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Rubrkit

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com.rubrkit/rubrkitv1.0.0 Domain verified

MCP-native AI evaluation: rubric audits, eval suites, and proof reports for AI/LLM output.

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https://www.rubrkit.com/api/v1/mcp

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rubrkit_add_golden_case

Add a golden case (a real edge-case input with a confirmed-correct output) to an artifact bundle via POST /api/v1/artifact-bundles/{artifactBundleId}/golden-cases. Requires artifact_bundles:write for API keys.

inputobject, required

artifactBundleIdstring, required

tagsarray

originstring

weightinteger

criteriaobject

originRefobject

expectedOutputobject

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Rubrkit MCP server | mcptry

Rubrkit

Working · 608 ms

com.rubrkit/rubrkitv1.0.0 Domain verified

MCP-native AI evaluation: rubric audits, eval suites, and proof reports for AI/LLM output.

AI & Agents

Source Website Registry entry

Maintain this server? Claim it

Try it

Call this server's tools from your browser. Nothing to install.

https://www.rubrkit.com/api/v1/mcp

Requests go through mcptry because browsers can't call most MCP servers directly. Header values are sent to the server for that request only and are never stored or logged.

Tool list from our last check. Connect live to refresh it.

rubrkit_add_golden_case

inputobject, required

artifactBundleIdstring, required

tagsarray

originstring

weightinteger

criteriaobject

originRefobject

expectedOutputobject

This tool isn't marked read-only, so it may change something on the server or in an account you connected.

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Tools (41)

rubrkit_add_golden_case

Argument	Type	Description
tags	array
input*	object
origin	string
weight	integer
criteria	object
originRef	object
expectedOutput	object
artifactBundleId*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "artifactBundleId",
    "input"
  ],
  "properties": {
    "tags": {
      "type": "array",
      "items": {
        "type": "string"
      }
    },
    "input": {
      "type": "object"
    },
    "origin": {
      "enum": [
        "audit",
        "human",
        "prod"
      ],
      "type": "string"
    },
    "weight": {
      "type": "integer",
      "minimum": 1
    },
    "criteria": {
      "type": "object"
    },
    "originRef": {
      "type": "object"
    },
    "expectedOutput": {
      "type": "object"
    },
    "artifactBundleId": {
      "type": "string",
      "format": "uuid"
    }
  }
}

rubrkit_apply_audit_rewrite

Apply a completed audit's AI rewrite to the bundle files (a new version per changed file). Requires audits:run for API keys.

Argument	Type	Description
auditRunId*	string
artifactBundleId*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "artifactBundleId",
    "auditRunId"
  ],
  "properties": {
    "auditRunId": {
      "type": "string",
      "format": "uuid"
    },
    "artifactBundleId": {
      "type": "string",
      "format": "uuid"
    }
  }
}

rubrkit_apply_deep_compaction

Save a succeeded deep compaction job's verified result as a new version of the file. Refused if the file changed since the job started. Requires files:write for API keys.

Argument	Type	Description
jobId*	string
fileId*	string
artifactBundleId*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "artifactBundleId",
    "fileId",
    "jobId"
  ],
  "properties": {
    "jobId": {
      "type": "string",
      "format": "uuid"
    },
    "fileId": {
      "type": "string",
      "format": "uuid"
    },
    "artifactBundleId": {
      "type": "string",
      "format": "uuid"
    }
  }
}

rubrkit_compact_artifact_file

Shorten a markdown or text prompt without losing instructions. mode standard (default) is a free deterministic pass that saves a new version unless dryRun is true; requires files:write for API keys. mode deep starts an AI compaction job that uses credits, verifies every instruction was kept, and never saves on its own: poll the returned job, then call rubrkit_apply_deep_compaction; requires compactions:run for API keys.

Argument	Type	Description
mode	string
dryRun	boolean
fileId*	string
artifactBundleId*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "artifactBundleId",
    "fileId"
  ],
  "properties": {
    "mode": {
      "enum": [
        "standard",
        "deep"
      ],
      "type": "string",
      "default": "standard"
    },
    "dryRun": {
      "type": "boolean",
      "default": false
    },
    "fileId": {
      "type": "string",
      "format": "uuid"
    },
    "artifactBundleId": {
      "type": "string",
      "format": "uuid"
    }
  }
}

rubrkit_create_artifact_bundle

Create an artifact bundle through /api/v1/artifact-bundles. Requires artifact_bundles:write for API keys.

Argument	Type	Description
name*	string
settings	object
description	string \| null
customRubric	object

Input schema (JSON)

{
  "type": "object",
  "required": [
    "name"
  ],
  "properties": {
    "name": {
      "type": "string",
      "maxLength": 120,
      "minLength": 1
    },
    "settings": {
      "type": "object",
      "additionalProperties": true
    },
    "description": {
      "type": [
        "string",
        "null"
      ],
      "maxLength": 2000
    },
    "customRubric": {
      "type": "object",
      "additionalProperties": true
    }
  }
}

rubrkit_create_drift_monitor

Create a drift monitor pinned to a file version via POST /api/v1/artifact-bundles/{artifactBundleId}/drift-monitors. Requires artifact_bundles:write for API keys.

Argument	Type	Description
cadence	string
repeats	integer
pinnedVersionId*	string
artifactBundleId*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "artifactBundleId",
    "pinnedVersionId"
  ],
  "properties": {
    "cadence": {
      "type": "string"
    },
    "repeats": {
      "type": "integer",
      "maximum": 5,
      "minimum": 2
    },
    "pinnedVersionId": {
      "type": "string",
      "format": "uuid"
    },
    "artifactBundleId": {
      "type": "string",
      "format": "uuid"
    }
  }
}

rubrkit_delete_artifact_bundle

Archive an artifact bundle (soft delete) through DELETE /api/v1/artifact-bundles/{artifactBundleId}. The bundle moves to the archived state and can be restored or permanently deleted later. Requires artifact_bundles:write for API keys.

Argument	Type	Description
artifactBundleId*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "artifactBundleId"
  ],
  "properties": {
    "artifactBundleId": {
      "type": "string",
      "format": "uuid"
    }
  }
}

rubrkit_estimate_deep_compaction

Estimate the credit cost of a deep compaction of one file before starting it. Requires compactions:run for API keys.

Argument	Type	Description
fileId*	string
artifactBundleId*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "artifactBundleId",
    "fileId"
  ],
  "properties": {
    "fileId": {
      "type": "string",
      "format": "uuid"
    },
    "artifactBundleId": {
      "type": "string",
      "format": "uuid"
    }
  }
}

rubrkit_export_proof_report

Start an async proof report job with export storage enabled by default. Requires evals:run for API keys.

Argument	Type	Description
evalRunId	string
auditRunId	string
sourceFileId	string
includeExport	boolean
rubricVersion	string
candidateFileId	string
artifactBundleId*	string
sourceFileVersionId	string
sourceVersionNumber	integer
candidateFileVersionId	string
candidateVersionNumber	integer

rubrkit_hard_delete_artifact_bundle

Permanently delete an archived artifact bundle and all of its files, versions, and run history through DELETE /api/v1/artifact-bundles/{artifactBundleId}/permanent. This is irreversible and only works on bundles that are already archived. Requires artifact_bundles:write for API keys.

Argument	Type	Description
artifactBundleId*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "artifactBundleId"
  ],
  "properties": {
    "artifactBundleId": {
      "type": "string",
      "format": "uuid"
    }
  }
}

rubrkit_list_artifact_bundle_versions

List bundle-level version events. Requires artifact_bundles:read for API keys.

Argument	Type	Description
limit	integer
artifactBundleId*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "artifactBundleId"
  ],
  "properties": {
    "limit": {
      "type": "integer",
      "default": 100,
      "maximum": 100,
      "minimum": 1
    },
    "artifactBundleId": {
      "type": "string",
      "format": "uuid"
    }
  }
}

rubrkit_list_artifact_bundles

List artifact bundles through /api/v1/artifact-bundles. Requires artifact_bundles:read for API keys.

Argument	Type	Description
limit	integer
status	string

Input schema (JSON)

{
  "type": "object",
  "properties": {
    "limit": {
      "type": "integer",
      "default": 100,
      "maximum": 100,
      "minimum": 1
    },
    "status": {
      "enum": [
        "active",
        "archived",
        "all"
      ],
      "type": "string",
      "default": "active"
    }
  }
}

rubrkit_list_artifact_files

List files in an artifact bundle. Requires files:read for API keys.

Argument	Type	Description
limit	integer
artifactBundleId*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "artifactBundleId"
  ],
  "properties": {
    "limit": {
      "type": "integer",
      "default": 200,
      "maximum": 200,
      "minimum": 1
    },
    "artifactBundleId": {
      "type": "string",
      "format": "uuid"
    }
  }
}

rubrkit_list_audits

List persisted audit history. Requires artifact_bundles:read for API keys.

Argument	Type	Description
limit	integer
artifactBundleId*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "artifactBundleId"
  ],
  "properties": {
    "limit": {
      "type": "integer",
      "default": 25,
      "maximum": 100,
      "minimum": 1
    },
    "artifactBundleId": {
      "type": "string",
      "format": "uuid"
    }
  }
}

rubrkit_list_drift_monitors

List the drift monitors for an artifact bundle via /api/v1/artifact-bundles/{artifactBundleId}/drift-monitors. Requires artifact_bundles:read (or artifacts:pull) for API keys.

Argument	Type	Description
artifactBundleId*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "artifactBundleId"
  ],
  "properties": {
    "artifactBundleId": {
      "type": "string",
      "format": "uuid"
    }
  }
}

rubrkit_list_evals

List eval history. Requires artifact_bundles:read for API keys.

Argument	Type	Description
limit	integer
artifactBundleId*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "artifactBundleId"
  ],
  "properties": {
    "limit": {
      "type": "integer",
      "default": 25,
      "maximum": 100,
      "minimum": 1
    },
    "artifactBundleId": {
      "type": "string",
      "format": "uuid"
    }
  }
}

rubrkit_list_file_versions

List immutable versions for a file. Requires files:read for API keys.

Argument	Type	Description
limit	integer
fileId*	string
artifactBundleId*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "artifactBundleId",
    "fileId"
  ],
  "properties": {
    "limit": {
      "type": "integer",
      "default": 100,
      "maximum": 100,
      "minimum": 1
    },
    "fileId": {
      "type": "string",
      "format": "uuid"
    },
    "artifactBundleId": {
      "type": "string",
      "format": "uuid"
    }
  }
}

rubrkit_list_golden_cases

List the golden cases for an artifact bundle via /api/v1/artifact-bundles/{artifactBundleId}/golden-cases. Requires artifact_bundles:read (or artifacts:pull) for API keys.

Argument	Type	Description
status	string \| null
artifactBundleId*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "artifactBundleId"
  ],
  "properties": {
    "status": {
      "enum": [
        "active",
        "retired",
        null
      ],
      "type": [
        "string",
        "null"
      ]
    },
    "artifactBundleId": {
      "type": "string",
      "format": "uuid"
    }
  }
}

rubrkit_list_job_events

Read append-only job progress events. Requires jobs:read for API keys.

Argument	Type	Description
jobId*	string
limit	integer

Input schema (JSON)

{
  "type": "object",
  "required": [
    "jobId"
  ],
  "properties": {
    "jobId": {
      "type": "string",
      "format": "uuid"
    },
    "limit": {
      "type": "integer",
      "default": 100,
      "maximum": 100,
      "minimum": 1
    }
  }
}

rubrkit_poll_job

Read async job progress. Requires jobs:read for API keys.

Argument	Type	Description
jobId*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "jobId"
  ],
  "properties": {
    "jobId": {
      "type": "string",
      "format": "uuid"
    }
  }
}

rubrkit_read_api_doc

Read a docs/api Markdown guide or OpenAPI source by slug, file name, or docs/api path.

Argument	Type	Description
slugOrPath*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "slugOrPath"
  ],
  "properties": {
    "slugOrPath": {
      "type": "string",
      "minLength": 1
    }
  }
}

rubrkit_read_artifact_bundle

Read artifact bundle details, files, and file tree. Requires artifact_bundles:read for API keys.

Argument	Type	Description
artifactBundleId*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "artifactBundleId"
  ],
  "properties": {
    "artifactBundleId": {
      "type": "string",
      "format": "uuid"
    }
  }
}

rubrkit_read_artifact_file

Read the latest file metadata and content. Requires files:read for API keys.

Argument	Type	Description
fileId*	string
artifactBundleId*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "artifactBundleId",
    "fileId"
  ],
  "properties": {
    "fileId": {
      "type": "string",
      "format": "uuid"
    },
    "artifactBundleId": {
      "type": "string",
      "format": "uuid"
    }
  }
}

rubrkit_read_audit

Read a single audit run. Requires artifact_bundles:read for API keys.

Argument	Type	Description
auditRunId*	string
artifactBundleId*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "artifactBundleId",
    "auditRunId"
  ],
  "properties": {
    "auditRunId": {
      "type": "string",
      "format": "uuid"
    },
    "artifactBundleId": {
      "type": "string",
      "format": "uuid"
    }
  }
}

rubrkit_read_drift_observations

List the recorded observations for a drift monitor via /api/v1/drift-monitors/{driftMonitorId}/observations. Requires artifact_bundles:read (or artifacts:pull) for API keys.

Argument	Type	Description
driftMonitorId*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "driftMonitorId"
  ],
  "properties": {
    "driftMonitorId": {
      "type": "string",
      "format": "uuid"
    }
  }
}

rubrkit_read_eval

Read one eval run, including the `stats` statistical verdict on advanced-mode runs (empty for standard runs). Requires artifact_bundles:read for API keys.

Argument	Type	Description
evalRunId*	string
artifactBundleId*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "artifactBundleId",
    "evalRunId"
  ],
  "properties": {
    "evalRunId": {
      "type": "string",
      "format": "uuid"
    },
    "artifactBundleId": {
      "type": "string",
      "format": "uuid"
    }
  }
}

rubrkit_read_input_drift

Compare recent production inputs against a prior reference window (population stability index) for an artifact bundle via GET /api/v1/artifact-bundles/{artifactBundleId}/drift/input. Requires artifact_bundles:read (or artifacts:pull) for API keys.

Argument	Type	Description
binCount	integer
windowDays	integer
artifactBundleId*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "artifactBundleId"
  ],
  "properties": {
    "binCount": {
      "type": "integer",
      "minimum": 1
    },
    "windowDays": {
      "type": "integer",
      "minimum": 1
    },
    "artifactBundleId": {
      "type": "string",
      "format": "uuid"
    }
  }
}

rubrkit_read_openapi_contract

Read the canonical docs/api/openapi.yaml contract.

No arguments.

Input schema (JSON)

{
  "type": "object",
  "properties": {}
}

rubrkit_read_proof_report

Read one proof report. Requires artifact_bundles:read for API keys.

Argument	Type	Description
proofReportId*	string
artifactBundleId*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "artifactBundleId",
    "proofReportId"
  ],
  "properties": {
    "proofReportId": {
      "type": "string",
      "format": "uuid"
    },
    "artifactBundleId": {
      "type": "string",
      "format": "uuid"
    }
  }
}

rubrkit_read_validity_drift

Correlate rubric scores against recorded outcome metrics for an artifact bundle to check whether the rubric is still predictive via GET /api/v1/artifact-bundles/{artifactBundleId}/drift/validity. Requires artifact_bundles:read (or artifacts:pull) for API keys.

Argument	Type	Description
artifactBundleId*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "artifactBundleId"
  ],
  "properties": {
    "artifactBundleId": {
      "type": "string",
      "format": "uuid"
    }
  }
}

rubrkit_record_outcome

Record a production outcome event (input feature, metric, and/or label) for an artifact bundle via POST /api/v1/artifact-bundles/{artifactBundleId}/outcomes. Requires artifact_bundles:write for API keys.

Argument	Type	Description
inputHash	string
occurredAt	string
inputFeature	number
outcomeLabel	string
outcomeMetric	number
artifactBundleId*	string
artifactVersionId	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "artifactBundleId"
  ],
  "properties": {
    "inputHash": {
      "type": "string"
    },
    "occurredAt": {
      "type": "string",
      "format": "date-time"
    },
    "inputFeature": {
      "type": "number"
    },
    "outcomeLabel": {
      "type": "string"
    },
    "outcomeMetric": {
      "type": "number"
    },
    "artifactBundleId": {
      "type": "string",
      "format": "uuid"
    },
    "artifactVersionId": {
      "type": "string",
      "format": "uuid"
    }
  }
}

rubrkit_restore_artifact_bundle_version

Restore files from a prior artifact-bundle version by creating new file versions. Requires artifact_bundles:write and files:write for API keys.

Argument	Type	Description
message	string
versionNumber*	integer
artifactBundleId*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "artifactBundleId",
    "versionNumber"
  ],
  "properties": {
    "message": {
      "type": "string",
      "maxLength": 500
    },
    "versionNumber": {
      "type": "integer",
      "minimum": 1
    },
    "artifactBundleId": {
      "type": "string",
      "format": "uuid"
    }
  }
}

rubrkit_restore_file_version

Restore a prior file version by creating a new version. Requires files:write for API keys.

Argument	Type	Description
fileId*	string
message	string
versionNumber*	integer
artifactBundleId*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "artifactBundleId",
    "fileId",
    "versionNumber"
  ],
  "properties": {
    "fileId": {
      "type": "string",
      "format": "uuid"
    },
    "message": {
      "type": "string",
      "maxLength": 500
    },
    "versionNumber": {
      "type": "integer",
      "minimum": 1
    },
    "artifactBundleId": {
      "type": "string",
      "format": "uuid"
    }
  }
}

rubrkit_retire_golden_case

Retire a golden case via DELETE /api/v1/golden-cases/{goldenCaseId}. Requires artifact_bundles:write for API keys.

Argument	Type	Description
goldenCaseId*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "goldenCaseId"
  ],
  "properties": {
    "goldenCaseId": {
      "type": "string",
      "format": "uuid"
    }
  }
}

rubrkit_run_drift_check

Queue a drift check immediately instead of waiting for the monitor's schedule, via POST /api/v1/drift-monitors/{driftMonitorId}/check. The first check on a new monitor calibrates its baseline. Costs one audit per repeat. Requires artifact_bundles:write for API keys.

Argument	Type	Description
driftMonitorId*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "driftMonitorId"
  ],
  "properties": {
    "driftMonitorId": {
      "type": "string",
      "format": "uuid"
    }
  }
}

rubrkit_run_evals

Start an async eval run. Requires evals:run for API keys. Set mode: "advanced" with baselineVersionId and candidateVersionId to run a statistically-backed A/B (repeats defaults to 3, max 5).

Argument	Type	Description
mode	string
repeats	integer
maxCases	integer
testCases	array
auditRunId	string
sourceFileId	string
rubricVersion	string
candidateFileId	string
artifactBundleId*	string
baselineVersionId	string
candidateVersionId	string

rubrkit_search_api_docs

Search the canonical docs/api Markdown guides and OpenAPI operation summaries.

Argument	Type	Description
limit	integer
query*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "query"
  ],
  "properties": {
    "limit": {
      "type": "integer",
      "default": 8,
      "maximum": 20,
      "minimum": 1
    },
    "query": {
      "type": "string",
      "minLength": 1
    }
  }
}

rubrkit_set_drift_monitor_status

Pause or resume a drift monitor via PATCH /api/v1/drift-monitors/{driftMonitorId}. Requires artifact_bundles:write for API keys.

Argument	Type	Description
status*	string
driftMonitorId*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "driftMonitorId",
    "status"
  ],
  "properties": {
    "status": {
      "enum": [
        "active",
        "paused"
      ],
      "type": "string"
    },
    "driftMonitorId": {
      "type": "string",
      "format": "uuid"
    }
  }
}

rubrkit_start_audit

Start an async audit job. Audit results are cached per account by a content hash of their inputs; pass force: true to bypass the cache and run a fresh audit (the same as the CLI's --no-cache flag). Requires audits:run for API keys.

Argument	Type	Description
force	boolean
modelTier	string
rubricKey	string
artifactType	string
targetFileId	string
reasoningEffort	string
artifactBundleId*	string
customRequirements	array
targetVersionNumber	integer
artifactBundleVersionNumber	integer

Input schema (JSON)

rubrkit_update_artifact_file

Write a new editable version for a file. Requires files:write for API keys.

Argument	Type	Description
fileId*	string
content*	string
message	string
mediaType	string
artifactBundleId*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "artifactBundleId",
    "fileId",
    "content"
  ],
  "properties": {
    "fileId": {
      "type": "string",
      "format": "uuid"
    },
    "content": {
      "type": "string"
    },
    "message": {
      "type": "string",
      "maxLength": 500
    },
    "mediaType": {
      "type": "string"
    },
    "artifactBundleId": {
      "type": "string",
      "format": "uuid"
    }
  }
}

rubrkit_upload_artifact_files

Upload one or more text files into an artifact bundle. Requires files:write for API keys.

Argument	Type	Description
files*	array
artifactBundleId*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "artifactBundleId",
    "files"
  ],
  "properties": {
    "files": {
      "type": "array",
      "items": {
        "type": "object",
        "required": [
          "path",
          "content"
        ],
        "properties": {
          "path": {
            "type": "string",
            "minLength": 1
          },
          "content": {
            "type": "string"
          },
          "message": {
            "type": "string",
            "maxLength": 500
          },
          "mediaType": {
            "type": "string"
          },
          "artifactType": {
            "type": "string"
          }
        }
      },
      "minItems": 1
    },
    "artifactBundleId": {
      "type": "string",
      "format": "uuid"
    }
  }
}

{
  "type": "object",
  "required": [
    "artifactBundleId"
  ],
  "properties": {
    "force": {
      "type": "boolean",
      "default": false
    },
    "modelTier": {
      "enum": [
        "cheap",
        "standard",
        "premium"
      ],
      "type": "string"
    },
    "rubricKey": {
      "type": "string"
    },
    "artifactType": {
      "type": "string"
    },
    "targetFileId": {
      "type": "string",
      "format": "uuid"
    },
    "reasoningEffort": {
      "enum": [
        "minimal",
        "low",
        "medium",
        "high"
      ],
      "type": "string"
    },
    "artifactBundleId": {
      "type": "string",
      "format": "uuid"
    },
    "customRequirements": {
      "type": "array",
      "items": {
        "type": "string"
      }
    },
    "targetVersionNumber": {
      "type": "integer",
      "minimum": 1
    },
    "artifactBundleVersionNumber": {
      "type": "integer",
      "minimum": 1
    }
  }
}