github": "i-am-bee/beeai-framework"
},
"first_seen": "2026-10-26T12:11:40Z",
"governance": {
"certification_disclaimer": true,
"claims": [],
"evidence_urls": []
},
"id": "res_0dc6c6cac3c377b0",
"identity": {
"evidence": [
"repository_ownership"
],
"rules_version": "identity-1.1",
"tier": 3
},
"issues": {
"advisories": 0,
"cves": 0,
"incidents": 0,
"links": [],
"regulator_actions": 0,
"withdrawn_certificates": 0
},
"last_seen": "2026-10-26T12:11:40Z",
"license": "Apache-2.0",
"name": "BeeAI Framework",
"news": [
{
"cluster_size": 1,
"date": "2026-09-28T18:43:24Z",
"headline": "beeai-framework release python_v0.1.85",
"kind": "vendor",
"link_confidence": 1.0,
"outlet": "GitHub releases",
"summary": "### Bug Fixes\r\n\r\n- **tools**: generate typed schemas for keyword-only parameters (#1721)\r\n- propagate Python stream errors and cancellation (#1711)\r\n- **adapters**: preserve LangChain image content (#1715)\r\n- **adapters**: apply LiteLLM pro",
"tag": "product_update",
"url": "https://github.com/i-am-bee/beeai-framework/releases/tag/python_v0.1.85"
},
{
"cluster_size": 1,
"date": "2026-09-28T18:40:38Z",
"headline": "beeai-framework release typescript_v0.1.31",
"kind": "vendor",
"link_confidence": 1.0,
"outlet": "GitHub releases",
"summary": "### Features\r\n\r\n* **infra:** port Runnable interface to TypeScript ([#1502](https://github.com/i-am-bee/beeai-framework/issues/1502)) ([947cf31](https://github.com/i-am-bee/beeai-framework/commit/947cf31e83fd444468eacb1d75035391a735ede1))",
"tag": "product_update",
"url": "https://github.com/i-am-bee/beeai-framework/releases/tag/typescript_v0.1.31"
}
],
"news_checked": true,
"protocols": {
"a2a": {
"card_url": "https://framework.beeai.dev/.well-known/agent-card.json",
"checked_at": "2026-10-26T12:22:45Z",
"errors": [
"missing 'description'"
],
"parser_version": "a2a-0.3+1.0",
"protocol_version": "0.3",
"signed": false,
"skills": [
"beeai"
],
"status": "invalid",
"version": "1.0.0"
},
"ard": {
"checked_at": "2026-10-26T12:22:43Z",
"parser_version": "ard-0.91",
"status": "not_found"
},
"mcp": {
"card_url": "https://framework.beeai.dev/.well-known/mcp.json",
"checked_at": "2026-10-26T12:22:46Z",
"parser_version": "mcp-2025-06-18",
"remotes": [
{
"type": "http",
"url": "https://framework.beeai.dev/mcp"
}
],
"status": "invalid"
}
},
"publisher_domain": "framework.beeai.dev",
"resource_type": "framework",
"scope": "public",
"security": {
"advisories": 0,
"checked_at": "2026-10-26T12:34:26Z",
"cves": 0,
"source": "nvd",
"tier": 1
},
"seed": {
"last_verified": "2026-09-25",
"snapshot_date": "2026-09-25"
},
"seed_components": {
"adoption": 19.0,
"docs": 9.0,
"domain_fit": 99.0,
"ecosystem": 12.0,
"governance": 45.0,
"health": 19.0,
"trust": 23.0
},
"signals": {
"github_archived": false,
"github_created_at": "2024-08-23T14:03:06Z",
"github_forks": 539,
"github_language": "Python",
"github_open_issues": 12,
"github_pushed_at": "2026-10-26T10:14:51Z",
"github_stars": 3443,
"homepage": "http://framework.beeai.dev",
"observed_popularity": "Not captured",
"seed_enrich": {
"changed": [
"external_ids.github",
"publisher_domain",
"tags"
],
"repo": "i-am-bee/beeai-framework"
}
},
"slug": "ibm-research-linux-foundation-ecosystem-beeai-framework",
"sources": [
{
"payload_hash": "fb31e3b311a8d69e6c1ebc6eab527eeb3a7666605a1dba32e956bb5a5a3e3524",
"retrieved_at": "2026-10-26T12:11:40Z",
"system": "seed_xlsx",
"url": "https://github.com/i-am-bee/beeai-framework"
}
],
"tags": [
"agents",
"ai",
"ai-agent",
"beeai",
"framework",
"llm",
"multiagent",
"python",
"typescript"
],
"tenant": null,
"traces": [
{
"agent_version": null,
"bundle": "bundles/tr_st_0dc6c6cac3c377b0_8e1c601e",
"checked_on": null,
"date": "2026-10-11",
"format": "bundle",
"harness_version": "probe-1.0",
"id": "tr_st_0dc6c6cac3c377b0_8e1c601e",
"kind": "self_test",
"notes": "Produced automatically on every refresh; a new bundle is written only when the observation changes",
"observed": {
"actions": [
"served Agent2Agent (A2A) document",
"served Model Context Protocol (MCP) document"
],
"approval": null,
"egress": false,
"entry": "GET on the publisher's well-known discovery paths",
"outcome": "A2A invalid (unsigned; 1 validation error); MCP invalid",
"refused": null,
"secrets_touched": false
},
"reviewer": null,
"scenario": "Fetch and validate the ARD manifest, A2A agent card and MCP server card at the publisher's well-known paths",
"scope": "product",
"sha256": "sha256:a3c763751729f99a46455f830355cf3341d83ced1a5397ef93364a319f8bb4bd",
"source": "AgentDossier refresh",
"tier": 1,
"title": "Registry probe of BeeAI Framework's discovery endpoints",
"url": "https://sushegaad.github.io/AgentDossier/traces/tr_st_0dc6c6cac3c377b0_8e1c601e/",
"vendor_response": null
}
],
"trust": {
"compliance": 5,
"identity": 3,
"issues": 1,
"protocols": 5,
"security": 1,
"traces": 1,
"vendor_compliance": 1
},
"url": "https://github.com/i-am-bee/beeai-framework",
"vendor": "IBM Research / Linux Foundation ecosystem"
}