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prepare_workload_dependencies

Read-onlyIdempotent

Inspect declared Python workload distributions in the bound interpreter to decide whether to capture or fix the environment without installing packages, mutating environments, or executing user code.

Instructions

Inspect declared workload Python distributions in its bound interpreter.

This operation never installs packages, mutates an environment, or executes the workload; in other words, it never executes user code. The result includes an active preflight and tells the agent whether to plan capture or fix the declared environment outside Flameox.

Input Schema

TableJSON Schema

Name	Required	Description	Default
`workload_name`	Yes	Declared workload whose Python distribution requirements are inspected.

Output Schema

TableJSON Schema

Name	Required	Description	Default
No arguments

Schema Changelog

Changes observed during successful MCP inspections. Dates show when Glama detected each change.

Changed92 schema fields changedv0.1.15Aug 30, 2026

changedInput schema / properties / workload_name / description

Previous value: -"Declared workload whose Python distribution requirements are installed."New value: +"Declared workload whose Python distribution requirements are inspected."

addedOutput schema / $defs / ActionId

Added value: +{
+  "description": "Stable product-level identities for executable agent workflow edges.",
+  "enum": [
+    "workspace.initialize",
+    "workload.configuration.inspect",
+    "workload.configure",
+    "capabilities.inspect",
+    "capabilities.setup.start",
+    "capabilities.setup.status",
+    "adapter.prepare",
+    "workload.dependencies.prepare",
+    "workflow.list",
+    "workflow.get",
+    "fault_experiment.plan",
+    "capture.plan",
+    "capture.detached.start",
+    "capture.detached.status",
+    "catalog.rebuild",
+    "run.list",
+    "artifact.list",
+    "artifact.preview",
+    "artifact.native_viewer.plan",
+    "artifact.import",
+    "artifact.import.xctrace",
+    "artifact.extract.perfetto",
+    "artifact.extract.memray",
+    "artifact.extract.status",
+    "artifact.extract.nsight_systems",
+    "artifact.extract.nsight_compute",
+    "artifact.extract.compute_sanitizer",
+    "inference.server.configure",
+    "inference.configuration.list",
+    "inference.scenario.plan",
+    "reduction.execute",
+    "reduction.status",
+    "analysis.memory",
+    "analysis.nsight_compute"
+  ],
+  "title": "ActionId",
+  "type": "string"
+}

removedOutput schema / $defs / ConfigureInferenceRecovery

Removed value: -{
-  "additionalProperties": false,
-  "properties": {
-    "kind": {
-      "const": "configure_inference",
-      "title": "Kind",
-      "type": "string"
-    },
-    "next_tool": {
-      "enum": [
-        "configure_inference_server",
-        "list_inference_configurations"
-      ],
-      "title": "Next Tool",
-      "type": "string"
-    },
-    "retry_after_ms": {
-      "default": null,
-      "title": "Retry After Ms",
-      "type": "null"
-    },
-    "safe_to_repeat_same_call": {
-      "const": false,
-      "default": false,
-      "title": "Safe To Repeat Same Call",
-      "type": "boolean"
-    }
-  },
-  "required": [
-    "kind",
-    "next_tool"
-  ],
-  "title": "ConfigureInferenceRecovery",
-  "type": "object"
-}

removedOutput schema / $defs / ConfigureWorkloadRecovery

Removed value: -{
-  "additionalProperties": false,
-  "properties": {
-    "context": {
-      "anyOf": [
-        {
-          "$ref": "#/$defs/ConfigureWorkloadRecoveryContext"
-        },
-        {
-          "type": "null"
-        }
-      ],
-      "default": null
-    },
-    "kind": {
-      "const": "configure_workload",
-      "title": "Kind",
-      "type": "string"
-    },
-    "next_tool": {
-      "const": "configure_workload",
-      "title": "Next Tool",
-      "type": "string"
-    },
-    "retry_after_ms": {
-      "default": null,
-      "title": "Retry After Ms",
-      "type": "null"
-    },
-    "safe_to_repeat_same_call": {
-      "const": false,
-      "default": false,
-      "title": "Safe To Repeat Same Call",
-      "type": "boolean"
-    }
-  },
-  "required": [
-    "kind",
-    "next_tool"
-  ],
-  "title": "ConfigureWorkloadRecovery",
-  "type": "object"
-}

removedOutput schema / $defs / ConfigureWorkloadRecoveryContext

Removed value: -{
-  "additionalProperties": false,
-  "description": "Typed arguments for the safe structured configuration recovery.",
-  "properties": {
-    "config_path": {
-      "const": "flameox.toml",
-      "default": "flameox.toml",
-      "title": "Config Path",
-      "type": "string"
-    },
-    "kind": {
-      "const": "configure_workload",
-      "title": "Kind",
-      "type": "string"
-    },
-    "operation": {
-      "const": "create",
-      "default": "create",
-      "title": "Operation",
-      "type": "string"
-    }
-  },
-  "required": [
-    "kind"
-  ],
-  "title": "ConfigureWorkloadRecoveryContext",
-  "type": "object"
-}

removedOutput schema / $defs / DiscoverArtifactsRecovery

Removed value: -{
-  "additionalProperties": false,
-  "properties": {
-    "kind": {
-      "const": "discover_artifacts",
-      "title": "Kind",
-      "type": "string"
-    },
-    "next_tool": {
-      "const": "list_artifacts",
-      "title": "Next Tool",
-      "type": "string"
-    },
-    "retry_after_ms": {
-      "default": null,
-      "title": "Retry After Ms",
-      "type": "null"
-    },
-    "safe_to_repeat_same_call": {
-      "const": false,
-      "default": false,
-      "title": "Safe To Repeat Same Call",
-      "type": "boolean"
-    }
-  },
-  "required": [
-    "kind",
-    "next_tool"
-  ],
-  "title": "DiscoverArtifactsRecovery",
-  "type": "object"
-}

removedOutput schema / $defs / DiscoverRunsRecovery

Removed value: -{
-  "additionalProperties": false,
-  "properties": {
-    "kind": {
-      "const": "discover_runs",
-      "title": "Kind",
-      "type": "string"
-    },
-    "next_tool": {
-      "const": "list_runs",
-      "title": "Next Tool",
-      "type": "string"
-    },
-    "retry_after_ms": {
-      "default": null,
-      "title": "Retry After Ms",
-      "type": "null"
-    },
-    "safe_to_repeat_same_call": {
-      "const": false,
-      "default": false,
-      "title": "Safe To Repeat Same Call",
-      "type": "boolean"
-    }
-  },
-  "required": [
-    "kind",
-    "next_tool"
-  ],
-  "title": "DiscoverRunsRecovery",
-  "type": "object"
-}

removedOutput schema / $defs / DiscoverWorkflowsRecovery

Removed value: -{
-  "additionalProperties": false,
-  "properties": {
-    "kind": {
-      "const": "discover_workflows",
-      "title": "Kind",
-      "type": "string"
-    },
-    "next_tool": {
-      "enum": [
-        "list_declared_workflows",
-        "get_declared_workflow"
-      ],
-      "title": "Next Tool",
-      "type": "string"
-    },
-    "retry_after_ms": {
-      "default": null,
-      "title": "Retry After Ms",
-      "type": "null"
-    },
-    "safe_to_repeat_same_call": {
-      "const": false,
-      "default": false,
-      "title": "Safe To Repeat Same Call",
-      "type": "boolean"
-    }
-  },
-  "required": [
-    "kind",
-    "next_tool"
-  ],
-  "title": "DiscoverWorkflowsRecovery",
-  "type": "object"
-}

changedOutput schema / $defs / ErrorCode / enum

Previous value: -[
-  "INVALID_ARGUMENTS",
-  "WORKSPACE_NOT_FOUND",
-  "WORKSPACE_INVALID",
-  "RUN_NOT_FOUND",
-  "CAPABILITY_UNAVAILABLE",
-  "INVALID_CAPTURE_PLAN",
-  "EXECUTION_REFUSED",
-  "PROCESS_FAILED",
-  "PROCESS_TIMEOUT",
-  "PROCESS_CANCELLED",
-  "ARTIFACT_TOO_LARGE",
-  "ARTIFACT_INTEGRITY_FAILED",
-  "ARTIFACT_PARSE_FAILED",
-  "EVIDENCE_SCHEMA_MISMATCH",
-  "COMPARISON_INVALID",
-  "QUERY_BUDGET_EXCEEDED",
-  "STORAGE_QUOTA_EXCEEDED",
-  "WRITE_LOCK_TIMEOUT",
-  "SENSITIVE_ARTIFACT_REFUSED",
-  "REVISION_CONFLICT",
-  "STALE_CURSOR",
-  "INTERNAL_ERROR"
-]New value: +[
+  "INVALID_ARGUMENTS",
+  "WORKSPACE_NOT_FOUND",
+  "WORKSPACE_INVALID",
+  "RUN_NOT_FOUND",
+  "CAPABILITY_UNAVAILABLE",
+  "INVALID_CAPTURE_PLAN",
+  "PLAN_ID_MISMATCH",
+  "PLAN_TOKEN_UNKNOWN",
+  "PLAN_TOKEN_EXPIRED",
+  "PLAN_TOKEN_CONSUMED",
+  "EXECUTION_REFUSED",
+  "PROCESS_FAILED",
+  "PROCESS_TIMEOUT",
+  "PROCESS_CANCELLED",
+  "ARTIFACT_TOO_LARGE",
+  "ARTIFACT_NOT_FOUND",
+  "ARTIFACT_INTEGRITY_FAILED",
+  "ARTIFACT_PARSE_FAILED",
+  "ADAPTER_INCOMPATIBLE",
+  "EVIDENCE_SCHEMA_MISMATCH",
+  "COMPARISON_INVALID",
+  "QUERY_BUDGET_EXCEEDED",
+  "STORAGE_QUOTA_EXCEEDED",
+  "WRITE_LOCK_TIMEOUT",
+  "LOCK_ORDER_VIOLATION",
+  "SENSITIVE_ARTIFACT_REFUSED",
+  "REVISION_CONFLICT",
+  "STALE_CURSOR",
+  "INTERNAL_ERROR"
+]

addedOutput schema / $defs / ExternalAction

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "instruction": {
+      "maxLength": 500,
+      "minLength": 1,
+      "title": "Instruction",
+      "type": "string"
+    },
+    "kind": {
+      "const": "external",
+      "default": "external",
+      "title": "Kind",
+      "type": "string"
+    },
+    "system": {
+      "maxLength": 100,
+      "minLength": 1,
+      "title": "System",
+      "type": "string"
+    }
+  },
+  "required": [
+    "instruction",
+    "system"
+  ],
+  "title": "ExternalAction",
+  "type": "object"
+}

removedOutput schema / $defs / ExtractPerfettoRecovery

Removed value: -{
-  "additionalProperties": false,
-  "properties": {
-    "context": {
-      "anyOf": [
-        {
-          "$ref": "#/$defs/ExtractPerfettoRecoveryContext"
-        },
-        {
-          "type": "null"
-        }
-      ],
-      "default": null
-    },
-    "kind": {
-      "const": "extract_perfetto",
-      "title": "Kind",
-      "type": "string"
-    },
-    "next_tool": {
-      "const": "extract_perfetto",
-      "title": "Next Tool",
-      "type": "string"
-    },
-    "retry_after_ms": {
-      "default": null,
-      "title": "Retry After Ms",
-      "type": "null"
-    },
-    "safe_to_repeat_same_call": {
-      "const": true,
-      "default": true,
-      "title": "Safe To Repeat Same Call",
-      "type": "boolean"
-    }
-  },
-  "required": [
-    "kind",
-    "next_tool"
-  ],
-  "title": "ExtractPerfettoRecovery",
-  "type": "object"
-}

removedOutput schema / $defs / ExtractPerfettoRecoveryContext

Removed value: -{
-  "additionalProperties": false,
-  "properties": {
-    "kind": {
-      "const": "extract_perfetto",
-      "title": "Kind",
-      "type": "string"
-    },
-    "run_id": {
-      "minLength": 1,
-      "title": "Run Id",
-      "type": "string"
-    }
-  },
-  "required": [
-    "kind",
-    "run_id"
-  ],
-  "title": "ExtractPerfettoRecoveryContext",
-  "type": "object"
-}

removedOutput schema / $defs / FailurePayload / properties / schema_version

Removed value: -{
-  "const": 1,
-  "title": "Schema Version",
-  "type": "integer"
-}

changedOutput schema / $defs / FailurePayload / required

Previous value: -[
-  "schema_version",
-  "ok",
-  "result",
-  "error"
-]New value: +[
+  "ok",
+  "result",
+  "error"
+]

removedOutput schema / $defs / ImportArtifactRecovery

Removed value: -{
-  "additionalProperties": false,
-  "properties": {
-    "kind": {
-      "const": "import_artifact",
-      "title": "Kind",
-      "type": "string"
-    },
-    "next_tool": {
-      "const": "import_artifact",
-      "title": "Next Tool",
-      "type": "string"
-    },
-    "retry_after_ms": {
-      "default": null,
-      "title": "Retry After Ms",
-      "type": "null"
-    },
-    "safe_to_repeat_same_call": {
-      "const": false,
-      "default": false,
-      "title": "Safe To Repeat Same Call",
-      "type": "boolean"
-    }
-  },
-  "required": [
-    "kind",
-    "next_tool"
-  ],
-  "title": "ImportArtifactRecovery",
-  "type": "object"
-}

removedOutput schema / $defs / InitializeWorkspaceRecovery

Removed value: -{
-  "additionalProperties": false,
-  "properties": {
-    "kind": {
-      "const": "initialize_workspace",
-      "title": "Kind",
-      "type": "string"
-    },
-    "next_tool": {
-      "const": "initialize_workspace",
-      "title": "Next Tool",
-      "type": "string"
-    },
-    "retry_after_ms": {
-      "default": null,
-      "title": "Retry After Ms",
-      "type": "null"
-    },
-    "safe_to_repeat_same_call": {
-      "const": false,
-      "default": false,
-      "title": "Safe To Repeat Same Call",
-      "type": "boolean"
-    }
-  },
-  "required": [
-    "kind",
-    "next_tool"
-  ],
-  "title": "InitializeWorkspaceRecovery",
-  "type": "object"
-}

removedOutput schema / $defs / InspectCapabilitiesRecovery

Removed value: -{
-  "additionalProperties": false,
-  "properties": {
-    "kind": {
-      "const": "inspect_capabilities",
-      "title": "Kind",
-      "type": "string"
-    },
-    "next_tool": {
-      "const": "list_capabilities",
-      "title": "Next Tool",
-      "type": "string"
-    },
-    "retry_after_ms": {
-      "default": null,
-      "title": "Retry After Ms",
-      "type": "null"
-    },
-    "safe_to_repeat_same_call": {
-      "const": false,
-      "default": false,
-      "title": "Safe To Repeat Same Call",
-      "type": "boolean"
-    }
-  },
-  "required": [
-    "kind",
-    "next_tool"
-  ],
-  "title": "InspectCapabilitiesRecovery",
-  "type": "object"
-}

removedOutput schema / $defs / InspectWorkloadConfigurationRecovery

Removed value: -{
-  "additionalProperties": false,
-  "properties": {
-    "kind": {
-      "const": "inspect_workload_configuration",
-      "title": "Kind",
-      "type": "string"
-    },
-    "next_tool": {
-      "const": "workload_configuration_status",
-      "title": "Next Tool",
-      "type": "string"
-    },
-    "retry_after_ms": {
-      "default": null,
-      "title": "Retry After Ms",
-      "type": "null"
-    },
-    "safe_to_repeat_same_call": {
-      "const": false,
-      "default": false,
-      "title": "Safe To Repeat Same Call",
-      "type": "boolean"
-    }
-  },
-  "required": [
-    "kind",
-    "next_tool"
-  ],
-  "title": "InspectWorkloadConfigurationRecovery",
-  "type": "object"
-}

addedOutput schema / $defs / ManualAction

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "instruction": {
+      "maxLength": 500,
+      "minLength": 1,
+      "title": "Instruction",
+      "type": "string"
+    },
+    "kind": {
+      "const": "manual",
+      "default": "manual",
+      "title": "Kind",
+      "type": "string"
+    },
+    "missing_arguments": {
+      "default": [],
+      "items": {
+        "type": "string"
+      },
+      "title": "Missing Arguments",
+      "type": "array"
+    },
+    "suggested_action": {
+      "anyOf": [
+        {
+          "$ref": "#/$defs/ActionId"
+        },
+        {
+          "type": "null"
+        }
+      ],
+      "default": null
+    }
+  },
+  "required": [
+    "instruction"
+  ],
+  "title": "ManualAction",
+  "type": "object"
+}

removedOutput schema / $defs / ManualConfigurationRecoveryContext

Removed value: -{
-  "additionalProperties": false,
-  "description": "Typed context for configuration that cannot be safely rewritten by MCP.",
-  "properties": {
-    "config_path": {
-      "const": "flameox.toml",
-      "default": "flameox.toml",
-      "title": "Config Path",
-      "type": "string"
-    },
-    "diagnostic": {
-      "maxLength": 500,
-      "title": "Diagnostic",
-      "type": "string"
-    },
-    "kind": {
-      "const": "manual_configuration",
-      "title": "Kind",
-      "type": "string"
-    },
-    "verification_tool": {
-      "const": "workload_configuration_status",
-      "default": "workload_configuration_status",
-      "title": "Verification Tool",
-      "type": "string"
-    }
-  },
-  "required": [
-    "kind",
-    "diagnostic"
-  ],
-  "title": "ManualConfigurationRecoveryContext",
-  "type": "object"
-}

removedOutput schema / $defs / ManualRecovery

Removed value: -{
-  "additionalProperties": false,
-  "properties": {
-    "context": {
-      "anyOf": [
-        {
-          "$ref": "#/$defs/ManualConfigurationRecoveryContext"
-        },
-        {
-          "type": "null"
-        }
-      ],
-      "default": null
-    },
-    "kind": {
-      "const": "manual",
-      "title": "Kind",
-      "type": "string"
-    },
-    "next_tool": {
-      "default": null,
-      "title": "Next Tool",
-      "type": "null"
-    },
-    "retry_after_ms": {
-      "default": null,
-      "title": "Retry After Ms",
-      "type": "null"
-    },
-    "safe_to_repeat_same_call": {
-      "const": false,
-      "default": false,
-      "title": "Safe To Repeat Same Call",
-      "type": "boolean"
-    }
-  },
-  "required": [
-    "kind"
-  ],
-  "title": "ManualRecovery",
-  "type": "object"
-}

addedOutput schema / $defs / NextAction

Added value: +{
+  "discriminator": {
+    "mapping": {
+      "external": "#/$defs/ExternalAction",
+      "manual": "#/$defs/ManualAction",
+      "tool": "#/$defs/ToolAction"
+    },
+    "propertyName": "kind"
+  },
+  "oneOf": [
+    {
+      "$ref": "#/$defs/ToolAction"
+    },
+    {
+      "$ref": "#/$defs/ManualAction"
+    },
+    {
+      "$ref": "#/$defs/ExternalAction"
+    }
+  ]
+}

addedOutput schema / $defs / PreflightDisposition

Added value: +{
+  "enum": [
+    "ready",
+    "blocked",
+    "exploratory"
+  ],
+  "title": "PreflightDisposition",
+  "type": "string"
+}

addedOutput schema / $defs / PreflightReport / properties / disposition / $ref
```
Added value: +"#/$defs/PreflightDisposition"
```
removedOutput schema / $defs / PreflightReport / properties / disposition / enum
```
Removed value: -[
-  "ready",
-  "blocked",
-  "exploratory"
-]
```
removedOutput schema / $defs / PreflightReport / properties / disposition / title
```
Removed value: -"Disposition"
```
removedOutput schema / $defs / PreflightReport / properties / disposition / type
```
Removed value: -"string"
```
addedOutput schema / $defs / PreflightReport / properties / mode / $ref
```
Added value: +"#/$defs/ProbeKind"
```
removedOutput schema / $defs / PreflightReport / properties / mode / enum
```
Removed value: -[
-  "passive",
-  "active"
-]
```
removedOutput schema / $defs / PreflightReport / properties / mode / title
```
Removed value: -"Mode"
```
removedOutput schema / $defs / PreflightReport / properties / mode / type
```
Removed value: -"string"
```

removedOutput schema / $defs / PreflightReport / properties / schema_version

Removed value: -{
-  "const": 1,
-  "default": 1,
-  "title": "Schema Version",
-  "type": "integer"
-}

removedOutput schema / $defs / PrepareAdapterRecovery

Removed value: -{
-  "additionalProperties": false,
-  "properties": {
-    "kind": {
-      "const": "prepare_adapter",
-      "title": "Kind",
-      "type": "string"
-    },
-    "next_tool": {
-      "const": "prepare_adapter",
-      "title": "Next Tool",
-      "type": "string"
-    },
-    "retry_after_ms": {
-      "default": null,
-      "title": "Retry After Ms",
-      "type": "null"
-    },
-    "safe_to_repeat_same_call": {
-      "const": true,
-      "default": true,
-      "title": "Safe To Repeat Same Call",
-      "type": "boolean"
-    }
-  },
-  "required": [
-    "kind",
-    "next_tool"
-  ],
-  "title": "PrepareAdapterRecovery",
-  "type": "object"
-}

removedOutput schema / $defs / PrepareWorkloadDependenciesRecovery

Removed value: -{
-  "additionalProperties": false,
-  "properties": {
-    "kind": {
-      "const": "prepare_workload_dependencies",
-      "title": "Kind",
-      "type": "string"
-    },
-    "next_tool": {
-      "const": "prepare_workload_dependencies",
-      "title": "Next Tool",
-      "type": "string"
-    },
-    "retry_after_ms": {
-      "default": null,
-      "title": "Retry After Ms",
-      "type": "null"
-    },
-    "safe_to_repeat_same_call": {
-      "const": true,
-      "default": true,
-      "title": "Safe To Repeat Same Call",
-      "type": "boolean"
-    }
-  },
-  "required": [
-    "kind",
-    "next_tool"
-  ],
-  "title": "PrepareWorkloadDependenciesRecovery",
-  "type": "object"
-}

addedOutput schema / $defs / ProbeKind

Added value: +{
+  "enum": [
+    "passive",
+    "active"
+  ],
+  "title": "ProbeKind",
+  "type": "string"
+}

removedOutput schema / $defs / RecoveryAction / discriminator / mapping / configure_inference
```
Removed value: -"#/$defs/ConfigureInferenceRecovery"
```
removedOutput schema / $defs / RecoveryAction / discriminator / mapping / configure_workload
```
Removed value: -"#/$defs/ConfigureWorkloadRecovery"
```
removedOutput schema / $defs / RecoveryAction / discriminator / mapping / discover_artifacts
```
Removed value: -"#/$defs/DiscoverArtifactsRecovery"
```
removedOutput schema / $defs / RecoveryAction / discriminator / mapping / discover_runs
```
Removed value: -"#/$defs/DiscoverRunsRecovery"
```
removedOutput schema / $defs / RecoveryAction / discriminator / mapping / discover_workflows
```
Removed value: -"#/$defs/DiscoverWorkflowsRecovery"
```
addedOutput schema / $defs / RecoveryAction / discriminator / mapping / external
```
Added value: +"#/$defs/RecoveryExternalAction"
```
removedOutput schema / $defs / RecoveryAction / discriminator / mapping / extract_perfetto
```
Removed value: -"#/$defs/ExtractPerfettoRecovery"
```
removedOutput schema / $defs / RecoveryAction / discriminator / mapping / import_artifact
```
Removed value: -"#/$defs/ImportArtifactRecovery"
```
removedOutput schema / $defs / RecoveryAction / discriminator / mapping / initialize_workspace
```
Removed value: -"#/$defs/InitializeWorkspaceRecovery"
```
removedOutput schema / $defs / RecoveryAction / discriminator / mapping / inspect_capabilities
```
Removed value: -"#/$defs/InspectCapabilitiesRecovery"
```
removedOutput schema / $defs / RecoveryAction / discriminator / mapping / inspect_workload_configuration
```
Removed value: -"#/$defs/InspectWorkloadConfigurationRecovery"
```

changedOutput schema / $defs / RecoveryAction / discriminator / mapping / manual

Previous value: -"#/$defs/ManualRecovery"New value: +"#/$defs/RecoveryManualAction"

removedOutput schema / $defs / RecoveryAction / discriminator / mapping / prepare_adapter
```
Removed value: -"#/$defs/PrepareAdapterRecovery"
```
removedOutput schema / $defs / RecoveryAction / discriminator / mapping / prepare_workload_dependencies
```
Removed value: -"#/$defs/PrepareWorkloadDependenciesRecovery"
```
changedOutput schema / $defs / RecoveryAction / discriminator / mapping / repeat_same_call
```
Previous value: -"#/$defs/RepeatSameCallRecovery"New value: +"#/$defs/RetryRecovery"
```
removedOutput schema / $defs / RecoveryAction / discriminator / mapping / replan_capture
```
Removed value: -"#/$defs/ReplanCaptureRecovery"
```
removedOutput schema / $defs / RecoveryAction / discriminator / mapping / replan_inference
```
Removed value: -"#/$defs/ReplanInferenceRecovery"
```
removedOutput schema / $defs / RecoveryAction / discriminator / mapping / start_capability_setup
```
Removed value: -"#/$defs/StartCapabilitySetupRecovery"
```
addedOutput schema / $defs / RecoveryAction / discriminator / mapping / tool
```
Added value: +"#/$defs/RecoveryToolAction"
```
changedOutput schema / $defs / RecoveryAction / discriminator / mapping / wait_then_repeat
```
Previous value: -"#/$defs/WaitThenRepeatRecovery"New value: +"#/$defs/RetryRecovery"
```

changedOutput schema / $defs / RecoveryAction / oneOf

Previous value: -[
-  {
-    "$ref": "#/$defs/RepeatSameCallRecovery"
-  },
-  {
-    "$ref": "#/$defs/WaitThenRepeatRecovery"
-  },
-  {
-    "$ref": "#/$defs/ReplanCaptureRecovery"
-  },
-  {
-    "$ref": "#/$defs/InitializeWorkspaceRecovery"
-  },
-  {
-    "$ref": "#/$defs/ConfigureWorkloadRecovery"
-  },
-  {
-    "$ref": "#/$defs/InspectWorkloadConfigurationRecovery"
-  },
-  {
-    "$ref": "#/$defs/StartCapabilitySetupRecovery"
-  },
-  {
-    "$ref": "#/$defs/PrepareAdapterRecovery"
-  },
-  {
-    "$ref": "#/$defs/PrepareWorkloadDependenciesRecovery"
-  },
-  {
-    "$ref": "#/$defs/InspectCapabilitiesRecovery"
-  },
-  {
-    "$ref": "#/$defs/DiscoverWorkflowsRecovery"
-  },
-  {
-    "$ref": "#/$defs/DiscoverRunsRecovery"
-  },
-  {
-    "$ref": "#/$defs/DiscoverArtifactsRecovery"
-  },
-  {
-    "$ref": "#/$defs/ImportArtifactRecovery"
-  },
-  {
-    "$ref": "#/$defs/ExtractPerfettoRecovery"
-  },
-  {
-    "$ref": "#/$defs/ConfigureInferenceRecovery"
-  },
-  {
-    "$ref": "#/$defs/ReplanInferenceRecovery"
-  },
-  {
-    "$ref": "#/$defs/ManualRecovery"
-  }
-]New value: +[
+  {
+    "$ref": "#/$defs/RetryRecovery"
+  },
+  {
+    "$ref": "#/$defs/RecoveryToolAction"
+  },
+  {
+    "$ref": "#/$defs/RecoveryManualAction"
+  },
+  {
+    "$ref": "#/$defs/RecoveryExternalAction"
+  }
+]

addedOutput schema / $defs / RecoveryExternalAction

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "instruction": {
+      "maxLength": 500,
+      "minLength": 1,
+      "title": "Instruction",
+      "type": "string"
+    },
+    "kind": {
+      "const": "external",
+      "default": "external",
+      "title": "Kind",
+      "type": "string"
+    },
+    "retry_after_ms": {
+      "default": null,
+      "title": "Retry After Ms",
+      "type": "null"
+    },
+    "safe_to_repeat_same_call": {
+      "const": false,
+      "default": false,
+      "title": "Safe To Repeat Same Call",
+      "type": "boolean"
+    },
+    "system": {
+      "maxLength": 100,
+      "minLength": 1,
+      "title": "System",
+      "type": "string"
+    }
+  },
+  "required": [
+    "instruction",
+    "system"
+  ],
+  "title": "RecoveryExternalAction",
+  "type": "object"
+}

addedOutput schema / $defs / RecoveryManualAction

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "instruction": {
+      "maxLength": 500,
+      "minLength": 1,
+      "title": "Instruction",
+      "type": "string"
+    },
+    "kind": {
+      "const": "manual",
+      "default": "manual",
+      "title": "Kind",
+      "type": "string"
+    },
+    "missing_arguments": {
+      "default": [],
+      "items": {
+        "type": "string"
+      },
+      "title": "Missing Arguments",
+      "type": "array"
+    },
+    "retry_after_ms": {
+      "default": null,
+      "title": "Retry After Ms",
+      "type": "null"
+    },
+    "safe_to_repeat_same_call": {
+      "const": false,
+      "default": false,
+      "title": "Safe To Repeat Same Call",
+      "type": "boolean"
+    }
+  },
+  "required": [
+    "instruction"
+  ],
+  "title": "RecoveryManualAction",
+  "type": "object"
+}

addedOutput schema / $defs / RecoveryToolAction

Added value: +{
+  "additionalProperties": false,
+  "description": "One executable MCP recovery action with a concrete tool name.",
+  "properties": {
+    "arguments": {
+      "additionalProperties": true,
+      "title": "Arguments",
+      "type": "object"
+    },
+    "kind": {
+      "const": "tool",
+      "default": "tool",
+      "title": "Kind",
+      "type": "string"
+    },
+    "retry_after_ms": {
+      "default": null,
+      "title": "Retry After Ms",
+      "type": "null"
+    },
+    "safe_to_repeat_same_call": {
+      "const": false,
+      "default": false,
+      "title": "Safe To Repeat Same Call",
+      "type": "boolean"
+    },
+    "tool_name": {
+      "$ref": "#/$defs/ToolName"
+    }
+  },
+  "required": [
+    "tool_name"
+  ],
+  "title": "RecoveryToolAction",
+  "type": "object"
+}

removedOutput schema / $defs / RepeatSameCallRecovery

Removed value: -{
-  "additionalProperties": false,
-  "properties": {
-    "kind": {
-      "const": "repeat_same_call",
-      "title": "Kind",
-      "type": "string"
-    },
-    "next_tool": {
-      "default": null,
-      "title": "Next Tool",
-      "type": "null"
-    },
-    "retry_after_ms": {
-      "minimum": 0,
-      "title": "Retry After Ms",
-      "type": "integer"
-    },
-    "safe_to_repeat_same_call": {
-      "const": true,
-      "default": true,
-      "title": "Safe To Repeat Same Call",
-      "type": "boolean"
-    }
-  },
-  "required": [
-    "kind",
-    "retry_after_ms"
-  ],
-  "title": "RepeatSameCallRecovery",
-  "type": "object"
-}

removedOutput schema / $defs / ReplanCaptureRecovery

Removed value: -{
-  "additionalProperties": false,
-  "properties": {
-    "kind": {
-      "const": "replan_capture",
-      "title": "Kind",
-      "type": "string"
-    },
-    "next_tool": {
-      "const": "plan_capture",
-      "title": "Next Tool",
-      "type": "string"
-    },
-    "retry_after_ms": {
-      "default": null,
-      "title": "Retry After Ms",
-      "type": "null"
-    },
-    "safe_to_repeat_same_call": {
-      "const": false,
-      "default": false,
-      "title": "Safe To Repeat Same Call",
-      "type": "boolean"
-    }
-  },
-  "required": [
-    "kind",
-    "next_tool"
-  ],
-  "title": "ReplanCaptureRecovery",
-  "type": "object"
-}

removedOutput schema / $defs / ReplanInferenceRecovery

Removed value: -{
-  "additionalProperties": false,
-  "properties": {
-    "kind": {
-      "const": "replan_inference",
-      "title": "Kind",
-      "type": "string"
-    },
-    "next_tool": {
-      "const": "plan_inference_scenario",
-      "title": "Next Tool",
-      "type": "string"
-    },
-    "retry_after_ms": {
-      "default": null,
-      "title": "Retry After Ms",
-      "type": "null"
-    },
-    "safe_to_repeat_same_call": {
-      "const": false,
-      "default": false,
-      "title": "Safe To Repeat Same Call",
-      "type": "boolean"
-    }
-  },
-  "required": [
-    "kind",
-    "next_tool"
-  ],
-  "title": "ReplanInferenceRecovery",
-  "type": "object"
-}

addedOutput schema / $defs / RequirementKind

Added value: +{
+  "enum": [
+    "executable",
+    "python_distribution",
+    "capability"
+  ],
+  "title": "RequirementKind",
+  "type": "string"
+}

addedOutput schema / $defs / RequirementResult / properties / kind / $ref
```
Added value: +"#/$defs/RequirementKind"
```

removedOutput schema / $defs / RequirementResult / properties / kind / enum

Removed value: -[
-  "executable",
-  "python_distribution",
-  "capability"
-]

removedOutput schema / $defs / RequirementResult / properties / kind / title
```
Removed value: -"Kind"
```
removedOutput schema / $defs / RequirementResult / properties / kind / type
```
Removed value: -"string"
```

addedOutput schema / $defs / RequirementResult / properties / next_action

Added value: +{
+  "anyOf": [
+    {
+      "$ref": "#/$defs/NextAction"
+    },
+    {
+      "type": "null"
+    }
+  ],
+  "default": null
+}

removedOutput schema / $defs / RequirementResult / properties / next_tool

Removed value: -{
-  "anyOf": [
-    {
-      "enum": [
-        "prepare_adapter",
-        "start_capability_setup",
-        "prepare_workload_dependencies",
-        "list_capabilities",
-        "plan_capture"
-      ],
-      "type": "string"
-    },
-    {
-      "type": "null"
-    }
-  ],
-  "default": null,
-  "title": "Next Tool"
-}

addedOutput schema / $defs / RequirementResult / properties / probe_kind / $ref
```
Added value: +"#/$defs/ProbeKind"
```
removedOutput schema / $defs / RequirementResult / properties / probe_kind / enum
```
Removed value: -[
-  "passive",
-  "active"
-]
```
removedOutput schema / $defs / RequirementResult / properties / probe_kind / title
```
Removed value: -"Probe Kind"
```
removedOutput schema / $defs / RequirementResult / properties / probe_kind / type
```
Removed value: -"string"
```
addedOutput schema / $defs / RequirementResult / properties / status / $ref
```
Added value: +"#/$defs/RequirementStatus"
```

removedOutput schema / $defs / RequirementResult / properties / status / enum

Removed value: -[
-  "available",
-  "absent",
-  "permission_denied",
-  "environment_blocked",
-  "unsupported",
-  "unknown",
-  "probe_failed"
-]

removedOutput schema / $defs / RequirementResult / properties / status / title
```
Removed value: -"Status"
```
removedOutput schema / $defs / RequirementResult / properties / status / type
```
Removed value: -"string"
```

addedOutput schema / $defs / RequirementStatus

Added value: +{
+  "enum": [
+    "available",
+    "absent",
+    "permission_denied",
+    "environment_blocked",
+    "unsupported",
+    "unknown",
+    "probe_failed"
+  ],
+  "title": "RequirementStatus",
+  "type": "string"
+}

addedOutput schema / $defs / RetryRecovery

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "kind": {
+      "enum": [
+        "repeat_same_call",
+        "wait_then_repeat"
+      ],
+      "title": "Kind",
+      "type": "string"
+    },
+    "retry_after_ms": {
+      "minimum": 0,
+      "title": "Retry After Ms",
+      "type": "integer"
+    },
+    "safe_to_repeat_same_call": {
+      "const": true,
+      "default": true,
+      "title": "Safe To Repeat Same Call",
+      "type": "boolean"
+    }
+  },
+  "required": [
+    "kind",
+    "retry_after_ms"
+  ],
+  "title": "RetryRecovery",
+  "type": "object"
+}

removedOutput schema / $defs / StartCapabilitySetupRecovery

Removed value: -{
-  "additionalProperties": false,
-  "properties": {
-    "kind": {
-      "const": "start_capability_setup",
-      "title": "Kind",
-      "type": "string"
-    },
-    "next_tool": {
-      "const": "start_capability_setup",
-      "title": "Next Tool",
-      "type": "string"
-    },
-    "retry_after_ms": {
-      "default": null,
-      "title": "Retry After Ms",
-      "type": "null"
-    },
-    "safe_to_repeat_same_call": {
-      "const": true,
-      "default": true,
-      "title": "Safe To Repeat Same Call",
-      "type": "boolean"
-    }
-  },
-  "required": [
-    "kind",
-    "next_tool"
-  ],
-  "title": "StartCapabilitySetupRecovery",
-  "type": "object"
-}

removedOutput schema / $defs / SuccessPayload_WorkloadDependencySetupResult_ / properties / result / $ref
```
Removed value: -"#/$defs/WorkloadDependencySetupResult"
```
addedOutput schema / $defs / SuccessPayload_WorkloadDependencySetupResult_ / properties / result / additionalProperties
```
Added value: +false
```

addedOutput schema / $defs / SuccessPayload_WorkloadDependencySetupResult_ / properties / result / properties

Added value: +{
+  "already_available": {
+    "items": {
+      "type": "string"
+    },
+    "title": "Already Available",
+    "type": "array"
+  },
+  "environment_mutated": {
+    "const": false,
+    "default": false,
+    "title": "Environment Mutated",
+    "type": "boolean"
+  },
+  "next_action": {
+    "$ref": "#/$defs/NextAction"
+  },
+  "preflight": {
+    "$ref": "#/$defs/PreflightReport"
+  },
+  "requested": {
+    "items": {
+      "type": "string"
+    },
+    "title": "Requested",
+    "type": "array"
+  },
+  "status": {
+    "$ref": "#/$defs/PreflightDisposition",
+    "readOnly": true
+  },
+  "workload_executed": {
+    "const": false,
+    "default": false,
+    "title": "Workload Executed",
+    "type": "boolean"
+  },
+  "workload_name": {
+    "title": "Workload Name",
+    "type": "string"
+  }
+}

addedOutput schema / $defs / SuccessPayload_WorkloadDependencySetupResult_ / properties / result / required

Added value: +[
+  "workload_name",
+  "requested",
+  "already_available",
+  "preflight",
+  "next_action",
+  "status"
+]

addedOutput schema / $defs / SuccessPayload_WorkloadDependencySetupResult_ / properties / result / title
```
Added value: +"WorkloadDependencySetupResult"
```
addedOutput schema / $defs / SuccessPayload_WorkloadDependencySetupResult_ / properties / result / type
```
Added value: +"object"
```
removedOutput schema / $defs / SuccessPayload_WorkloadDependencySetupResult_ / properties / schema_version
```
Removed value: -{
-  "const": 1,
-  "title": "Schema Version",
-  "type": "integer"
-}
```

changedOutput schema / $defs / SuccessPayload_WorkloadDependencySetupResult_ / required

Previous value: -[
-  "schema_version",
-  "ok",
-  "result",
-  "error"
-]New value: +[
+  "ok",
+  "result",
+  "error"
+]

addedOutput schema / $defs / ToolAction

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "action": {
+      "$ref": "#/$defs/ActionId"
+    },
+    "arguments": {
+      "additionalProperties": true,
+      "title": "Arguments",
+      "type": "object"
+    },
+    "kind": {
+      "const": "tool",
+      "default": "tool",
+      "title": "Kind",
+      "type": "string"
+    }
+  },
+  "required": [
+    "action"
+  ],
+  "title": "ToolAction",
+  "type": "object"
+}

addedOutput schema / $defs / ToolName

Added value: +{
+  "enum": [
+    "initialize_workspace",
+    "workload_configuration_status",
+    "configure_workload",
+    "list_capabilities",
+    "start_capability_setup",
+    "get_capability_setup",
+    "prepare_adapter",
+    "prepare_workload_dependencies",
+    "list_declared_workflows",
+    "get_declared_workflow",
+    "plan_fault_experiment",
+    "plan_capture",
+    "start_detached_capture",
+    "get_detached_capture",
+    "rebuild_catalog",
+    "list_runs",
+    "list_artifacts",
+    "preview_artifact",
+    "get_native_viewer_plan",
+    "import_artifact",
+    "import_xctrace",
+    "extract_perfetto",
+    "extract_memray",
+    "get_extraction",
+    "extract_nsight_systems",
+    "extract_nsight_compute",
+    "extract_compute_sanitizer",
+    "configure_inference_server",
+    "list_inference_configurations",
+    "plan_inference_scenario",
+    "execute_reduction",
+    "get_reduction",
+    "analyze_memory",
+    "analyze_nsight_compute"
+  ],
+  "title": "ToolName",
+  "type": "string"
+}

removedOutput schema / $defs / WaitThenRepeatRecovery

Removed value: -{
-  "additionalProperties": false,
-  "properties": {
-    "kind": {
-      "const": "wait_then_repeat",
-      "title": "Kind",
-      "type": "string"
-    },
-    "next_tool": {
-      "default": null,
-      "title": "Next Tool",
-      "type": "null"
-    },
-    "retry_after_ms": {
-      "minimum": 0,
-      "title": "Retry After Ms",
-      "type": "integer"
-    },
-    "safe_to_repeat_same_call": {
-      "const": true,
-      "default": true,
-      "title": "Safe To Repeat Same Call",
-      "type": "boolean"
-    }
-  },
-  "required": [
-    "kind",
-    "retry_after_ms"
-  ],
-  "title": "WaitThenRepeatRecovery",
-  "type": "object"
-}

removedOutput schema / $defs / WorkloadDependencySetupResult

Removed value: -{
-  "additionalProperties": false,
-  "properties": {
-    "already_available": {
-      "items": {
-        "type": "string"
-      },
-      "title": "Already Available",
-      "type": "array"
-    },
-    "installed": {
-      "items": {
-        "type": "string"
-      },
-      "title": "Installed",
-      "type": "array"
-    },
-    "next_tool": {
-      "anyOf": [
-        {
-          "enum": [
-            "plan_capture",
-            "list_capabilities",
-            "prepare_workload_dependencies"
-          ],
-          "type": "string"
-        },
-        {
-          "type": "null"
-        }
-      ],
-      "title": "Next Tool"
-    },
-    "preflight": {
-      "$ref": "#/$defs/PreflightReport"
-    },
-    "requested": {
-      "items": {
-        "type": "string"
-      },
-      "title": "Requested",
-      "type": "array"
-    },
-    "schema_version": {
-      "default": 1,
-      "title": "Schema Version",
-      "type": "integer"
-    },
-    "status": {
-      "enum": [
-        "ready",
-        "blocked",
-        "exploratory"
-      ],
-      "title": "Status",
-      "type": "string"
-    },
-    "workload_executed": {
-      "default": false,
-      "title": "Workload Executed",
-      "type": "boolean"
-    },
-    "workload_name": {
-      "title": "Workload Name",
-      "type": "string"
-    }
-  },
-  "required": [
-    "workload_name",
-    "requested",
-    "installed",
-    "already_available",
-    "preflight",
-    "status",
-    "next_tool"
-  ],
-  "title": "WorkloadDependencySetupResult",
-  "type": "object"
-}

Changed41 schema fields changedv0.1.12Aug 10, 2026

removedInput schema / additionalProperties
```
Removed value: -false
```

addedOutput schema / $defs / ConfigureInferenceRecovery

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "kind": {
+      "const": "configure_inference",
+      "title": "Kind",
+      "type": "string"
+    },
+    "next_tool": {
+      "enum": [
+        "configure_inference_server",
+        "list_inference_configurations"
+      ],
+      "title": "Next Tool",
+      "type": "string"
+    },
+    "retry_after_ms": {
+      "default": null,
+      "title": "Retry After Ms",
+      "type": "null"
+    },
+    "safe_to_repeat_same_call": {
+      "const": false,
+      "default": false,
+      "title": "Safe To Repeat Same Call",
+      "type": "boolean"
+    }
+  },
+  "required": [
+    "kind",
+    "next_tool"
+  ],
+  "title": "ConfigureInferenceRecovery",
+  "type": "object"
+}

addedOutput schema / $defs / ConfigureWorkloadRecovery

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "context": {
+      "anyOf": [
+        {
+          "$ref": "#/$defs/ConfigureWorkloadRecoveryContext"
+        },
+        {
+          "type": "null"
+        }
+      ],
+      "default": null
+    },
+    "kind": {
+      "const": "configure_workload",
+      "title": "Kind",
+      "type": "string"
+    },
+    "next_tool": {
+      "const": "configure_workload",
+      "title": "Next Tool",
+      "type": "string"
+    },
+    "retry_after_ms": {
+      "default": null,
+      "title": "Retry After Ms",
+      "type": "null"
+    },
+    "safe_to_repeat_same_call": {
+      "const": false,
+      "default": false,
+      "title": "Safe To Repeat Same Call",
+      "type": "boolean"
+    }
+  },
+  "required": [
+    "kind",
+    "next_tool"
+  ],
+  "title": "ConfigureWorkloadRecovery",
+  "type": "object"
+}

addedOutput schema / $defs / DiscoverArtifactsRecovery

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "kind": {
+      "const": "discover_artifacts",
+      "title": "Kind",
+      "type": "string"
+    },
+    "next_tool": {
+      "const": "list_artifacts",
+      "title": "Next Tool",
+      "type": "string"
+    },
+    "retry_after_ms": {
+      "default": null,
+      "title": "Retry After Ms",
+      "type": "null"
+    },
+    "safe_to_repeat_same_call": {
+      "const": false,
+      "default": false,
+      "title": "Safe To Repeat Same Call",
+      "type": "boolean"
+    }
+  },
+  "required": [
+    "kind",
+    "next_tool"
+  ],
+  "title": "DiscoverArtifactsRecovery",
+  "type": "object"
+}

addedOutput schema / $defs / DiscoverRunsRecovery

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "kind": {
+      "const": "discover_runs",
+      "title": "Kind",
+      "type": "string"
+    },
+    "next_tool": {
+      "const": "list_runs",
+      "title": "Next Tool",
+      "type": "string"
+    },
+    "retry_after_ms": {
+      "default": null,
+      "title": "Retry After Ms",
+      "type": "null"
+    },
+    "safe_to_repeat_same_call": {
+      "const": false,
+      "default": false,
+      "title": "Safe To Repeat Same Call",
+      "type": "boolean"
+    }
+  },
+  "required": [
+    "kind",
+    "next_tool"
+  ],
+  "title": "DiscoverRunsRecovery",
+  "type": "object"
+}

addedOutput schema / $defs / DiscoverWorkflowsRecovery

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "kind": {
+      "const": "discover_workflows",
+      "title": "Kind",
+      "type": "string"
+    },
+    "next_tool": {
+      "enum": [
+        "list_declared_workflows",
+        "get_declared_workflow"
+      ],
+      "title": "Next Tool",
+      "type": "string"
+    },
+    "retry_after_ms": {
+      "default": null,
+      "title": "Retry After Ms",
+      "type": "null"
+    },
+    "safe_to_repeat_same_call": {
+      "const": false,
+      "default": false,
+      "title": "Safe To Repeat Same Call",
+      "type": "boolean"
+    }
+  },
+  "required": [
+    "kind",
+    "next_tool"
+  ],
+  "title": "DiscoverWorkflowsRecovery",
+  "type": "object"
+}

addedOutput schema / $defs / ErrorCode

Added value: +{
+  "enum": [
+    "INVALID_ARGUMENTS",
+    "WORKSPACE_NOT_FOUND",
+    "WORKSPACE_INVALID",
+    "RUN_NOT_FOUND",
+    "CAPABILITY_UNAVAILABLE",
+    "INVALID_CAPTURE_PLAN",
+    "EXECUTION_REFUSED",
+    "PROCESS_FAILED",
+    "PROCESS_TIMEOUT",
+    "PROCESS_CANCELLED",
+    "ARTIFACT_TOO_LARGE",
+    "ARTIFACT_INTEGRITY_FAILED",
+    "ARTIFACT_PARSE_FAILED",
+    "EVIDENCE_SCHEMA_MISMATCH",
+    "COMPARISON_INVALID",
+    "QUERY_BUDGET_EXCEEDED",
+    "STORAGE_QUOTA_EXCEEDED",
+    "WRITE_LOCK_TIMEOUT",
+    "SENSITIVE_ARTIFACT_REFUSED",
+    "REVISION_CONFLICT",
+    "STALE_CURSOR",
+    "INTERNAL_ERROR"
+  ],
+  "title": "ErrorCode",
+  "type": "string"
+}

addedOutput schema / $defs / ErrorDetail / properties / code / $ref
```
Added value: +"#/$defs/ErrorCode"
```
removedOutput schema / $defs / ErrorDetail / properties / code / title
```
Removed value: -"Code"
```
removedOutput schema / $defs / ErrorDetail / properties / code / type
```
Removed value: -"string"
```

addedOutput schema / $defs / ExtractPerfettoRecovery

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "context": {
+      "anyOf": [
+        {
+          "$ref": "#/$defs/ExtractPerfettoRecoveryContext"
+        },
+        {
+          "type": "null"
+        }
+      ],
+      "default": null
+    },
+    "kind": {
+      "const": "extract_perfetto",
+      "title": "Kind",
+      "type": "string"
+    },
+    "next_tool": {
+      "const": "extract_perfetto",
+      "title": "Next Tool",
+      "type": "string"
+    },
+    "retry_after_ms": {
+      "default": null,
+      "title": "Retry After Ms",
+      "type": "null"
+    },
+    "safe_to_repeat_same_call": {
+      "const": true,
+      "default": true,
+      "title": "Safe To Repeat Same Call",
+      "type": "boolean"
+    }
+  },
+  "required": [
+    "kind",
+    "next_tool"
+  ],
+  "title": "ExtractPerfettoRecovery",
+  "type": "object"
+}

removedOutput schema / $defs / FailurePayload / properties / ok / default
```
Removed value: -false
```
removedOutput schema / $defs / FailurePayload / properties / result / default
```
Removed value: -null
```
addedOutput schema / $defs / FailurePayload / properties / schema_version / const
```
Added value: +1
```
removedOutput schema / $defs / FailurePayload / properties / schema_version / default
```
Removed value: -1
```

changedOutput schema / $defs / FailurePayload / required

Previous value: -[
-  "error"
-]New value: +[
+  "schema_version",
+  "ok",
+  "result",
+  "error"
+]

addedOutput schema / $defs / ImportArtifactRecovery

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "kind": {
+      "const": "import_artifact",
+      "title": "Kind",
+      "type": "string"
+    },
+    "next_tool": {
+      "const": "import_artifact",
+      "title": "Next Tool",
+      "type": "string"
+    },
+    "retry_after_ms": {
+      "default": null,
+      "title": "Retry After Ms",
+      "type": "null"
+    },
+    "safe_to_repeat_same_call": {
+      "const": false,
+      "default": false,
+      "title": "Safe To Repeat Same Call",
+      "type": "boolean"
+    }
+  },
+  "required": [
+    "kind",
+    "next_tool"
+  ],
+  "title": "ImportArtifactRecovery",
+  "type": "object"
+}

addedOutput schema / $defs / InitializeWorkspaceRecovery

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "kind": {
+      "const": "initialize_workspace",
+      "title": "Kind",
+      "type": "string"
+    },
+    "next_tool": {
+      "const": "initialize_workspace",
+      "title": "Next Tool",
+      "type": "string"
+    },
+    "retry_after_ms": {
+      "default": null,
+      "title": "Retry After Ms",
+      "type": "null"
+    },
+    "safe_to_repeat_same_call": {
+      "const": false,
+      "default": false,
+      "title": "Safe To Repeat Same Call",
+      "type": "boolean"
+    }
+  },
+  "required": [
+    "kind",
+    "next_tool"
+  ],
+  "title": "InitializeWorkspaceRecovery",
+  "type": "object"
+}

addedOutput schema / $defs / InspectCapabilitiesRecovery

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "kind": {
+      "const": "inspect_capabilities",
+      "title": "Kind",
+      "type": "string"
+    },
+    "next_tool": {
+      "const": "list_capabilities",
+      "title": "Next Tool",
+      "type": "string"
+    },
+    "retry_after_ms": {
+      "default": null,
+      "title": "Retry After Ms",
+      "type": "null"
+    },
+    "safe_to_repeat_same_call": {
+      "const": false,
+      "default": false,
+      "title": "Safe To Repeat Same Call",
+      "type": "boolean"
+    }
+  },
+  "required": [
+    "kind",
+    "next_tool"
+  ],
+  "title": "InspectCapabilitiesRecovery",
+  "type": "object"
+}

addedOutput schema / $defs / InspectWorkloadConfigurationRecovery

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "kind": {
+      "const": "inspect_workload_configuration",
+      "title": "Kind",
+      "type": "string"
+    },
+    "next_tool": {
+      "const": "workload_configuration_status",
+      "title": "Next Tool",
+      "type": "string"
+    },
+    "retry_after_ms": {
+      "default": null,
+      "title": "Retry After Ms",
+      "type": "null"
+    },
+    "safe_to_repeat_same_call": {
+      "const": false,
+      "default": false,
+      "title": "Safe To Repeat Same Call",
+      "type": "boolean"
+    }
+  },
+  "required": [
+    "kind",
+    "next_tool"
+  ],
+  "title": "InspectWorkloadConfigurationRecovery",
+  "type": "object"
+}

addedOutput schema / $defs / ManualRecovery

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "context": {
+      "anyOf": [
+        {
+          "$ref": "#/$defs/ManualConfigurationRecoveryContext"
+        },
+        {
+          "type": "null"
+        }
+      ],
+      "default": null
+    },
+    "kind": {
+      "const": "manual",
+      "title": "Kind",
+      "type": "string"
+    },
+    "next_tool": {
+      "default": null,
+      "title": "Next Tool",
+      "type": "null"
+    },
+    "retry_after_ms": {
+      "default": null,
+      "title": "Retry After Ms",
+      "type": "null"
+    },
+    "safe_to_repeat_same_call": {
+      "const": false,
+      "default": false,
+      "title": "Safe To Repeat Same Call",
+      "type": "boolean"
+    }
+  },
+  "required": [
+    "kind"
+  ],
+  "title": "ManualRecovery",
+  "type": "object"
+}

addedOutput schema / $defs / PrepareAdapterRecovery

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "kind": {
+      "const": "prepare_adapter",
+      "title": "Kind",
+      "type": "string"
+    },
+    "next_tool": {
+      "const": "prepare_adapter",
+      "title": "Next Tool",
+      "type": "string"
+    },
+    "retry_after_ms": {
+      "default": null,
+      "title": "Retry After Ms",
+      "type": "null"
+    },
+    "safe_to_repeat_same_call": {
+      "const": true,
+      "default": true,
+      "title": "Safe To Repeat Same Call",
+      "type": "boolean"
+    }
+  },
+  "required": [
+    "kind",
+    "next_tool"
+  ],
+  "title": "PrepareAdapterRecovery",
+  "type": "object"
+}

addedOutput schema / $defs / PrepareWorkloadDependenciesRecovery

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "kind": {
+      "const": "prepare_workload_dependencies",
+      "title": "Kind",
+      "type": "string"
+    },
+    "next_tool": {
+      "const": "prepare_workload_dependencies",
+      "title": "Next Tool",
+      "type": "string"
+    },
+    "retry_after_ms": {
+      "default": null,
+      "title": "Retry After Ms",
+      "type": "null"
+    },
+    "safe_to_repeat_same_call": {
+      "const": true,
+      "default": true,
+      "title": "Safe To Repeat Same Call",
+      "type": "boolean"
+    }
+  },
+  "required": [
+    "kind",
+    "next_tool"
+  ],
+  "title": "PrepareWorkloadDependenciesRecovery",
+  "type": "object"
+}

removedOutput schema / $defs / RecoveryAction / additionalProperties
```
Removed value: -false
```

addedOutput schema / $defs / RecoveryAction / discriminator

Added value: +{
+  "mapping": {
+    "configure_inference": "#/$defs/ConfigureInferenceRecovery",
+    "configure_workload": "#/$defs/ConfigureWorkloadRecovery",
+    "discover_artifacts": "#/$defs/DiscoverArtifactsRecovery",
+    "discover_runs": "#/$defs/DiscoverRunsRecovery",
+    "discover_workflows": "#/$defs/DiscoverWorkflowsRecovery",
+    "extract_perfetto": "#/$defs/ExtractPerfettoRecovery",
+    "import_artifact": "#/$defs/ImportArtifactRecovery",
+    "initialize_workspace": "#/$defs/InitializeWorkspaceRecovery",
+    "inspect_capabilities": "#/$defs/InspectCapabilitiesRecovery",
+    "inspect_workload_configuration": "#/$defs/InspectWorkloadConfigurationRecovery",
+    "manual": "#/$defs/ManualRecovery",
+    "prepare_adapter": "#/$defs/PrepareAdapterRecovery",
+    "prepare_workload_dependencies": "#/$defs/PrepareWorkloadDependenciesRecovery",
+    "repeat_same_call": "#/$defs/RepeatSameCallRecovery",
+    "replan_capture": "#/$defs/ReplanCaptureRecovery",
+    "replan_inference": "#/$defs/ReplanInferenceRecovery",
+    "start_capability_setup": "#/$defs/StartCapabilitySetupRecovery",
+    "wait_then_repeat": "#/$defs/WaitThenRepeatRecovery"
+  },
+  "propertyName": "kind"
+}

addedOutput schema / $defs / RecoveryAction / oneOf

Added value: +[
+  {
+    "$ref": "#/$defs/RepeatSameCallRecovery"
+  },
+  {
+    "$ref": "#/$defs/WaitThenRepeatRecovery"
+  },
+  {
+    "$ref": "#/$defs/ReplanCaptureRecovery"
+  },
+  {
+    "$ref": "#/$defs/InitializeWorkspaceRecovery"
+  },
+  {
+    "$ref": "#/$defs/ConfigureWorkloadRecovery"
+  },
+  {
+    "$ref": "#/$defs/InspectWorkloadConfigurationRecovery"
+  },
+  {
+    "$ref": "#/$defs/StartCapabilitySetupRecovery"
+  },
+  {
+    "$ref": "#/$defs/PrepareAdapterRecovery"
+  },
+  {
+    "$ref": "#/$defs/PrepareWorkloadDependenciesRecovery"
+  },
+  {
+    "$ref": "#/$defs/InspectCapabilitiesRecovery"
+  },
+  {
+    "$ref": "#/$defs/DiscoverWorkflowsRecovery"
+  },
+  {
+    "$ref": "#/$defs/DiscoverRunsRecovery"
+  },
+  {
+    "$ref": "#/$defs/DiscoverArtifactsRecovery"
+  },
+  {
+    "$ref": "#/$defs/ImportArtifactRecovery"
+  },
+  {
+    "$ref": "#/$defs/ExtractPerfettoRecovery"
+  },
+  {
+    "$ref": "#/$defs/ConfigureInferenceRecovery"
+  },
+  {
+    "$ref": "#/$defs/ReplanInferenceRecovery"
+  },
+  {
+    "$ref": "#/$defs/ManualRecovery"
+  }
+]

removedOutput schema / $defs / RecoveryAction / properties

Removed value: -{
-  "context": {
-    "anyOf": [
-      {
-        "$ref": "#/$defs/RecoveryContext"
-      },
-      {
-        "type": "null"
-      }
-    ],
-    "default": null
-  },
-  "kind": {
-    "enum": [
-      "repeat_same_call",
-      "wait_then_repeat",
-      "replan_capture",
-      "initialize_workspace",
-      "configure_workload",
-      "inspect_workload_configuration",
-      "start_capability_setup",
-      "prepare_adapter",
-      "prepare_workload_dependencies",
-      "inspect_capabilities",
-      "discover_workflows",
-      "discover_runs",
-      "discover_artifacts",
-      "import_artifact",
-      "extract_perfetto",
-      "manual"
-    ],
-    "title": "Kind",
-    "type": "string"
-  },
-  "next_tool": {
-    "anyOf": [
-      {
-        "type": "string"
-      },
-      {
-        "type": "null"
-      }
-    ],
-    "default": null,
-    "title": "Next Tool"
-  },
-  "retry_after_ms": {
-    "anyOf": [
-      {
-        "minimum": 0,
-        "type": "integer"
-      },
-      {
-        "type": "null"
-      }
-    ],
-    "default": null,
-    "title": "Retry After Ms"
-  },
-  "safe_to_repeat_same_call": {
-    "title": "Safe To Repeat Same Call",
-    "type": "boolean"
-  }
-}

removedOutput schema / $defs / RecoveryAction / required

Removed value: -[
-  "kind",
-  "safe_to_repeat_same_call"
-]

removedOutput schema / $defs / RecoveryAction / title
```
Removed value: -"RecoveryAction"
```
removedOutput schema / $defs / RecoveryAction / type
```
Removed value: -"object"
```

removedOutput schema / $defs / RecoveryContext

Removed value: -{
-  "discriminator": {
-    "mapping": {
-      "configure_workload": "#/$defs/ConfigureWorkloadRecoveryContext",
-      "extract_perfetto": "#/$defs/ExtractPerfettoRecoveryContext",
-      "manual_configuration": "#/$defs/ManualConfigurationRecoveryContext"
-    },
-    "propertyName": "kind"
-  },
-  "oneOf": [
-    {
-      "$ref": "#/$defs/ConfigureWorkloadRecoveryContext"
-    },
-    {
-      "$ref": "#/$defs/ManualConfigurationRecoveryContext"
-    },
-    {
-      "$ref": "#/$defs/ExtractPerfettoRecoveryContext"
-    }
-  ]
-}

addedOutput schema / $defs / RepeatSameCallRecovery

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "kind": {
+      "const": "repeat_same_call",
+      "title": "Kind",
+      "type": "string"
+    },
+    "next_tool": {
+      "default": null,
+      "title": "Next Tool",
+      "type": "null"
+    },
+    "retry_after_ms": {
+      "minimum": 0,
+      "title": "Retry After Ms",
+      "type": "integer"
+    },
+    "safe_to_repeat_same_call": {
+      "const": true,
+      "default": true,
+      "title": "Safe To Repeat Same Call",
+      "type": "boolean"
+    }
+  },
+  "required": [
+    "kind",
+    "retry_after_ms"
+  ],
+  "title": "RepeatSameCallRecovery",
+  "type": "object"
+}

addedOutput schema / $defs / ReplanCaptureRecovery

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "kind": {
+      "const": "replan_capture",
+      "title": "Kind",
+      "type": "string"
+    },
+    "next_tool": {
+      "const": "plan_capture",
+      "title": "Next Tool",
+      "type": "string"
+    },
+    "retry_after_ms": {
+      "default": null,
+      "title": "Retry After Ms",
+      "type": "null"
+    },
+    "safe_to_repeat_same_call": {
+      "const": false,
+      "default": false,
+      "title": "Safe To Repeat Same Call",
+      "type": "boolean"
+    }
+  },
+  "required": [
+    "kind",
+    "next_tool"
+  ],
+  "title": "ReplanCaptureRecovery",
+  "type": "object"
+}

addedOutput schema / $defs / ReplanInferenceRecovery

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "kind": {
+      "const": "replan_inference",
+      "title": "Kind",
+      "type": "string"
+    },
+    "next_tool": {
+      "const": "plan_inference_scenario",
+      "title": "Next Tool",
+      "type": "string"
+    },
+    "retry_after_ms": {
+      "default": null,
+      "title": "Retry After Ms",
+      "type": "null"
+    },
+    "safe_to_repeat_same_call": {
+      "const": false,
+      "default": false,
+      "title": "Safe To Repeat Same Call",
+      "type": "boolean"
+    }
+  },
+  "required": [
+    "kind",
+    "next_tool"
+  ],
+  "title": "ReplanInferenceRecovery",
+  "type": "object"
+}

addedOutput schema / $defs / StartCapabilitySetupRecovery

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "kind": {
+      "const": "start_capability_setup",
+      "title": "Kind",
+      "type": "string"
+    },
+    "next_tool": {
+      "const": "start_capability_setup",
+      "title": "Next Tool",
+      "type": "string"
+    },
+    "retry_after_ms": {
+      "default": null,
+      "title": "Retry After Ms",
+      "type": "null"
+    },
+    "safe_to_repeat_same_call": {
+      "const": true,
+      "default": true,
+      "title": "Safe To Repeat Same Call",
+      "type": "boolean"
+    }
+  },
+  "required": [
+    "kind",
+    "next_tool"
+  ],
+  "title": "StartCapabilitySetupRecovery",
+  "type": "object"
+}

removedOutput schema / $defs / SuccessPayload_WorkloadDependencySetupResult_ / properties / error / default
```
Removed value: -null
```
removedOutput schema / $defs / SuccessPayload_WorkloadDependencySetupResult_ / properties / ok / default
```
Removed value: -true
```
addedOutput schema / $defs / SuccessPayload_WorkloadDependencySetupResult_ / properties / schema_version / const
```
Added value: +1
```
removedOutput schema / $defs / SuccessPayload_WorkloadDependencySetupResult_ / properties / schema_version / default
```
Removed value: -1
```

changedOutput schema / $defs / SuccessPayload_WorkloadDependencySetupResult_ / required

Previous value: -[
-  "result"
-]New value: +[
+  "schema_version",
+  "ok",
+  "result",
+  "error"
+]

addedOutput schema / $defs / WaitThenRepeatRecovery

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "kind": {
+      "const": "wait_then_repeat",
+      "title": "Kind",
+      "type": "string"
+    },
+    "next_tool": {
+      "default": null,
+      "title": "Next Tool",
+      "type": "null"
+    },
+    "retry_after_ms": {
+      "minimum": 0,
+      "title": "Retry After Ms",
+      "type": "integer"
+    },
+    "safe_to_repeat_same_call": {
+      "const": true,
+      "default": true,
+      "title": "Safe To Repeat Same Call",
+      "type": "boolean"
+    }
+  },
+  "required": [
+    "kind",
+    "retry_after_ms"
+  ],
+  "title": "WaitThenRepeatRecovery",
+  "type": "object"
+}

Changed2 schema fields changedv0.1.11Aug 7, 2026

changedOutput schema / $defs / RecoveryAction / properties / kind / enum

Previous value: -[
-  "repeat_same_call",
-  "wait_then_repeat",
-  "replan_capture",
-  "initialize_workspace",
-  "configure_workload",
-  "inspect_workload_configuration",
-  "prepare_capabilities",
-  "prepare_adapter",
-  "prepare_workload_dependencies",
-  "inspect_capabilities",
-  "discover_workflows",
-  "discover_runs",
-  "discover_artifacts",
-  "import_artifact",
-  "extract_perfetto",
-  "manual"
-]New value: +[
+  "repeat_same_call",
+  "wait_then_repeat",
+  "replan_capture",
+  "initialize_workspace",
+  "configure_workload",
+  "inspect_workload_configuration",
+  "start_capability_setup",
+  "prepare_adapter",
+  "prepare_workload_dependencies",
+  "inspect_capabilities",
+  "discover_workflows",
+  "discover_runs",
+  "discover_artifacts",
+  "import_artifact",
+  "extract_perfetto",
+  "manual"
+]

changedOutput schema / $defs / RequirementResult / properties / next_tool / anyOf

Previous value: -[
-  {
-    "enum": [
-      "prepare_adapter",
-      "prepare_capabilities",
-      "prepare_workload_dependencies",
-      "list_capabilities",
-      "plan_capture"
-    ],
-    "type": "string"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "enum": [
+      "prepare_adapter",
+      "start_capability_setup",
+      "prepare_workload_dependencies",
+      "list_capabilities",
+      "plan_capture"
+    ],
+    "type": "string"
+  },
+  {
+    "type": "null"
+  }
+]

First observedv0.1.9Aug 4, 2026

TDQS

A4.5/5.0

Behavior5/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Beyond the annotations (readOnlyHint=true, idempotentHint=true, destructiveHint=false), the description adds a critical safety guarantee: "never installs packages, mutates an environment, or executes the workload; in other words, it never executes user code." It also discloses the return behavior (includes an active preflight that drives the capture-or-fix decision). These claims reinforce rather than contradict the annotations and give the agent meaningful behavioral context annotations alone could not convey.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Three sentences with no waste: the first states the core purpose, the second delivers the critical safety guarantee, and the third explains the actionable output. Each sentence earns its place, and the purpose is front-loaded ahead of supporting details.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a single-parameter inspection tool with full annotations (read-only, idempotent, non-destructive), a complete input schema, and an output schema present, the description covers everything an agent needs: what it does, what it guarantees not to do, and what decision the result enables. There are no meaningful gaps for this tool's complexity level.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 100%, so the schema already fully documents the single workload_name parameter with a clear description. The tool description adds only marginal semantic context — the "bound interpreter" nuance and the fact that the workload's Python distribution requirements are what get inspected — but does not substantially deepen parameter understanding beyond the schema. Baseline 3 is appropriate.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description opens with a specific verb+resource pairing — "Inspect declared workload Python distributions in its bound interpreter" — which precisely identifies the operation's target and scope. It also differentiates this from the many sibling workflow tools by positioning it as an inspection/preflight step rather than a mutating or execution step, so an agent can distinguish it from plan_capture, configure_workload, and similar siblings.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description gives a clear decision rule: the result includes an active preflight and tells the agent whether to plan capture or fix the environment outside Flameox. This tells the agent when this tool matters in the workflow and what outcome to expect. However, it does not explicitly name alternatives or state when not to use this tool versus the many capture/configuration siblings, so it stops short of full exclusionary guidance.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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