{
 "meta": {
  "name": "geopython/pygeoapi",
  "url": "https://github.com/geopython/pygeoapi",
  "slug": "geopython-pygeoapi",
  "host": "github.com",
  "commit": "0b3838011d54d01189f9cf937c557c4de35d41cb",
  "committed_at": "2026-09-21T21:57:47-04:00",
  "evaluated_at": "2026-10-07T14:27:36+00:00",
  "neosloc": "0.8.0"
 },
 "report": {
  "schema_version": 2,
  "target": "https://github.com/geopython/pygeoapi",
  "inventory": {
   "files": 481,
   "source_files": 97,
   "source_tokens": 289731,
   "languages": {
    "python": 288005,
    "shell": 1328,
    "javascript": 398
   },
   "git": true
  },
  "surfaces": {
   "kinds": [
    "service",
    "cli"
   ],
   "evidence": {
    "service": [
     {
      "path": "pygeoapi/flask_app.py",
      "detail": "fastapi/flask: 51 route declarations"
     },
     {
      "path": "pygeoapi/django_/urls.py",
      "detail": "django: 30 route declarations"
     },
     {
      "path": "pygeoapi/django_/settings.py",
      "detail": "2 matches"
     }
    ],
    "cli": [
     {
      "path": "setup.py",
      "detail": "console script"
     },
     {
      "path": "pygeoapi/__init__.py",
      "detail": "1 match"
     }
    ]
   },
   "long_running": [],
   "owns_data": [
    {
     "path": "pygeoapi/process/manager/postgresql.py",
     "detail": "1 match"
    },
    {
     "path": "pygeoapi/provider/sqlite.py",
     "detail": "1 match"
    },
    {
     "path": "requirements-provider.txt",
     "detail": "4 matches"
    }
   ],
   "uses_credentials": []
  },
  "dimensions": [
   {
    "key": "interface",
    "title": "Interface surface",
    "level": 4,
    "rationale": "[service] A second surface: another transport (HTTP and a protocol, two protocols), an MCP server, a CLI with JSON output, or an SDK.",
    "evidence": [
     {
      "signal": "L1 routes",
      "detail": "fastapi/flask: 51 route declarations",
      "path": "pygeoapi/flask_app.py",
      "weight": 1
     },
     {
      "signal": "L2 contract",
      "detail": "asyncapi, 0 operations",
      "path": "pygeoapi/resources/schemas/asyncapi/asyncapi-3.0.0.json",
      "weight": 1
     },
     {
      "signal": "L3 coverage",
      "detail": "asyncapi, 0 operations",
      "path": "pygeoapi/resources/schemas/asyncapi/asyncapi-3.0.0.json",
      "weight": 1
     },
     {
      "signal": "L4 second-surface",
      "detail": "HTTP",
      "path": "pygeoapi/flask_app.py",
      "weight": 1
     }
    ],
    "metrics": {
     "route_declarations": 81,
     "routes_by_framework": {
      "fastapi/flask": 51,
      "django": 30
     },
     "spec_files": 3,
     "spec_operations": 0,
     "spec_coverage": null
    },
    "gaps": [
     "[cli] L2 --help documents every option (at least 90% of options have help text). (8 of 15 options have help text)"
    ],
    "question": "Can another program use it through a documented, machine-readable surface?",
    "best_surface": "service",
    "surfaces": {
     "service": {
      "level": 4,
      "first_missing": null,
      "requirements": [
       {
        "level": 1,
        "id": "routes",
        "text": "A network surface exists: HTTP routes, an MCP server, or a standard protocol listener.",
        "met": true,
        "evidence": [
         {
          "path": "pygeoapi/flask_app.py",
          "detail": "fastapi/flask: 51 route declarations"
         },
         {
          "path": "pygeoapi/django_/urls.py",
          "detail": "django: 30 route declarations"
         }
        ],
        "note": ""
       },
       {
        "level": 2,
        "id": "contract",
        "text": "A contract exists: a checked-in OpenAPI/GraphQL/protobuf/AsyncAPI spec, a framework-generated spec, MCP tool schemas, or a standard application protocol that off-the-shelf clients speak (RESP, MQTT, gRPC, PostgreSQL wire, \u2026).",
        "met": true,
        "evidence": [
         {
          "path": "pygeoapi/resources/schemas/asyncapi/asyncapi-3.0.0.json",
          "detail": "asyncapi, 0 operations"
         }
        ],
        "note": ""
       },
       {
        "level": 3,
        "id": "coverage",
        "text": "A contract covers its transport: an HTTP contract covers at least 80% of declared routes (generated contracts do), or the application layer over a standard protocol (commands, topics, payloads) is specified in a protocol document or AsyncAPI.",
        "met": true,
        "evidence": [
         {
          "path": "pygeoapi/resources/schemas/asyncapi/asyncapi-3.0.0.json",
          "detail": "asyncapi, 0 operations"
         }
        ],
        "note": ""
       },
       {
        "level": 4,
        "id": "second-surface",
        "text": "A second surface: another transport (HTTP and a protocol, two protocols), an MCP server, a CLI with JSON output, or an SDK.",
        "met": true,
        "evidence": [
         {
          "path": "pygeoapi/flask_app.py",
          "detail": "HTTP"
         },
         {
          "path": "pygeoapi/asyncapi.py",
          "detail": "CLI JSON output"
         }
        ],
        "note": ""
       }
      ]
     },
     "cli": {
      "level": 1,
      "first_missing": "help",
      "requirements": [
       {
        "level": 1,
        "id": "non-interactive",
        "text": "Invocable non-interactively: no prompts, or prompts guarded by a TTY check or a --yes/--no-input option.",
        "met": true,
        "evidence": [
         {
          "path": null,
          "detail": "no interactive prompts"
         }
        ],
        "note": ""
       },
       {
        "level": 2,
        "id": "help",
        "text": "--help documents every option (at least 90% of options have help text).",
        "met": false,
        "evidence": [],
        "note": "8 of 15 options have help text"
       },
       {
        "level": 3,
        "id": "machine-output",
        "text": "Machine-readable output (--json/--format) and documented exit statuses.",
        "met": false,
        "evidence": [],
        "note": "exit statuses aren't documented"
       },
       {
        "level": 4,
        "id": "output-schema",
        "text": "The output format is specified by a JSON Schema.",
        "met": true,
        "evidence": [
         {
          "path": "pygeoapi/api/__init__.py",
          "detail": "2 matches"
         },
         {
          "path": "pygeoapi/api/itemtypes.py",
          "detail": "2 matches"
         }
        ],
        "note": ""
       }
      ]
     }
    },
    "level_name": "exemplary",
    "applicable": true
   },
   {
    "key": "stability",
    "title": "Contract stability",
    "level": 1,
    "rationale": "Releases are versioned (semver tags or versioned changelog sections).",
    "evidence": [
     {
      "signal": "L1 versioned-releases",
      "detail": "37 semver tags, latest 0.24.0",
      "path": null,
      "weight": 1
     }
    ],
    "metrics": {},
    "gaps": [
     "L2 A changelog exists and marks breaking changes. (no changelog)"
    ],
    "question": "Can integrators rely on it not changing under them?",
    "best_surface": "all",
    "surfaces": {
     "all": {
      "level": 1,
      "first_missing": "changelog",
      "requirements": [
       {
        "level": 1,
        "id": "versioned-releases",
        "text": "Releases are versioned (semver tags or versioned changelog sections).",
        "met": true,
        "evidence": [
         {
          "path": null,
          "detail": "37 semver tags, latest 0.24.0"
         }
        ],
        "note": ""
       },
       {
        "level": 2,
        "id": "changelog",
        "text": "A changelog exists and marks breaking changes.",
        "met": false,
        "evidence": [],
        "note": "no changelog"
       },
       {
        "level": 3,
        "id": "deprecation",
        "text": "A deprecation mechanism is used in code (warnings, @deprecated, Deprecation/Sunset headers) or the API is versioned.",
        "met": false,
        "evidence": [],
        "note": "no deprecation mechanism or API versioning"
       },
       {
        "level": 4,
        "id": "clean-history",
        "text": "Across tagged releases, no OpenAPI operation, CLI option or __all__ symbol was removed without first being deprecated.",
        "met": true,
        "evidence": [
         {
          "path": null,
          "detail": "20 tagged releases compared"
         }
        ],
        "note": ""
       }
      ]
     }
    },
    "level_name": "ad hoc",
    "applicable": true
   },
   {
    "key": "events",
    "title": "Events",
    "level": 1,
    "rationale": "Internal events exist (signals, queues, an outbox, emitters).",
    "evidence": [
     {
      "signal": "L1 internal-events",
      "detail": "24 matches",
      "path": "pygeoapi/api/__init__.py",
      "weight": 1
     }
    ],
    "metrics": {},
    "gaps": [
     "L2 Webhooks sent by this system, or a streaming endpoint (SSE, WebSocket). (no outbound webhooks or streams)"
    ],
    "question": "Can others react to state changes without polling?",
    "best_surface": "service",
    "surfaces": {
     "service": {
      "level": 1,
      "first_missing": "outbound",
      "requirements": [
       {
        "level": 1,
        "id": "internal-events",
        "text": "Internal events exist (signals, queues, an outbox, emitters).",
        "met": true,
        "evidence": [
         {
          "path": "pygeoapi/api/__init__.py",
          "detail": "24 matches"
         },
         {
          "path": "pygeoapi/api/pubsub.py",
          "detail": "8 matches"
         },
         {
          "path": "pygeoapi/asyncapi.py",
          "detail": "4 matches"
         },
         {
          "path": "pygeoapi/plugin.py",
          "detail": "4 matches"
         },
         {
          "path": "pygeoapi/api/itemtypes.py",
          "detail": "3 matches"
         },
         {
          "path": "pygeoapi/api/processes.py",
          "detail": "3 matches"
         },
         {
          "path": "pygeoapi/provider/oracle.py",
          "detail": "3 matches"
         },
         {
          "path": "pygeoapi/pubsub/base.py",
          "detail": "2 matches"
         },
         {
          "path": "pygeoapi/pubsub/mqtt.py",
          "detail": "2 matches"
         },
         {
          "path": "pygeoapi/provider/sqlite.py",
          "detail": "1 match"
         },
         {
          "path": "pygeoapi/pubsub/http.py",
          "detail": "1 match"
         },
         {
          "path": "pygeoapi/pubsub/kafka.py",
          "detail": "1 match"
         }
        ],
        "note": ""
       },
       {
        "level": 2,
        "id": "outbound",
        "text": "Webhooks sent by this system, or a streaming endpoint (SSE, WebSocket).",
        "met": false,
        "evidence": [],
        "note": "no outbound webhooks or streams"
       },
       {
        "level": 3,
        "id": "robust-delivery",
        "text": "Signed webhooks registrable through the API, or two mechanisms (webhooks, streams, a broker).",
        "met": false,
        "evidence": [],
        "note": "one delivery mechanism, or webhooks that are unsigned or not registrable through the API"
       },
       {
        "level": 4,
        "id": "event-contract",
        "text": "Events are described by AsyncAPI or CloudEvents.",
        "met": true,
        "evidence": [
         {
          "path": "pygeoapi/resources/schemas/asyncapi/asyncapi-3.0.0.json",
          "detail": ""
         },
         {
          "path": "pygeoapi/api/pubsub.py",
          "detail": "1 match"
         },
         {
          "path": "pygeoapi/asyncapi.py",
          "detail": "1 match"
         }
        ],
        "note": ""
       }
      ]
     }
    },
    "level_name": "ad hoc",
    "applicable": true
   },
   {
    "key": "identity",
    "title": "Identity",
    "level": 0,
    "rationale": "Not yet: Programmatic authentication (bearer tokens, API keys).",
    "evidence": [],
    "metrics": {},
    "gaps": [
     "L1 Programmatic authentication (bearer tokens, API keys). (no token auth)"
    ],
    "question": "Can a machine act with its own revocable, least-privilege identity?",
    "best_surface": "service",
    "surfaces": {
     "service": {
      "level": 0,
      "first_missing": "token-auth",
      "requirements": [
       {
        "level": 1,
        "id": "token-auth",
        "text": "Programmatic authentication (bearer tokens, API keys).",
        "met": false,
        "evidence": [],
        "note": "no token auth"
       },
       {
        "level": 2,
        "id": "managed-credentials",
        "text": "Per-client, revocable credentials (managed API keys, service accounts) or OAuth2.",
        "met": false,
        "evidence": [],
        "note": "no managed keys or OAuth"
       },
       {
        "level": 3,
        "id": "scopes",
        "text": "Credentials carry scopes or permissions.",
        "met": true,
        "evidence": [
         {
          "path": "pygeoapi/starlette_app.py",
          "detail": "4 matches"
         },
         {
          "path": "pygeoapi/api/__init__.py",
          "detail": "1 match"
         }
        ],
        "note": ""
       },
       {
        "level": 4,
        "id": "federation",
        "text": "Standard provisioning or federation (OIDC client credentials, SCIM).",
        "met": false,
        "evidence": [],
        "note": "no OIDC client credentials or SCIM"
       }
      ]
     }
    },
    "level_name": "absent",
    "applicable": true
   },
   {
    "key": "portability",
    "title": "Data portability",
    "level": 0,
    "rationale": "Not yet: The data schema is explicit (migrations, DDL, schema files).",
    "evidence": [],
    "metrics": {},
    "gaps": [
     "L1 The data schema is explicit (migrations, DDL, schema files). (no migrations or schema files)"
    ],
    "question": "Can its data get in and out, in bulk, in open formats, with an explicit schema?",
    "best_surface": "all",
    "surfaces": {
     "all": {
      "level": 0,
      "first_missing": "schema",
      "requirements": [
       {
        "level": 1,
        "id": "schema",
        "text": "The data schema is explicit (migrations, DDL, schema files).",
        "met": false,
        "evidence": [],
        "note": "no migrations or schema files"
       },
       {
        "level": 2,
        "id": "export",
        "text": "An export exists (endpoint or command, not only the UI).",
        "met": false,
        "evidence": [],
        "note": "no export"
       },
       {
        "level": 3,
        "id": "bulk-open",
        "text": "A bulk export in an open format, and a bulk import.",
        "met": false,
        "evidence": [],
        "note": "no import"
       },
       {
        "level": 4,
        "id": "documented-round-trip",
        "text": "The export format is documented and the round trip is tested.",
        "met": false,
        "evidence": [],
        "note": "no round-trip test"
       }
      ]
     }
    },
    "level_name": "absent",
    "applicable": true
   },
   {
    "key": "ergonomics",
    "title": "Agent ergonomics",
    "level": 2,
    "rationale": "[cli] Data on stdout, diagnostics on stderr, non-zero exit on failure.",
    "evidence": [
     {
      "signal": "L1 never-blocks",
      "detail": "no interactive prompts",
      "path": null,
      "weight": 1
     },
     {
      "signal": "L2 streams-and-status",
      "detail": "14 matches",
      "path": "pygeoapi/log.py",
      "weight": 1
     }
    ],
    "metrics": {},
    "gaps": [
     "[service] L1 Errors are machine-readable: consistent JSON over HTTP, or a standard protocol's native error replies (RESP errors, MQTT reason codes, gRPC status, SQLSTATE). (no machine-readable errors)",
     "[cli] L3 Documented exit statuses distinguish error classes, errors are JSON in JSON mode, and color is off when not a TTY. (exit statuses aren't documented)"
    ],
    "question": "Can an automated caller use it without guessing, and recover from failure?",
    "best_surface": "cli",
    "surfaces": {
     "service": {
      "level": 0,
      "first_missing": "json-errors",
      "requirements": [
       {
        "level": 1,
        "id": "json-errors",
        "text": "Errors are machine-readable: consistent JSON over HTTP, or a standard protocol's native error replies (RESP errors, MQTT reason codes, gRPC status, SQLSTATE).",
        "met": false,
        "evidence": [],
        "note": "no machine-readable errors"
       },
       {
        "level": 2,
        "id": "validation-pagination",
        "text": "Field-level validation errors, and paginated lists.",
        "met": true,
        "evidence": [
         {
          "path": "pygeoapi/models/provider/base.py",
          "detail": "4 matches"
         },
         {
          "path": "pygeoapi/models/config.py",
          "detail": "3 matches"
         },
         {
          "path": "pygeoapi/models/openapi.py",
          "detail": "3 matches"
         },
         {
          "path": "pygeoapi/models/provider/mvt.py",
          "detail": "3 matches"
         },
         {
          "path": "pygeoapi/api/admin.py",
          "detail": "1 match"
         },
         {
          "path": "pygeoapi/asyncapi.py",
          "detail": "1 match"
         },
         {
          "path": "pygeoapi/config.py",
          "detail": "1 match"
         },
         {
          "path": "pygeoapi/openapi.py",
          "detail": "1 match"
         },
         {
          "path": "pygeoapi/validator/geojson.py",
          "detail": "1 match"
         },
         {
          "path": "requirements.txt",
          "detail": "2 matches"
         },
         {
          "path": "requirements-django.txt",
          "detail": "1 match"
         },
         {
          "path": "pygeoapi/provider/oracle.py",
          "detail": "47 matches"
         },
         {
          "path": "pygeoapi/provider/sqlite.py",
          "detail": "18 matches"
         }
        ],
        "note": ""
       },
       {
        "level": 3,
        "id": "safe-retries",
        "text": "Typed errors (RFC 9457 over HTTP, or a standard protocol's typed error codes), idempotent writes (Idempotency-Key), and rate-limit signals.",
        "met": false,
        "evidence": [],
        "note": "no typed errors"
       },
       {
        "level": 4,
        "id": "agent-ready",
        "text": "Dry-run or validate-only, conditional requests, and agent docs.",
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        "evidence": [],
        "note": "no dry-run"
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      ]
     },
     "cli": {
      "level": 2,
      "first_missing": "typed-failures",
      "requirements": [
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        "level": 1,
        "id": "never-blocks",
        "text": "Never blocks on a prompt when stdin is not a TTY.",
        "met": true,
        "evidence": [
         {
          "path": null,
          "detail": "no interactive prompts"
         }
        ],
        "note": ""
       },
       {
        "level": 2,
        "id": "streams-and-status",
        "text": "Data on stdout, diagnostics on stderr, non-zero exit on failure.",
        "met": true,
        "evidence": [
         {
          "path": "pygeoapi/log.py",
          "detail": "14 matches"
         },
         {
          "path": "pygeoapi/api/__init__.py",
          "detail": "2 matches"
         },
         {
          "path": "pygeoapi/api/admin.py",
          "detail": "2 matches"
         },
         {
          "path": "pygeoapi/api/collection.py",
          "detail": "2 matches"
         },
         {
          "path": "pygeoapi/api/coverages.py",
          "detail": "2 matches"
         },
         {
          "path": "pygeoapi/api/environmental_data_retrieval.py",
          "detail": "2 matches"
         },
         {
          "path": "pygeoapi/api/itemtypes.py",
          "detail": "2 matches"
         },
         {
          "path": "pygeoapi/api/maps.py",
          "detail": "2 matches"
         },
         {
          "path": "pygeoapi/api/processes.py",
          "detail": "2 matches"
         },
         {
          "path": "pygeoapi/api/pubsub.py",
          "detail": "2 matches"
         },
         {
          "path": "pygeoapi/api/stac.py",
          "detail": "2 matches"
         },
         {
          "path": "pygeoapi/api/tiles.py",
          "detail": "2 matches"
         },
         {
          "path": "pygeoapi/asyncapi.py",
          "detail": "2 matches"
         },
         {
          "path": "pygeoapi/config.py",
          "detail": "2 matches"
         },
         {
          "path": "pygeoapi/crs.py",
          "detail": "2 matches"
         },
         {
          "path": "pygeoapi/formatter/base.py",
          "detail": "2 matches"
         },
         {
          "path": "pygeoapi/formatter/csv_.py",
          "detail": "2 matches"
         },
         {
          "path": "pygeoapi/l10n.py",
          "detail": "2 matches"
         },
         {
          "path": "pygeoapi/linked_data.py",
          "detail": "2 matches"
         },
         {
          "path": "pygeoapi/openapi.py",
          "detail": "2 matches"
         },
         {
          "path": "pygeoapi/plugin.py",
          "detail": "2 matches"
         },
         {
          "path": "pygeoapi/process/base.py",
          "detail": "2 matches"
         },
         {
          "path": "pygeoapi/process/echo.py",
          "detail": "2 matches"
         },
         {
          "path": "pygeoapi/process/hello_world.py",
          "detail": "2 matches"
         },
         {
          "path": "pygeoapi/process/manager/base.py",
          "detail": "2 matches"
         },
         {
          "path": "pygeoapi/process/manager/dummy.py",
          "detail": "2 matches"
         },
         {
          "path": "pygeoapi/process/manager/mongodb_.py",
          "detail": "2 matches"
         },
         {
          "path": "pygeoapi/process/manager/postgresql.py",
          "detail": "2 matches"
         },
         {
          "path": "pygeoapi/process/manager/tinydb_.py",
          "detail": "2 matches"
         },
         {
          "path": "pygeoapi/process/shapely_functions.py",
          "detail": "2 matches"
         },
         {
          "path": "pygeoapi/provider/__init__.py",
          "detail": "2 matches"
         },
         {
          "path": "pygeoapi/provider/azure_.py",
          "detail": "2 matches"
         },
         {
          "path": "pygeoapi/provider/base.py",
          "detail": "2 matches"
         },
         {
          "path": "pygeoapi/provider/base_edr.py",
          "detail": "2 matches"
         },
         {
          "path": "pygeoapi/provider/base_mvt.py",
          "detail": "2 matches"
         },
         {
          "path": "pygeoapi/provider/csv_.py",
          "detail": "2 matches"
         },
         {
          "path": "pygeoapi/provider/csw_facade.py",
          "detail": "2 matches"
         },
         {
          "path": "pygeoapi/provider/elasticsearch_.py",
          "detail": "2 matches"
         },
         {
          "path": "pygeoapi/provider/erddap.py",
          "detail": "2 matches"
         },
         {
          "path": "pygeoapi/provider/esri.py",
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        ],
        "note": ""
       },
       {
        "level": 2,
        "id": "ci-pinned",
        "text": "CI runs the tests; applications pin dependencies (libraries and zero-dependency projects are exempt).",
        "met": false,
        "evidence": [],
        "note": "no lockfile (applications should pin dependencies)"
       },
       {
        "level": 3,
        "id": "fits-and-verified",
        "text": "At least 90% of modules fit 32k tokens and no file exceeds 12k; test/source token ratio at least 0.3; at least 70% of the code is typed.",
        "met": false,
        "evidence": [],
        "note": "79% of modules fit 32k tokens; 2 files over 12k; 45% of code is typed (< 70%)"
       },
       {
        "level": 4,
        "id": "acyclic-documented",
        "text": "No import cycles, and agent docs (AGENTS.md, CLAUDE.md, llms.txt).",
        "met": false,
        "evidence": [],
        "note": "1 import cycles (largest: pygeoapi/__init__.py, pygeoapi/api/__init__.py, pygeoapi/api/collection.py)"
       }
      ]
     }
    },
    "level_name": "ad hoc",
    "applicable": true
   }
  ],
  "estimate": {
   "integrability_index": 1.3,
   "assessed_dimensions": 10,
   "not_applicable": [],
   "retrofit_person_days": 55.8,
   "retrofit_by_dimension": {
    "interface": 0.0,
    "stability": 3.4,
    "events": 6.9,
    "identity": 10.3,
    "portability": 10.3,
    "ergonomics": 2.6,
    "embeddability": 1.7,
    "extensibility": 10.3,
    "observability": 1.7,
    "legibility": 8.6
   },
   "wrappability": "expensive retrofit",
   "assumptions": {
    "target_level": 3,
    "size_factor": 1.08,
    "legibility_multiplier": 1.6,
    "reference_tokens": 250000
   }
  },
  "not_implemented": [],
  "value": {
   "ksloc": 23.47,
   "classic": {
    "person_months": 65.95,
    "schedule_months": 12.3,
    "cost": 742439
   },
   "capture": {
    "tests": 1.0,
    "contract": 1.0,
    "docs": 1.0,
    "capture": 1.0
   },
   "agent_factor": 0.1,
   "reproduce_pm": 6.6,
   "history": {
    "commits": 1528,
    "fix_commits": 366,
    "authors": 147,
    "age_months": 103.2,
    "months_since_last": 0.5
   },
   "knowledge_pm": 14.96,
   "rediscover_pm": 0.0,
   "replacement_pm": 6.6,
   "leverage": 0.91,
   "obsolescence": 0.9,
   "value_pm": 5.42,
   "value_cost": 60973,
   "knowledge_at_risk": 0.0,
   "assumptions": {
    "salary": 56286,
    "overhead": 2.4,
    "cost_per_pm": 11257,
    "floor": 0.1,
    "rediscover_share": 0.5,
    "fix_pm": 0.025,
    "change_pm": 0.005
   }
  },
  "make_or_buy": {
   "verdict": "buy",
   "make_buy_ratio": 8.4958,
   "horizon_years": 3.0,
   "break_even_price_per_year": 2056.71,
   "make": {
    "model": "anthropic:claude-opus-5-5",
    "tokens": {
     "output": 1334922,
     "input": 33373050,
     "cached_input": 28367092
    },
    "final_tokens": 444974,
    "model_cost": 52.4,
    "agent_hours": 14.83,
    "human_days": 8.9,
    "review_days": 8.9,
    "rediscover_days": 0.0,
    "calendar_days": 8.9,
    "build_cost": 4822.94,
    "yearly_cost": 723.44,
    "total_cost": 6993.26
   },
   "buy": {
    "via": {
     "install": "cli",
     "use": "service"
    },
    "adoption_minutes": {
     "install": 15,
     "first_use": 2.0,
     "total": 17.0
    },
    "tokens": {
     "output": 2125,
     "input": 53125,
     "cached_input": 45156
    },
    "model_cost": 0.08,
    "upgrade_minutes_per_year": 240,
    "measured": null,
    "price_per_year": 0.0,
    "fixed_cost": 19.07,
    "yearly_cost": 268.02,
    "total_cost": 823.14
   },
   "assumptions": {
    "day_rate": 536.05,
    "draft_factor": 3.0,
    "context_ratio": 25.0,
    "cached_share": 0.85,
    "review_tokens_per_day": 50000,
    "spec_difficulty": 2.0,
    "maintenance_share": 0.15,
    "model_priced": true
   }
  },
  "agentic": null,
  "review": null,
  "spend": null
 }
}