{"adoption": {"forks": 1303, "observed_at": "2026-08-28T04:07:56.127909+00:00", "stars": 3316}, "canonical_url": "https://ross.abutalabs.com/products/agentcore-samples", "card": {"archived": false, "artifact_type": "learning-resource", "description": "Amazon Bedrock Agentcore accelerates AI agents into production with the scale, reliability, and security, critical to real-world deployment.", "domain": ["large-language-models", "cloud-computing", "developer-tools", "tutorials"], "enriched": true, "function": ["agent-framework", "auth", "sdk", "developer-tools", "mcp"], "health_score": 80, "homepage": "https://aws.amazon.com/bedrock/agentcore/", "language": "Python", "license": "Apache-2.0", "license_family": "permissive", "maturity": "active", "member_repos": ["awslabs/agentcore-samples"], "name": "awslabs/agentcore-samples", "platform": ["python", "cloud"], "pushed_at": "2026-08-26T14:40:31+00:00", "repo": "awslabs/agentcore-samples", "stars": 3316, "tags": ["aws-bedrock", "agentcore", "samples", "tutorials", "production-ai-agents", "framework-agnostic", "model-agnostic", "ai-agents", "docker"], "topics": ["agent", "agentic-ai", "agents", "authentication", "bedrock", "core", "gateway", "identity-management", "memory-management", "production-code", "runtime"], "urls": [], "use_cases": ["deploy ai agents to production on aws", "learn amazon bedrock agentcore with examples", "run langgraph or crewai agents on managed infrastructure", "add authentication and access control to agent tool calls", "scale ai agents without managing infrastructure", "migrate from agentcore starter toolkit to agentcore cli"], "what_it_is": "A collection of examples and tutorials for Amazon Bedrock AgentCore, AWS's platform for deploying and operating AI agents securely at scale. It demonstrates framework-agnostic, model-agnostic agent deployment covering runtime, gateway, identity, and memory capabilities.", "when_to_avoid": ["You want a runnable library or SDK itself rather than example code (use the AgentCore Python SDK or CLI instead)", "You are not deploying to AWS or do not want cloud-managed agent infrastructure", "You need fully self-hosted or vendor-neutral agent deployment"], "when_to_choose": ["You are building production AI agents on AWS with any framework (Strands, CrewAI, LangGraph, LlamaIndex) and want working sample code", "You need examples of AgentCore runtime, gateway, identity, and memory integrations", "You want to learn how to deploy agents without managing specialized infrastructure"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/agentcore-samples", "repo": "awslabs/agentcore-samples", "role": "main", "score": 63}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:07:56.127909+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T18:42:04.218368+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "36563df69f430d9832bfa32a69d25229836a44db7c95703a8b1165c3459b3ab2", "fetched_at": "2026-08-28T04:07:56.127909+00:00", "kind": "readme", "missing": false, "url": "https://github.com/awslabs/agentcore-samples"}, {"content_hash": "be40da63440779a54e03e0add49060679689da54a499604bdf6f90bc2fadf133", "fetched_at": "2026-08-29T09:35:16.685912+00:00", "kind": "homepage", "missing": false, "url": "https://aws.amazon.com/bedrock/agentcore/"}, {"content_hash": "f35fd0664950ce04ba0a4c3eaf9e6f4e60d241b3f36064930bc0b8c92d669c8c", "fetched_at": "2026-08-29T09:35:16.697254+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/getting-started?nc2=h_dsc_aa_gs"}, {"content_hash": "79a446e5fbd151ae051dae0a2ca1682c02578aa78a969a5c6546f8dbf8ed17d8", "fetched_at": "2026-08-29T09:35:16.698997+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/about-aws/global-infrastructure?nc2=h_dsc_aa_gi"}, {"content_hash": "3cc21b596f92ab917c5bc3ce77cbae609bbbd6d652b0fff70ae6210c49a5d9e9", "fetched_at": "2026-08-29T09:35:16.695075+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/products/developer-tools/agent-toolkit-for-aws?nc2=h_dsc_ex_s5"}, {"content_hash": "e2abd01d7981203bc5d7a4e8e6724c5bb22efc81ab360a0728e7242a95f23f89", "fetched_at": "2026-08-29T09:35:16.701477+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/pricing?nc2=h_pr_hub"}, {"content_hash": "9ff3c7ad93e062f13195db48c7ce6b773f0c702e0a6c7c98cfb327217e3c6395", "fetched_at": "2026-08-29T09:35:16.703358+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/savingsplans?nc2=h_pr_sp"}, {"content_hash": "97bbf99c3793caa356f15df15470e4c4cd8d32da777fd9ada2a43212751400a0", "fetched_at": "2026-08-29T09:35:16.705029+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/s3/pricing?nc2=h_pr_s3"}, {"content_hash": "4ccc538a369617479fc9f96f632cd153433dd74f84fe146b3e702056c9d0884c", "fetched_at": "2026-08-29T09:35:16.708220+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/bedrock/pricing?nc2=h_pr_br"}, {"content_hash": "538280f30c8a4d7eebbcbbbe44a0f763215980cdb20720e7c0efb451ab160128", "fetched_at": "2026-08-29T09:35:16.710185+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/rds/pricing?nc2=h_pr_rds"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:07:56.127909+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T18:42:04.218368+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "36563df69f430d9832bfa32a69d25229836a44db7c95703a8b1165c3459b3ab2", "fetched_at": "2026-08-28T04:07:56.127909+00:00", "kind": "readme", "missing": false, "url": "https://github.com/awslabs/agentcore-samples"}, {"content_hash": "be40da63440779a54e03e0add49060679689da54a499604bdf6f90bc2fadf133", "fetched_at": "2026-08-29T09:35:16.685912+00:00", "kind": "homepage", "missing": false, "url": "https://aws.amazon.com/bedrock/agentcore/"}, {"content_hash": "f35fd0664950ce04ba0a4c3eaf9e6f4e60d241b3f36064930bc0b8c92d669c8c", "fetched_at": "2026-08-29T09:35:16.697254+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/getting-started?nc2=h_dsc_aa_gs"}, {"content_hash": "79a446e5fbd151ae051dae0a2ca1682c02578aa78a969a5c6546f8dbf8ed17d8", "fetched_at": "2026-08-29T09:35:16.698997+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/about-aws/global-infrastructure?nc2=h_dsc_aa_gi"}, {"content_hash": "3cc21b596f92ab917c5bc3ce77cbae609bbbd6d652b0fff70ae6210c49a5d9e9", "fetched_at": "2026-08-29T09:35:16.695075+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/products/developer-tools/agent-toolkit-for-aws?nc2=h_dsc_ex_s5"}, {"content_hash": "e2abd01d7981203bc5d7a4e8e6724c5bb22efc81ab360a0728e7242a95f23f89", "fetched_at": "2026-08-29T09:35:16.701477+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/pricing?nc2=h_pr_hub"}, {"content_hash": "9ff3c7ad93e062f13195db48c7ce6b773f0c702e0a6c7c98cfb327217e3c6395", "fetched_at": "2026-08-29T09:35:16.703358+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/savingsplans?nc2=h_pr_sp"}, {"content_hash": "97bbf99c3793caa356f15df15470e4c4cd8d32da777fd9ada2a43212751400a0", "fetched_at": "2026-08-29T09:35:16.705029+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/s3/pricing?nc2=h_pr_s3"}, {"content_hash": "4ccc538a369617479fc9f96f632cd153433dd74f84fe146b3e702056c9d0884c", "fetched_at": "2026-08-29T09:35:16.708220+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/bedrock/pricing?nc2=h_pr_br"}, {"content_hash": "538280f30c8a4d7eebbcbbbe44a0f763215980cdb20720e7c0efb451ab160128", "fetched_at": "2026-08-29T09:35:16.710185+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/rds/pricing?nc2=h_pr_rds"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T18:42:04.218368+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "36563df69f430d9832bfa32a69d25229836a44db7c95703a8b1165c3459b3ab2", "fetched_at": "2026-08-28T04:07:56.127909+00:00", "kind": "readme", "missing": false, "url": "https://github.com/awslabs/agentcore-samples"}, {"content_hash": "be40da63440779a54e03e0add49060679689da54a499604bdf6f90bc2fadf133", "fetched_at": "2026-08-29T09:35:16.685912+00:00", "kind": "homepage", "missing": false, "url": "https://aws.amazon.com/bedrock/agentcore/"}, {"content_hash": "f35fd0664950ce04ba0a4c3eaf9e6f4e60d241b3f36064930bc0b8c92d669c8c", "fetched_at": "2026-08-29T09:35:16.697254+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/getting-started?nc2=h_dsc_aa_gs"}, {"content_hash": "79a446e5fbd151ae051dae0a2ca1682c02578aa78a969a5c6546f8dbf8ed17d8", "fetched_at": "2026-08-29T09:35:16.698997+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/about-aws/global-infrastructure?nc2=h_dsc_aa_gi"}, {"content_hash": "3cc21b596f92ab917c5bc3ce77cbae609bbbd6d652b0fff70ae6210c49a5d9e9", "fetched_at": "2026-08-29T09:35:16.695075+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/products/developer-tools/agent-toolkit-for-aws?nc2=h_dsc_ex_s5"}, {"content_hash": "e2abd01d7981203bc5d7a4e8e6724c5bb22efc81ab360a0728e7242a95f23f89", "fetched_at": "2026-08-29T09:35:16.701477+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/pricing?nc2=h_pr_hub"}, {"content_hash": "9ff3c7ad93e062f13195db48c7ce6b773f0c702e0a6c7c98cfb327217e3c6395", "fetched_at": "2026-08-29T09:35:16.703358+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/savingsplans?nc2=h_pr_sp"}, {"content_hash": "97bbf99c3793caa356f15df15470e4c4cd8d32da777fd9ada2a43212751400a0", "fetched_at": "2026-08-29T09:35:16.705029+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/s3/pricing?nc2=h_pr_s3"}, {"content_hash": "4ccc538a369617479fc9f96f632cd153433dd74f84fe146b3e702056c9d0884c", "fetched_at": "2026-08-29T09:35:16.708220+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/bedrock/pricing?nc2=h_pr_br"}, {"content_hash": "538280f30c8a4d7eebbcbbbe44a0f763215980cdb20720e7c0efb451ab160128", "fetched_at": "2026-08-29T09:35:16.710185+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/rds/pricing?nc2=h_pr_rds"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:07:56.127909+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:07:56.127909+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:07:56.127909+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T18:42:04.218368+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "36563df69f430d9832bfa32a69d25229836a44db7c95703a8b1165c3459b3ab2", "fetched_at": "2026-08-28T04:07:56.127909+00:00", "kind": "readme", "missing": false, "url": "https://github.com/awslabs/agentcore-samples"}, {"content_hash": "be40da63440779a54e03e0add49060679689da54a499604bdf6f90bc2fadf133", "fetched_at": "2026-08-29T09:35:16.685912+00:00", "kind": "homepage", "missing": false, "url": "https://aws.amazon.com/bedrock/agentcore/"}, {"content_hash": "f35fd0664950ce04ba0a4c3eaf9e6f4e60d241b3f36064930bc0b8c92d669c8c", "fetched_at": "2026-08-29T09:35:16.697254+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/getting-started?nc2=h_dsc_aa_gs"}, {"content_hash": "79a446e5fbd151ae051dae0a2ca1682c02578aa78a969a5c6546f8dbf8ed17d8", "fetched_at": "2026-08-29T09:35:16.698997+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/about-aws/global-infrastructure?nc2=h_dsc_aa_gi"}, {"content_hash": "3cc21b596f92ab917c5bc3ce77cbae609bbbd6d652b0fff70ae6210c49a5d9e9", "fetched_at": "2026-08-29T09:35:16.695075+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/products/developer-tools/agent-toolkit-for-aws?nc2=h_dsc_ex_s5"}, {"content_hash": "e2abd01d7981203bc5d7a4e8e6724c5bb22efc81ab360a0728e7242a95f23f89", "fetched_at": "2026-08-29T09:35:16.701477+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/pricing?nc2=h_pr_hub"}, {"content_hash": "9ff3c7ad93e062f13195db48c7ce6b773f0c702e0a6c7c98cfb327217e3c6395", "fetched_at": "2026-08-29T09:35:16.703358+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/savingsplans?nc2=h_pr_sp"}, {"content_hash": "97bbf99c3793caa356f15df15470e4c4cd8d32da777fd9ada2a43212751400a0", "fetched_at": "2026-08-29T09:35:16.705029+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/s3/pricing?nc2=h_pr_s3"}, {"content_hash": "4ccc538a369617479fc9f96f632cd153433dd74f84fe146b3e702056c9d0884c", "fetched_at": "2026-08-29T09:35:16.708220+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/bedrock/pricing?nc2=h_pr_br"}, {"content_hash": "538280f30c8a4d7eebbcbbbe44a0f763215980cdb20720e7c0efb451ab160128", "fetched_at": "2026-08-29T09:35:16.710185+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/rds/pricing?nc2=h_pr_rds"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:07:56.127909+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:07:56.127909+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T18:42:04.218368+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "36563df69f430d9832bfa32a69d25229836a44db7c95703a8b1165c3459b3ab2", "fetched_at": "2026-08-28T04:07:56.127909+00:00", "kind": "readme", "missing": false, "url": "https://github.com/awslabs/agentcore-samples"}, {"content_hash": "be40da63440779a54e03e0add49060679689da54a499604bdf6f90bc2fadf133", "fetched_at": "2026-08-29T09:35:16.685912+00:00", "kind": "homepage", "missing": false, "url": "https://aws.amazon.com/bedrock/agentcore/"}, {"content_hash": "f35fd0664950ce04ba0a4c3eaf9e6f4e60d241b3f36064930bc0b8c92d669c8c", "fetched_at": "2026-08-29T09:35:16.697254+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/getting-started?nc2=h_dsc_aa_gs"}, {"content_hash": "79a446e5fbd151ae051dae0a2ca1682c02578aa78a969a5c6546f8dbf8ed17d8", "fetched_at": "2026-08-29T09:35:16.698997+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/about-aws/global-infrastructure?nc2=h_dsc_aa_gi"}, {"content_hash": "3cc21b596f92ab917c5bc3ce77cbae609bbbd6d652b0fff70ae6210c49a5d9e9", "fetched_at": "2026-08-29T09:35:16.695075+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/products/developer-tools/agent-toolkit-for-aws?nc2=h_dsc_ex_s5"}, {"content_hash": "e2abd01d7981203bc5d7a4e8e6724c5bb22efc81ab360a0728e7242a95f23f89", "fetched_at": "2026-08-29T09:35:16.701477+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/pricing?nc2=h_pr_hub"}, {"content_hash": "9ff3c7ad93e062f13195db48c7ce6b773f0c702e0a6c7c98cfb327217e3c6395", "fetched_at": "2026-08-29T09:35:16.703358+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/savingsplans?nc2=h_pr_sp"}, {"content_hash": "97bbf99c3793caa356f15df15470e4c4cd8d32da777fd9ada2a43212751400a0", "fetched_at": "2026-08-29T09:35:16.705029+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/s3/pricing?nc2=h_pr_s3"}, {"content_hash": "4ccc538a369617479fc9f96f632cd153433dd74f84fe146b3e702056c9d0884c", "fetched_at": "2026-08-29T09:35:16.708220+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/bedrock/pricing?nc2=h_pr_br"}, {"content_hash": "538280f30c8a4d7eebbcbbbe44a0f763215980cdb20720e7c0efb451ab160128", "fetched_at": "2026-08-29T09:35:16.710185+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/rds/pricing?nc2=h_pr_rds"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:07:56.127909+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:07:56.127909+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:07:56.127909+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T18:42:04.218368+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "36563df69f430d9832bfa32a69d25229836a44db7c95703a8b1165c3459b3ab2", "fetched_at": "2026-08-28T04:07:56.127909+00:00", "kind": "readme", "missing": false, "url": "https://github.com/awslabs/agentcore-samples"}, {"content_hash": "be40da63440779a54e03e0add49060679689da54a499604bdf6f90bc2fadf133", "fetched_at": "2026-08-29T09:35:16.685912+00:00", "kind": "homepage", "missing": false, "url": "https://aws.amazon.com/bedrock/agentcore/"}, {"content_hash": "f35fd0664950ce04ba0a4c3eaf9e6f4e60d241b3f36064930bc0b8c92d669c8c", "fetched_at": "2026-08-29T09:35:16.697254+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/getting-started?nc2=h_dsc_aa_gs"}, {"content_hash": "79a446e5fbd151ae051dae0a2ca1682c02578aa78a969a5c6546f8dbf8ed17d8", "fetched_at": "2026-08-29T09:35:16.698997+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/about-aws/global-infrastructure?nc2=h_dsc_aa_gi"}, {"content_hash": "3cc21b596f92ab917c5bc3ce77cbae609bbbd6d652b0fff70ae6210c49a5d9e9", "fetched_at": "2026-08-29T09:35:16.695075+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/products/developer-tools/agent-toolkit-for-aws?nc2=h_dsc_ex_s5"}, {"content_hash": "e2abd01d7981203bc5d7a4e8e6724c5bb22efc81ab360a0728e7242a95f23f89", "fetched_at": "2026-08-29T09:35:16.701477+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/pricing?nc2=h_pr_hub"}, {"content_hash": "9ff3c7ad93e062f13195db48c7ce6b773f0c702e0a6c7c98cfb327217e3c6395", "fetched_at": "2026-08-29T09:35:16.703358+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/savingsplans?nc2=h_pr_sp"}, {"content_hash": "97bbf99c3793caa356f15df15470e4c4cd8d32da777fd9ada2a43212751400a0", "fetched_at": "2026-08-29T09:35:16.705029+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/s3/pricing?nc2=h_pr_s3"}, {"content_hash": "4ccc538a369617479fc9f96f632cd153433dd74f84fe146b3e702056c9d0884c", "fetched_at": "2026-08-29T09:35:16.708220+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/bedrock/pricing?nc2=h_pr_br"}, {"content_hash": "538280f30c8a4d7eebbcbbbe44a0f763215980cdb20720e7c0efb451ab160128", "fetched_at": "2026-08-29T09:35:16.710185+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/rds/pricing?nc2=h_pr_rds"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:07:56.127909+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:07:56.127909+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T18:42:04.218368+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "36563df69f430d9832bfa32a69d25229836a44db7c95703a8b1165c3459b3ab2", "fetched_at": "2026-08-28T04:07:56.127909+00:00", "kind": "readme", "missing": false, "url": "https://github.com/awslabs/agentcore-samples"}, {"content_hash": "be40da63440779a54e03e0add49060679689da54a499604bdf6f90bc2fadf133", "fetched_at": "2026-08-29T09:35:16.685912+00:00", "kind": "homepage", "missing": false, "url": "https://aws.amazon.com/bedrock/agentcore/"}, {"content_hash": "f35fd0664950ce04ba0a4c3eaf9e6f4e60d241b3f36064930bc0b8c92d669c8c", "fetched_at": "2026-08-29T09:35:16.697254+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/getting-started?nc2=h_dsc_aa_gs"}, {"content_hash": "79a446e5fbd151ae051dae0a2ca1682c02578aa78a969a5c6546f8dbf8ed17d8", "fetched_at": "2026-08-29T09:35:16.698997+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/about-aws/global-infrastructure?nc2=h_dsc_aa_gi"}, {"content_hash": "3cc21b596f92ab917c5bc3ce77cbae609bbbd6d652b0fff70ae6210c49a5d9e9", "fetched_at": "2026-08-29T09:35:16.695075+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/products/developer-tools/agent-toolkit-for-aws?nc2=h_dsc_ex_s5"}, {"content_hash": "e2abd01d7981203bc5d7a4e8e6724c5bb22efc81ab360a0728e7242a95f23f89", "fetched_at": "2026-08-29T09:35:16.701477+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/pricing?nc2=h_pr_hub"}, {"content_hash": "9ff3c7ad93e062f13195db48c7ce6b773f0c702e0a6c7c98cfb327217e3c6395", "fetched_at": "2026-08-29T09:35:16.703358+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/savingsplans?nc2=h_pr_sp"}, {"content_hash": "97bbf99c3793caa356f15df15470e4c4cd8d32da777fd9ada2a43212751400a0", "fetched_at": "2026-08-29T09:35:16.705029+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/s3/pricing?nc2=h_pr_s3"}, {"content_hash": "4ccc538a369617479fc9f96f632cd153433dd74f84fe146b3e702056c9d0884c", "fetched_at": "2026-08-29T09:35:16.708220+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/bedrock/pricing?nc2=h_pr_br"}, {"content_hash": "538280f30c8a4d7eebbcbbbe44a0f763215980cdb20720e7c0efb451ab160128", "fetched_at": "2026-08-29T09:35:16.710185+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/rds/pricing?nc2=h_pr_rds"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T18:42:04.218368+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "36563df69f430d9832bfa32a69d25229836a44db7c95703a8b1165c3459b3ab2", "fetched_at": "2026-08-28T04:07:56.127909+00:00", "kind": "readme", "missing": false, "url": "https://github.com/awslabs/agentcore-samples"}, {"content_hash": "be40da63440779a54e03e0add49060679689da54a499604bdf6f90bc2fadf133", "fetched_at": "2026-08-29T09:35:16.685912+00:00", "kind": "homepage", "missing": false, "url": "https://aws.amazon.com/bedrock/agentcore/"}, {"content_hash": "f35fd0664950ce04ba0a4c3eaf9e6f4e60d241b3f36064930bc0b8c92d669c8c", "fetched_at": "2026-08-29T09:35:16.697254+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/getting-started?nc2=h_dsc_aa_gs"}, {"content_hash": "79a446e5fbd151ae051dae0a2ca1682c02578aa78a969a5c6546f8dbf8ed17d8", "fetched_at": "2026-08-29T09:35:16.698997+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/about-aws/global-infrastructure?nc2=h_dsc_aa_gi"}, {"content_hash": "3cc21b596f92ab917c5bc3ce77cbae609bbbd6d652b0fff70ae6210c49a5d9e9", "fetched_at": "2026-08-29T09:35:16.695075+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/products/developer-tools/agent-toolkit-for-aws?nc2=h_dsc_ex_s5"}, {"content_hash": "e2abd01d7981203bc5d7a4e8e6724c5bb22efc81ab360a0728e7242a95f23f89", "fetched_at": "2026-08-29T09:35:16.701477+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/pricing?nc2=h_pr_hub"}, {"content_hash": "9ff3c7ad93e062f13195db48c7ce6b773f0c702e0a6c7c98cfb327217e3c6395", "fetched_at": "2026-08-29T09:35:16.703358+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/savingsplans?nc2=h_pr_sp"}, {"content_hash": "97bbf99c3793caa356f15df15470e4c4cd8d32da777fd9ada2a43212751400a0", "fetched_at": "2026-08-29T09:35:16.705029+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/s3/pricing?nc2=h_pr_s3"}, {"content_hash": "4ccc538a369617479fc9f96f632cd153433dd74f84fe146b3e702056c9d0884c", "fetched_at": "2026-08-29T09:35:16.708220+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/bedrock/pricing?nc2=h_pr_br"}, {"content_hash": "538280f30c8a4d7eebbcbbbe44a0f763215980cdb20720e7c0efb451ab160128", "fetched_at": "2026-08-29T09:35:16.710185+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/rds/pricing?nc2=h_pr_rds"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T18:42:04.218368+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "36563df69f430d9832bfa32a69d25229836a44db7c95703a8b1165c3459b3ab2", "fetched_at": "2026-08-28T04:07:56.127909+00:00", "kind": "readme", "missing": false, "url": "https://github.com/awslabs/agentcore-samples"}, {"content_hash": "be40da63440779a54e03e0add49060679689da54a499604bdf6f90bc2fadf133", "fetched_at": "2026-08-29T09:35:16.685912+00:00", "kind": "homepage", "missing": false, "url": "https://aws.amazon.com/bedrock/agentcore/"}, {"content_hash": "f35fd0664950ce04ba0a4c3eaf9e6f4e60d241b3f36064930bc0b8c92d669c8c", "fetched_at": "2026-08-29T09:35:16.697254+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/getting-started?nc2=h_dsc_aa_gs"}, {"content_hash": "79a446e5fbd151ae051dae0a2ca1682c02578aa78a969a5c6546f8dbf8ed17d8", "fetched_at": "2026-08-29T09:35:16.698997+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/about-aws/global-infrastructure?nc2=h_dsc_aa_gi"}, {"content_hash": "3cc21b596f92ab917c5bc3ce77cbae609bbbd6d652b0fff70ae6210c49a5d9e9", "fetched_at": "2026-08-29T09:35:16.695075+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/products/developer-tools/agent-toolkit-for-aws?nc2=h_dsc_ex_s5"}, {"content_hash": "e2abd01d7981203bc5d7a4e8e6724c5bb22efc81ab360a0728e7242a95f23f89", "fetched_at": "2026-08-29T09:35:16.701477+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/pricing?nc2=h_pr_hub"}, {"content_hash": "9ff3c7ad93e062f13195db48c7ce6b773f0c702e0a6c7c98cfb327217e3c6395", "fetched_at": "2026-08-29T09:35:16.703358+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/savingsplans?nc2=h_pr_sp"}, {"content_hash": "97bbf99c3793caa356f15df15470e4c4cd8d32da777fd9ada2a43212751400a0", "fetched_at": "2026-08-29T09:35:16.705029+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/s3/pricing?nc2=h_pr_s3"}, {"content_hash": "4ccc538a369617479fc9f96f632cd153433dd74f84fe146b3e702056c9d0884c", "fetched_at": "2026-08-29T09:35:16.708220+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/bedrock/pricing?nc2=h_pr_br"}, {"content_hash": "538280f30c8a4d7eebbcbbbe44a0f763215980cdb20720e7c0efb451ab160128", "fetched_at": "2026-08-29T09:35:16.710185+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/rds/pricing?nc2=h_pr_rds"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T18:42:04.218368+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "36563df69f430d9832bfa32a69d25229836a44db7c95703a8b1165c3459b3ab2", "fetched_at": "2026-08-28T04:07:56.127909+00:00", "kind": "readme", "missing": false, "url": "https://github.com/awslabs/agentcore-samples"}, {"content_hash": "be40da63440779a54e03e0add49060679689da54a499604bdf6f90bc2fadf133", "fetched_at": "2026-08-29T09:35:16.685912+00:00", "kind": "homepage", "missing": false, "url": "https://aws.amazon.com/bedrock/agentcore/"}, {"content_hash": "f35fd0664950ce04ba0a4c3eaf9e6f4e60d241b3f36064930bc0b8c92d669c8c", "fetched_at": "2026-08-29T09:35:16.697254+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/getting-started?nc2=h_dsc_aa_gs"}, {"content_hash": "79a446e5fbd151ae051dae0a2ca1682c02578aa78a969a5c6546f8dbf8ed17d8", "fetched_at": "2026-08-29T09:35:16.698997+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/about-aws/global-infrastructure?nc2=h_dsc_aa_gi"}, {"content_hash": "3cc21b596f92ab917c5bc3ce77cbae609bbbd6d652b0fff70ae6210c49a5d9e9", "fetched_at": "2026-08-29T09:35:16.695075+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/products/developer-tools/agent-toolkit-for-aws?nc2=h_dsc_ex_s5"}, {"content_hash": "e2abd01d7981203bc5d7a4e8e6724c5bb22efc81ab360a0728e7242a95f23f89", "fetched_at": "2026-08-29T09:35:16.701477+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/pricing?nc2=h_pr_hub"}, {"content_hash": "9ff3c7ad93e062f13195db48c7ce6b773f0c702e0a6c7c98cfb327217e3c6395", "fetched_at": "2026-08-29T09:35:16.703358+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/savingsplans?nc2=h_pr_sp"}, {"content_hash": "97bbf99c3793caa356f15df15470e4c4cd8d32da777fd9ada2a43212751400a0", "fetched_at": "2026-08-29T09:35:16.705029+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/s3/pricing?nc2=h_pr_s3"}, {"content_hash": "4ccc538a369617479fc9f96f632cd153433dd74f84fe146b3e702056c9d0884c", "fetched_at": "2026-08-29T09:35:16.708220+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/bedrock/pricing?nc2=h_pr_br"}, {"content_hash": "538280f30c8a4d7eebbcbbbe44a0f763215980cdb20720e7c0efb451ab160128", "fetched_at": "2026-08-29T09:35:16.710185+00:00", "kind": "site_page", "missing": false, "url": "https://aws.amazon.com/rds/pricing?nc2=h_pr_rds"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 30, "rhythm": 35}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["no_releases"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 426, "days_push": 7, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 63, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}