{
  "edges": [
    {
      "evidence": {
        "dataset": "german-public-sector-ai-dependency-atlas",
        "field": "repository_commit_manifest_package_identity",
        "sourceId": "opencode:8742@cd6b854b1b400d7e45796aaa22bded8183642916:pypi:langchain-openai",
        "url": "https://gitlab.opencode.de/datenlabor-bmz/ai-websearch-benchmark/-/commit/cd6b854b1b400d7e45796aaa22bded8183642916"
      },
      "evidenceClass": "exact",
      "from": "opencode:8742",
      "id": "edge:25aa871abc2319e3948958cc",
      "observedAt": "2026-07-21T08:58:16.708Z",
      "relation": "declares_dependency",
      "to": "package:pypi:langchain-openai"
    },
    {
      "evidence": {
        "dataset": "german-public-sector-ai-dependency-atlas",
        "field": "repository_commit_manifest_package_identity",
        "sourceId": "opencode:4609@fddd886ab2fd3824e269d40cefde90cbed709201:pypi:langchain-openai",
        "url": "https://gitlab.opencode.de/bbsr_ida_public/llm_workshop/-/commit/fddd886ab2fd3824e269d40cefde90cbed709201"
      },
      "evidenceClass": "exact",
      "from": "opencode:4609",
      "id": "edge:300003015cf8770f61ff6e5a",
      "observedAt": "2026-07-21T08:58:16.708Z",
      "relation": "declares_dependency",
      "to": "package:pypi:langchain-openai"
    },
    {
      "evidence": {
        "dataset": "german-public-sector-ai-dependency-atlas",
        "field": "repository_commit_manifest_package_identity",
        "sourceId": "opencode:7202@a41841d96e875b74c63cac3dc40a91247a959be4:pypi:langchain-openai",
        "url": "https://gitlab.opencode.de/landeshauptstadt-muenchen/mucgpt/-/commit/a41841d96e875b74c63cac3dc40a91247a959be4"
      },
      "evidenceClass": "exact",
      "from": "opencode:7202",
      "id": "edge:95df1ede98c2093f0d102d46",
      "observedAt": "2026-07-21T08:58:16.708Z",
      "relation": "declares_dependency",
      "to": "package:pypi:langchain-openai"
    },
    {
      "evidence": {
        "dataset": "german-public-sector-ai-dependency-atlas",
        "field": "repository_commit_manifest_package_identity",
        "sourceId": "opencode:5711@a93870fdf9bd76e9b0e5000a4c35906b58dc77d5:pypi:langchain-openai",
        "url": "https://gitlab.opencode.de/f13/microservices/chat/-/commit/a93870fdf9bd76e9b0e5000a4c35906b58dc77d5"
      },
      "evidenceClass": "exact",
      "from": "opencode:5711",
      "id": "edge:c881d7bd5e76774ce94795fd",
      "observedAt": "2026-07-21T08:58:16.708Z",
      "relation": "declares_dependency",
      "to": "package:pypi:langchain-openai"
    },
    {
      "evidence": {
        "dataset": "german-public-sector-ai-dependency-atlas",
        "field": "repository_commit_manifest_package_identity",
        "sourceId": "opencode:11665@5a50523649346b69cc333b11dd289783f02c7a44:pypi:langchain-openai",
        "url": "https://gitlab.opencode.de/oc000155135727/chat/-/commit/5a50523649346b69cc333b11dd289783f02c7a44"
      },
      "evidenceClass": "exact",
      "from": "opencode:11665",
      "id": "edge:ed02bfdcf472fc89bb8779a6",
      "observedAt": "2026-07-21T08:58:16.708Z",
      "relation": "declares_dependency",
      "to": "package:pypi:langchain-openai"
    }
  ],
  "entity": {
    "attributes": {
      "advisoryCount": 1,
      "category": "orchestration",
      "ecosystem": "pypi",
      "identity": "pypi:langchain-openai",
      "licenseExpressions": [
        "MIT"
      ],
      "occurrenceCount": 7,
      "provider": {
        "id": "openai",
        "label": "OpenAI"
      },
      "repositoryCount": 5
    },
    "edgeCount": 5,
    "id": "package:pypi:langchain-openai",
    "indexable": true,
    "label": "LangChain OpenAI",
    "links": [
      {
        "kind": "local_dossier",
        "label": "KI-Abhängigkeitsatlas",
        "url": "/tools/ki-abhaengigkeitsatlas/paket/langchain-openai-4985188e/"
      }
    ],
    "slug": "package-pypi-langchain-openai-647f2dd2",
    "sourceRefs": [
      {
        "dataset": "german-public-sector-ai-dependency-atlas",
        "field": "package_ecosystem_identity",
        "sourceId": "pypi:langchain-openai"
      }
    ],
    "type": "package"
  },
  "fingerprint": "sha256:1fde5b88fc56667ca433746e8b531322537c65505a351b3eb3dbe8322511b08e",
  "generatedAt": "2026-07-21T08:59:15.288Z",
  "neighbors": [
    {
      "attributes": {
        "aiPackageCount": 9,
        "commitSha": "cd6b854b1b400d7e45796aaa22bded8183642916",
        "lastActivityAt": "2026-05-07T14:25:51.430Z",
        "pathWithNamespace": "datenlabor-bmz/ai-websearch-benchmark",
        "treeComplete": true
      },
      "description": "Small vibecoded benchmark meant as a smoke test for search API results.",
      "edgeCount": 9,
      "id": "opencode:8742",
      "indexable": true,
      "label": "datenlabor-bmz/ai-websearch-benchmark",
      "links": [
        {
          "kind": "official_source",
          "label": "openCode",
          "url": "https://gitlab.opencode.de/datenlabor-bmz/ai-websearch-benchmark"
        },
        {
          "kind": "snapshot",
          "label": "Commit",
          "url": "https://gitlab.opencode.de/datenlabor-bmz/ai-websearch-benchmark/-/commit/cd6b854b1b400d7e45796aaa22bded8183642916"
        },
        {
          "kind": "local_dossier",
          "label": "KI-Code-Radar",
          "url": "/tools/ki-code-radar/repository/opencode-8742/"
        }
      ],
      "slug": "repository-opencode-8742-ca1c9770",
      "sourceRefs": [
        {
          "dataset": "german-public-sector-ai-code-radar",
          "field": "opencode_project_id_and_commit",
          "fingerprint": "git:cd6b854b1b400d7e45796aaa22bded8183642916",
          "sourceId": "opencode:8742",
          "url": "https://gitlab.opencode.de/datenlabor-bmz/ai-websearch-benchmark/-/commit/cd6b854b1b400d7e45796aaa22bded8183642916"
        }
      ],
      "type": "repository"
    },
    {
      "attributes": {
        "aiPackageCount": 8,
        "commitSha": "fddd886ab2fd3824e269d40cefde90cbed709201",
        "lastActivityAt": "2025-05-02T11:59:04.875Z",
        "pathWithNamespace": "bbsr_ida_public/llm_workshop",
        "treeComplete": true
      },
      "description": "This repository accompanies a three-day hands-on workshop on Large Language Models (LLMs), Prompt Engineering, and Retrieval-Augmented Generation (RAG). The workshop is designed to equip participants with practical skills and foundational knowledge to understand, deploy, and evaluate LLM-based applications across a wide range of fields.\r\nThe program combines a lecture series covering theoretical foundations with a programming workshop in Jupyter Notebooks. Participants explore core technologies such as OpenAI APIs, LangChain, vector databases, document parsing, and AI toolchains—supported by real-world examples and scientific documents.\r\nThe workshop is suitable for professionals, researchers, and students who seek a structured and practice-oriented introduction to state-of-the-art AI workflows based on LLMs.",
      "edgeCount": 8,
      "id": "opencode:4609",
      "indexable": true,
      "label": "bbsr_ida_public/llm_workshop",
      "links": [
        {
          "kind": "official_source",
          "label": "openCode",
          "url": "https://gitlab.opencode.de/bbsr_ida_public/llm_workshop"
        },
        {
          "kind": "snapshot",
          "label": "Commit",
          "url": "https://gitlab.opencode.de/bbsr_ida_public/llm_workshop/-/commit/fddd886ab2fd3824e269d40cefde90cbed709201"
        },
        {
          "kind": "local_dossier",
          "label": "KI-Code-Radar",
          "url": "/tools/ki-code-radar/repository/opencode-4609/"
        }
      ],
      "slug": "repository-opencode-4609-5f31378f",
      "sourceRefs": [
        {
          "dataset": "german-public-sector-ai-code-radar",
          "field": "opencode_project_id_and_commit",
          "fingerprint": "git:fddd886ab2fd3824e269d40cefde90cbed709201",
          "sourceId": "opencode:4609",
          "url": "https://gitlab.opencode.de/bbsr_ida_public/llm_workshop/-/commit/fddd886ab2fd3824e269d40cefde90cbed709201"
        }
      ],
      "type": "repository"
    },
    {
      "attributes": {
        "aiPackageCount": 10,
        "commitSha": "a41841d96e875b74c63cac3dc40a91247a959be4",
        "lastActivityAt": "2026-07-20T21:53:50.345Z",
        "pathWithNamespace": "landeshauptstadt-muenchen/mucgpt",
        "treeComplete": true
      },
      "description": "MUCGPT ist ein KI-Werkzeug zur Arbeit mit großen Sprachmodellen und bietet u.a. personalisierbare Assistenten und Tools an.\r\nDies ist ein Readonly-Mirror, die Entwicklung findet auf GitHub statt: https://github.com/it-at-m/mucgpt",
      "edgeCount": 10,
      "id": "opencode:7202",
      "indexable": true,
      "label": "landeshauptstadt-muenchen/mucgpt",
      "links": [
        {
          "kind": "official_source",
          "label": "openCode",
          "url": "https://gitlab.opencode.de/landeshauptstadt-muenchen/mucgpt"
        },
        {
          "kind": "snapshot",
          "label": "Commit",
          "url": "https://gitlab.opencode.de/landeshauptstadt-muenchen/mucgpt/-/commit/a41841d96e875b74c63cac3dc40a91247a959be4"
        },
        {
          "kind": "local_dossier",
          "label": "KI-Code-Radar",
          "url": "/tools/ki-code-radar/repository/opencode-7202/"
        }
      ],
      "slug": "repository-opencode-7202-be810caa",
      "sourceRefs": [
        {
          "dataset": "german-public-sector-ai-code-radar",
          "field": "opencode_project_id_and_commit",
          "fingerprint": "git:a41841d96e875b74c63cac3dc40a91247a959be4",
          "sourceId": "opencode:7202",
          "url": "https://gitlab.opencode.de/landeshauptstadt-muenchen/mucgpt/-/commit/a41841d96e875b74c63cac3dc40a91247a959be4"
        }
      ],
      "type": "repository"
    },
    {
      "attributes": {
        "aiPackageCount": 10,
        "commitSha": "a93870fdf9bd76e9b0e5000a4c35906b58dc77d5",
        "lastActivityAt": "2026-07-20T14:18:13.965Z",
        "pathWithNamespace": "f13/microservices/chat",
        "treeComplete": true
      },
      "description": "Chat-Microservice mit lokal deployten oder extern verfügbaren Sprachmodellen",
      "edgeCount": 10,
      "id": "opencode:5711",
      "indexable": true,
      "label": "f13/microservices/chat",
      "links": [
        {
          "kind": "official_source",
          "label": "openCode",
          "url": "https://gitlab.opencode.de/f13/microservices/chat"
        },
        {
          "kind": "snapshot",
          "label": "Commit",
          "url": "https://gitlab.opencode.de/f13/microservices/chat/-/commit/a93870fdf9bd76e9b0e5000a4c35906b58dc77d5"
        },
        {
          "kind": "local_dossier",
          "label": "KI-Code-Radar",
          "url": "/tools/ki-code-radar/repository/opencode-5711/"
        }
      ],
      "slug": "repository-opencode-5711-315bb83a",
      "sourceRefs": [
        {
          "dataset": "german-public-sector-ai-code-radar",
          "field": "opencode_project_id_and_commit",
          "fingerprint": "git:a93870fdf9bd76e9b0e5000a4c35906b58dc77d5",
          "sourceId": "opencode:5711",
          "url": "https://gitlab.opencode.de/f13/microservices/chat/-/commit/a93870fdf9bd76e9b0e5000a4c35906b58dc77d5"
        }
      ],
      "type": "repository"
    },
    {
      "attributes": {
        "aiPackageCount": 9,
        "commitSha": "5a50523649346b69cc333b11dd289783f02c7a44",
        "lastActivityAt": "2026-07-10T12:02:10.529Z",
        "pathWithNamespace": "oc000155135727/chat",
        "treeComplete": true
      },
      "description": "Chat-Microservice mit lokal deployten oder extern verfügbaren Sprachmodellen",
      "edgeCount": 9,
      "id": "opencode:11665",
      "indexable": true,
      "label": "oc000155135727/chat",
      "links": [
        {
          "kind": "official_source",
          "label": "openCode",
          "url": "https://gitlab.opencode.de/oc000155135727/chat"
        },
        {
          "kind": "snapshot",
          "label": "Commit",
          "url": "https://gitlab.opencode.de/oc000155135727/chat/-/commit/5a50523649346b69cc333b11dd289783f02c7a44"
        },
        {
          "kind": "local_dossier",
          "label": "KI-Code-Radar",
          "url": "/tools/ki-code-radar/repository/opencode-11665/"
        }
      ],
      "slug": "repository-opencode-11665-86527596",
      "sourceRefs": [
        {
          "dataset": "german-public-sector-ai-code-radar",
          "field": "opencode_project_id_and_commit",
          "fingerprint": "git:5a50523649346b69cc333b11dd289783f02c7a44",
          "sourceId": "opencode:11665",
          "url": "https://gitlab.opencode.de/oc000155135727/chat/-/commit/5a50523649346b69cc333b11dd289783f02c7a44"
        }
      ],
      "type": "repository"
    }
  ],
  "schemaVersion": "ki-evidenznetz.entity.v1"
}
