{
  "edges": [
    {
      "evidence": {
        "dataset": "german-public-sector-ai-dependency-atlas",
        "field": "repository_commit_manifest_package_identity",
        "sourceId": "opencode:7202@a41841d96e875b74c63cac3dc40a91247a959be4:pypi:langchain-community",
        "url": "https://gitlab.opencode.de/landeshauptstadt-muenchen/mucgpt/-/commit/a41841d96e875b74c63cac3dc40a91247a959be4"
      },
      "evidenceClass": "exact",
      "from": "opencode:7202",
      "id": "edge:241d268ffdf8dda92487c73e",
      "observedAt": "2026-07-21T08:58:16.708Z",
      "relation": "declares_dependency",
      "to": "package:pypi:langchain-community"
    },
    {
      "evidence": {
        "dataset": "german-public-sector-ai-dependency-atlas",
        "field": "repository_commit_manifest_package_identity",
        "sourceId": "opencode:7202@a41841d96e875b74c63cac3dc40a91247a959be4:pypi:langchain-protocol",
        "url": "https://gitlab.opencode.de/landeshauptstadt-muenchen/mucgpt/-/commit/a41841d96e875b74c63cac3dc40a91247a959be4"
      },
      "evidenceClass": "exact",
      "from": "opencode:7202",
      "id": "edge:4fcc135915222edc37cf08f7",
      "observedAt": "2026-07-21T08:58:16.708Z",
      "relation": "declares_dependency",
      "to": "package:pypi:langchain-protocol"
    },
    {
      "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:7202@a41841d96e875b74c63cac3dc40a91247a959be4:pypi:langgraph",
        "url": "https://gitlab.opencode.de/landeshauptstadt-muenchen/mucgpt/-/commit/a41841d96e875b74c63cac3dc40a91247a959be4"
      },
      "evidenceClass": "exact",
      "from": "opencode:7202",
      "id": "edge:9e2b4675455916bbf3cecd8b",
      "observedAt": "2026-07-21T08:58:16.708Z",
      "relation": "declares_dependency",
      "to": "package:pypi:langgraph"
    },
    {
      "evidence": {
        "dataset": "german-public-sector-ai-dependency-atlas",
        "field": "repository_commit_manifest_package_identity",
        "sourceId": "opencode:7202@a41841d96e875b74c63cac3dc40a91247a959be4:pypi:langchain",
        "url": "https://gitlab.opencode.de/landeshauptstadt-muenchen/mucgpt/-/commit/a41841d96e875b74c63cac3dc40a91247a959be4"
      },
      "evidenceClass": "exact",
      "from": "opencode:7202",
      "id": "edge:a93d7d31ad01a57dacc2c294",
      "observedAt": "2026-07-21T08:58:16.708Z",
      "relation": "declares_dependency",
      "to": "package:pypi:langchain"
    },
    {
      "evidence": {
        "dataset": "german-public-sector-ai-dependency-atlas",
        "field": "repository_commit_manifest_package_identity",
        "sourceId": "opencode:7202@a41841d96e875b74c63cac3dc40a91247a959be4:pypi:langchain-mcp-adapters",
        "url": "https://gitlab.opencode.de/landeshauptstadt-muenchen/mucgpt/-/commit/a41841d96e875b74c63cac3dc40a91247a959be4"
      },
      "evidenceClass": "exact",
      "from": "opencode:7202",
      "id": "edge:a9caf20709e1b08ba596d548",
      "observedAt": "2026-07-21T08:58:16.708Z",
      "relation": "declares_dependency",
      "to": "package:pypi:langchain-mcp-adapters"
    },
    {
      "evidence": {
        "dataset": "german-public-sector-ai-dependency-atlas",
        "field": "repository_commit_manifest_package_identity",
        "sourceId": "opencode:7202@a41841d96e875b74c63cac3dc40a91247a959be4:pypi:openai",
        "url": "https://gitlab.opencode.de/landeshauptstadt-muenchen/mucgpt/-/commit/a41841d96e875b74c63cac3dc40a91247a959be4"
      },
      "evidenceClass": "exact",
      "from": "opencode:7202",
      "id": "edge:b5c04648fc96ec2d2b4b3278",
      "observedAt": "2026-07-21T08:58:16.708Z",
      "relation": "declares_dependency",
      "to": "package:pypi:openai"
    },
    {
      "evidence": {
        "dataset": "german-public-sector-ai-dependency-atlas",
        "field": "repository_commit_manifest_package_identity",
        "sourceId": "opencode:7202@a41841d96e875b74c63cac3dc40a91247a959be4:npm:@huggingface/transformers",
        "url": "https://gitlab.opencode.de/landeshauptstadt-muenchen/mucgpt/-/commit/a41841d96e875b74c63cac3dc40a91247a959be4"
      },
      "evidenceClass": "exact",
      "from": "opencode:7202",
      "id": "edge:c5c43c4abe130487991834be",
      "observedAt": "2026-07-21T08:58:16.708Z",
      "relation": "declares_dependency",
      "to": "package:npm:@huggingface/transformers"
    },
    {
      "evidence": {
        "dataset": "german-public-sector-ai-dependency-atlas",
        "field": "repository_commit_manifest_package_identity",
        "sourceId": "opencode:7202@a41841d96e875b74c63cac3dc40a91247a959be4:pypi:langchain-core",
        "url": "https://gitlab.opencode.de/landeshauptstadt-muenchen/mucgpt/-/commit/a41841d96e875b74c63cac3dc40a91247a959be4"
      },
      "evidenceClass": "exact",
      "from": "opencode:7202",
      "id": "edge:c84ac83b01e5cfff4069f60f",
      "observedAt": "2026-07-21T08:58:16.708Z",
      "relation": "declares_dependency",
      "to": "package:pypi:langchain-core"
    },
    {
      "evidence": {
        "dataset": "german-public-sector-ai-dependency-atlas",
        "field": "repository_commit_manifest_package_identity",
        "sourceId": "opencode:7202@a41841d96e875b74c63cac3dc40a91247a959be4:pypi:tiktoken",
        "url": "https://gitlab.opencode.de/landeshauptstadt-muenchen/mucgpt/-/commit/a41841d96e875b74c63cac3dc40a91247a959be4"
      },
      "evidenceClass": "exact",
      "from": "opencode:7202",
      "id": "edge:cce442d17e70c59f57872584",
      "observedAt": "2026-07-21T08:58:16.708Z",
      "relation": "declares_dependency",
      "to": "package:pypi:tiktoken"
    }
  ],
  "entity": {
    "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"
  },
  "fingerprint": "sha256:c942f5a00061d4bd3f4245710004a6acf90736e9e6814e5e87a786c62117acc5",
  "generatedAt": "2026-07-21T08:59:15.288Z",
  "neighbors": [
    {
      "attributes": {
        "advisoryCount": 4,
        "category": "orchestration",
        "ecosystem": "pypi",
        "identity": "pypi:langchain-community",
        "licenseExpressions": [
          "MIT"
        ],
        "occurrenceCount": 4,
        "provider": null,
        "repositoryCount": 4
      },
      "edgeCount": 4,
      "id": "package:pypi:langchain-community",
      "indexable": true,
      "label": "LangChain Community",
      "links": [
        {
          "kind": "local_dossier",
          "label": "KI-Abhängigkeitsatlas",
          "url": "/tools/ki-abhaengigkeitsatlas/paket/langchain-community-b296254c/"
        }
      ],
      "slug": "package-pypi-langchain-community-ee8a8d54",
      "sourceRefs": [
        {
          "dataset": "german-public-sector-ai-dependency-atlas",
          "field": "package_ecosystem_identity",
          "sourceId": "pypi:langchain-community"
        }
      ],
      "type": "package"
    },
    {
      "attributes": {
        "advisoryCount": 0,
        "category": "orchestration",
        "ecosystem": "pypi",
        "identity": "pypi:langchain-protocol",
        "licenseExpressions": [
          "MIT"
        ],
        "occurrenceCount": 5,
        "provider": null,
        "repositoryCount": 3
      },
      "edgeCount": 3,
      "id": "package:pypi:langchain-protocol",
      "indexable": true,
      "label": "LangChain · Protocol",
      "links": [
        {
          "kind": "local_dossier",
          "label": "KI-Abhängigkeitsatlas",
          "url": "/tools/ki-abhaengigkeitsatlas/paket/langchain-protocol-2715aeed/"
        }
      ],
      "slug": "package-pypi-langchain-protocol-4761bf6f",
      "sourceRefs": [
        {
          "dataset": "german-public-sector-ai-dependency-atlas",
          "field": "package_ecosystem_identity",
          "sourceId": "pypi:langchain-protocol"
        }
      ],
      "type": "package"
    },
    {
      "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"
    },
    {
      "attributes": {
        "advisoryCount": 2,
        "category": "agents",
        "ecosystem": "pypi",
        "identity": "pypi:langgraph",
        "licenseExpressions": [
          "MIT"
        ],
        "occurrenceCount": 8,
        "provider": null,
        "repositoryCount": 6
      },
      "edgeCount": 6,
      "id": "package:pypi:langgraph",
      "indexable": true,
      "label": "LangGraph",
      "links": [
        {
          "kind": "local_dossier",
          "label": "KI-Abhängigkeitsatlas",
          "url": "/tools/ki-abhaengigkeitsatlas/paket/langgraph-6c1c645e/"
        }
      ],
      "slug": "package-pypi-langgraph-c5a77708",
      "sourceRefs": [
        {
          "dataset": "german-public-sector-ai-dependency-atlas",
          "field": "package_ecosystem_identity",
          "sourceId": "pypi:langgraph"
        }
      ],
      "type": "package"
    },
    {
      "attributes": {
        "advisoryCount": 3,
        "category": "orchestration",
        "ecosystem": "pypi",
        "identity": "pypi:langchain",
        "licenseExpressions": [
          "MIT"
        ],
        "occurrenceCount": 8,
        "provider": null,
        "repositoryCount": 6
      },
      "edgeCount": 6,
      "id": "package:pypi:langchain",
      "indexable": true,
      "label": "LangChain",
      "links": [
        {
          "kind": "local_dossier",
          "label": "KI-Abhängigkeitsatlas",
          "url": "/tools/ki-abhaengigkeitsatlas/paket/langchain-2b3b6a0b/"
        }
      ],
      "slug": "package-pypi-langchain-920cf37a",
      "sourceRefs": [
        {
          "dataset": "german-public-sector-ai-dependency-atlas",
          "field": "package_ecosystem_identity",
          "sourceId": "pypi:langchain"
        }
      ],
      "type": "package"
    },
    {
      "attributes": {
        "advisoryCount": 0,
        "category": "orchestration",
        "ecosystem": "pypi",
        "identity": "pypi:langchain-mcp-adapters",
        "licenseExpressions": [
          "MIT"
        ],
        "occurrenceCount": 3,
        "provider": null,
        "repositoryCount": 2
      },
      "edgeCount": 2,
      "id": "package:pypi:langchain-mcp-adapters",
      "indexable": true,
      "label": "LangChain · MCP Adapters",
      "links": [
        {
          "kind": "local_dossier",
          "label": "KI-Abhängigkeitsatlas",
          "url": "/tools/ki-abhaengigkeitsatlas/paket/langchain-mcp-adapters-1c0e13c7/"
        }
      ],
      "slug": "package-pypi-langchain-mcp-adapters-36787be9",
      "sourceRefs": [
        {
          "dataset": "german-public-sector-ai-dependency-atlas",
          "field": "package_ecosystem_identity",
          "sourceId": "pypi:langchain-mcp-adapters"
        }
      ],
      "type": "package"
    },
    {
      "attributes": {
        "advisoryCount": 0,
        "category": "model-api",
        "ecosystem": "pypi",
        "identity": "pypi:openai",
        "licenseExpressions": [
          "Apache-2.0"
        ],
        "occurrenceCount": 29,
        "provider": {
          "id": "openai",
          "label": "OpenAI"
        },
        "repositoryCount": 18
      },
      "edgeCount": 18,
      "id": "package:pypi:openai",
      "indexable": true,
      "label": "OpenAI SDK",
      "links": [
        {
          "kind": "local_dossier",
          "label": "KI-Abhängigkeitsatlas",
          "url": "/tools/ki-abhaengigkeitsatlas/paket/openai-0dd26ac5/"
        }
      ],
      "slug": "package-pypi-openai-ca63d754",
      "sourceRefs": [
        {
          "dataset": "german-public-sector-ai-dependency-atlas",
          "field": "package_ecosystem_identity",
          "sourceId": "pypi:openai"
        }
      ],
      "type": "package"
    },
    {
      "attributes": {
        "advisoryCount": 0,
        "category": "model-runtime",
        "ecosystem": "npm",
        "identity": "npm:@huggingface/transformers",
        "licenseExpressions": [
          "Apache-2.0"
        ],
        "occurrenceCount": 1,
        "provider": {
          "id": "hugging-face",
          "label": "Hugging Face"
        },
        "repositoryCount": 1
      },
      "edgeCount": 1,
      "id": "package:npm:@huggingface/transformers",
      "indexable": true,
      "label": "Transformers.js",
      "links": [
        {
          "kind": "local_dossier",
          "label": "KI-Abhängigkeitsatlas",
          "url": "/tools/ki-abhaengigkeitsatlas/paket/huggingface-transformers-cf1f05d0/"
        }
      ],
      "slug": "package-npm-huggingface-transformers-f29fe847",
      "sourceRefs": [
        {
          "dataset": "german-public-sector-ai-dependency-atlas",
          "field": "package_ecosystem_identity",
          "sourceId": "npm:@huggingface/transformers"
        }
      ],
      "type": "package"
    },
    {
      "attributes": {
        "advisoryCount": 7,
        "category": "orchestration",
        "ecosystem": "pypi",
        "identity": "pypi:langchain-core",
        "licenseExpressions": [
          "MIT"
        ],
        "occurrenceCount": 7,
        "provider": null,
        "repositoryCount": 5
      },
      "edgeCount": 5,
      "id": "package:pypi:langchain-core",
      "indexable": true,
      "label": "LangChain Core",
      "links": [
        {
          "kind": "local_dossier",
          "label": "KI-Abhängigkeitsatlas",
          "url": "/tools/ki-abhaengigkeitsatlas/paket/langchain-core-82117efb/"
        }
      ],
      "slug": "package-pypi-langchain-core-a06e4351",
      "sourceRefs": [
        {
          "dataset": "german-public-sector-ai-dependency-atlas",
          "field": "package_ecosystem_identity",
          "sourceId": "pypi:langchain-core"
        }
      ],
      "type": "package"
    },
    {
      "attributes": {
        "advisoryCount": 0,
        "category": "tokenization",
        "ecosystem": "pypi",
        "identity": "pypi:tiktoken",
        "licenseExpressions": [
          "non-standard"
        ],
        "occurrenceCount": 15,
        "provider": null,
        "repositoryCount": 12
      },
      "edgeCount": 12,
      "id": "package:pypi:tiktoken",
      "indexable": true,
      "label": "tiktoken",
      "links": [
        {
          "kind": "local_dossier",
          "label": "KI-Abhängigkeitsatlas",
          "url": "/tools/ki-abhaengigkeitsatlas/paket/tiktoken-06b251a3/"
        }
      ],
      "slug": "package-pypi-tiktoken-2256fca6",
      "sourceRefs": [
        {
          "dataset": "german-public-sector-ai-dependency-atlas",
          "field": "package_ecosystem_identity",
          "sourceId": "pypi:tiktoken"
        }
      ],
      "type": "package"
    }
  ],
  "schemaVersion": "ki-evidenznetz.entity.v1"
}
