flameox

by morluto

Overview Schema Related Servers Score Discussions

Python

Local

extract_memray

Idempotent

Start a durable Memray memory profile extraction for a specified run and return an operation ID to poll for completion.

Instructions

Start durable Memray extraction; poll get_extraction with the operation ID.

Input Schema

TableJSON Schema

Name	Required	Description	Default
`run_id`	Yes
`idempotency_key`	Yes
`temporary_allocation_threshold`	No

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.

Changed73 schema fields changedv0.1.15Aug 30, 2026

addedInput schema / properties / idempotency_key

Added value: +{
+  "maxLength": 200,
+  "minLength": 1,
+  "title": "Idempotency Key",
+  "type": "string"
+}

addedInput schema / properties / run_id / maxLength
```
Added value: +200
```
addedInput schema / properties / run_id / minLength
```
Added value: +1
```

addedInput schema / properties / temporary_allocation_threshold

Added value: +{
+  "default": 1,
+  "maximum": 1000,
+  "minimum": 0,
+  "title": "Temporary Allocation Threshold",
+  "type": "integer"
+}

changedInput schema / required

Previous value: -[
-  "run_id"
-]New value: +[
+  "run_id",
+  "idempotency_key"
+]

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"
-}

removedOutput schema / $defs / MemrayExtractionResult

Removed value: -{
-  "additionalProperties": false,
-  "properties": {
-    "artifact_id": {
-      "title": "Artifact Id",
-      "type": "string"
-    },
-    "corpus_commit_id": {
-      "title": "Corpus Commit Id",
-      "type": "string"
-    },
-    "frame_count": {
-      "title": "Frame Count",
-      "type": "integer"
-    },
-    "limitations": {
-      "default": [],
-      "items": {
-        "type": "string"
-      },
-      "title": "Limitations",
-      "type": "array"
-    },
-    "peak_memory_bytes": {
-      "title": "Peak Memory Bytes",
-      "type": "integer"
-    },
-    "retained_end_bytes": {
-      "title": "Retained End Bytes",
-      "type": "integer"
-    },
-    "run_id": {
-      "title": "Run Id",
-      "type": "string"
-    },
-    "schema_version": {
-      "default": 1,
-      "title": "Schema Version",
-      "type": "integer"
-    },
-    "total_allocations": {
-      "title": "Total Allocations",
-      "type": "integer"
-    }
-  },
-  "required": [
-    "run_id",
-    "artifact_id",
-    "peak_memory_bytes",
-    "retained_end_bytes",
-    "total_allocations",
-    "frame_count",
-    "corpus_commit_id"
-  ],
-  "title": "MemrayExtractionResult",
-  "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 / OperationCleanupStatus

Added value: +{
+  "enum": [
+    "not_required",
+    "pending",
+    "complete",
+    "incomplete"
+  ],
+  "title": "OperationCleanupStatus",
+  "type": "string"
+}

addedOutput schema / $defs / OperationItemOutcome

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "item": {
+      "maxLength": 200,
+      "minLength": 1,
+      "title": "Item",
+      "type": "string"
+    },
+    "message": {
+      "anyOf": [
+        {
+          "maxLength": 500,
+          "type": "string"
+        },
+        {
+          "type": "null"
+        }
+      ],
+      "default": null,
+      "title": "Message"
+    },
+    "status": {
+      "$ref": "#/$defs/OperationItemStatus"
+    }
+  },
+  "required": [
+    "item",
+    "status"
+  ],
+  "title": "OperationItemOutcome",
+  "type": "object"
+}

addedOutput schema / $defs / OperationItemStatus

Added value: +{
+  "enum": [
+    "pending",
+    "running",
+    "complete",
+    "retryable",
+    "unavailable",
+    "failed"
+  ],
+  "title": "OperationItemStatus",
+  "type": "string"
+}

addedOutput schema / $defs / OperationProgress

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "completed": {
+      "anyOf": [
+        {
+          "minimum": 0,
+          "type": "number"
+        },
+        {
+          "type": "null"
+        }
+      ],
+      "default": null,
+      "title": "Completed"
+    },
+    "message": {
+      "maxLength": 500,
+      "minLength": 1,
+      "title": "Message",
+      "type": "string"
+    },
+    "observed_at": {
+      "format": "date-time",
+      "title": "Observed At",
+      "type": "string"
+    },
+    "phase": {
+      "maxLength": 100,
+      "minLength": 1,
+      "title": "Phase",
+      "type": "string"
+    },
+    "total": {
+      "anyOf": [
+        {
+          "exclusiveMinimum": 0,
+          "type": "number"
+        },
+        {
+          "type": "null"
+        }
+      ],
+      "default": null,
+      "title": "Total"
+    }
+  },
+  "required": [
+    "phase",
+    "message"
+  ],
+  "title": "OperationProgress",
+  "type": "object"
+}

addedOutput schema / $defs / OperationRecovery

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "action": {
+      "$ref": "#/$defs/OperationRecoveryAction"
+    },
+    "next_action": {
+      "$ref": "#/$defs/NextAction"
+    }
+  },
+  "required": [
+    "action",
+    "next_action"
+  ],
+  "title": "OperationRecovery",
+  "type": "object"
+}

addedOutput schema / $defs / OperationRecoveryAction

Added value: +{
+  "enum": [
+    "poll",
+    "retry_same_request",
+    "retry_new_operation",
+    "retry_failed_items",
+    "inspect_capabilities",
+    "extract_required_evidence",
+    "reread_snapshot",
+    "follow_next_action"
+  ],
+  "title": "OperationRecoveryAction",
+  "type": "string"
+}

addedOutput schema / $defs / OperationState

Added value: +{
+  "enum": [
+    "starting",
+    "running",
+    "terminal",
+    "failed",
+    "cancelled",
+    "unmanaged_after_restart"
+  ],
+  "title": "OperationState",
+  "type": "string"
+}

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"
-}

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 / 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_MemrayExtractionResult_

Removed value: -{
-  "additionalProperties": false,
-  "properties": {
-    "error": {
-      "title": "Error",
-      "type": "null"
-    },
-    "ok": {
-      "const": true,
-      "title": "Ok",
-      "type": "boolean"
-    },
-    "result": {
-      "$ref": "#/$defs/MemrayExtractionResult"
-    },
-    "schema_version": {
-      "const": 1,
-      "title": "Schema Version",
-      "type": "integer"
-    }
-  },
-  "required": [
-    "schema_version",
-    "ok",
-    "result",
-    "error"
-  ],
-  "title": "SuccessPayload[MemrayExtractionResult]",
-  "type": "object"
-}

addedOutput schema / $defs / SuccessPayload_OperationStatus_

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "error": {
+      "title": "Error",
+      "type": "null"
+    },
+    "ok": {
+      "const": true,
+      "title": "Ok",
+      "type": "boolean"
+    },
+    "result": {
+      "additionalProperties": false,
+      "properties": {
+        "cancellation_requested": {
+          "title": "Cancellation Requested",
+          "type": "boolean"
+        },
+        "cleanup_status": {
+          "$ref": "#/$defs/OperationCleanupStatus"
+        },
+        "created_at": {
+          "format": "date-time",
+          "title": "Created At",
+          "type": "string"
+        },
+        "failure_code": {
+          "anyOf": [
+            {
+              "type": "string"
+            },
+            {
+              "type": "null"
+            }
+          ],
+          "title": "Failure Code"
+        },
+        "failure_details": {
+          "anyOf": [
+            {
+              "additionalProperties": true,
+              "type": "object"
+            },
+            {
+              "type": "null"
+            }
+          ],
+          "title": "Failure Details"
+        },
+        "failure_message": {
+          "anyOf": [
+            {
+              "type": "string"
+            },
+            {
+              "type": "null"
+            }
+          ],
+          "title": "Failure Message"
+        },
+        "item_outcomes": {
+          "items": {
+            "$ref": "#/$defs/OperationItemOutcome"
+          },
+          "title": "Item Outcomes",
+          "type": "array"
+        },
+        "operation": {
+          "title": "Operation",
+          "type": "string"
+        },
+        "operation_id": {
+          "title": "Operation Id",
+          "type": "string"
+        },
+        "phase": {
+          "title": "Phase",
+          "type": "string"
+        },
+        "poll_after_ms": {
+          "anyOf": [
+            {
+              "maximum": 30000,
+              "minimum": 100,
+              "type": "integer"
+            },
+            {
+              "type": "null"
+            }
+          ],
+          "default": null,
+          "title": "Poll After Ms"
+        },
+        "progress": {
+          "items": {
+            "$ref": "#/$defs/OperationProgress"
+          },
+          "title": "Progress",
+          "type": "array"
+        },
+        "recovery": {
+          "anyOf": [
+            {
+              "$ref": "#/$defs/OperationRecovery"
+            },
+            {
+              "type": "null"
+            }
+          ]
+        },
+        "request": {
+          "additionalProperties": true,
+          "title": "Request",
+          "type": "object"
+        },
+        "request_digest": {
+          "title": "Request Digest",
+          "type": "string"
+        },
+        "revision": {
+          "title": "Revision",
+          "type": "integer"
+        },
+        "state": {
+          "$ref": "#/$defs/OperationState"
+        },
+        "subject_id": {
+          "anyOf": [
+            {
+              "type": "string"
+            },
+            {
+              "type": "null"
+            }
+          ],
+          "default": null,
+          "title": "Subject Id"
+        },
+        "terminal_receipt": {
+          "anyOf": [
+            {
+              "additionalProperties": true,
+              "type": "object"
+            },
+            {
+              "type": "null"
+            }
+          ],
+          "title": "Terminal Receipt"
+        },
+        "updated_at": {
+          "format": "date-time",
+          "title": "Updated At",
+          "type": "string"
+        },
+        "workspace_id": {
+          "title": "Workspace Id",
+          "type": "string"
+        }
+      },
+      "required": [
+        "operation_id",
+        "operation",
+        "workspace_id",
+        "request_digest",
+        "request",
+        "revision",
+        "state",
+        "phase",
+        "progress",
+        "item_outcomes",
+        "cancellation_requested",
+        "cleanup_status",
+        "failure_code",
+        "failure_message",
+        "failure_details",
+        "terminal_receipt",
+        "recovery",
+        "created_at",
+        "updated_at"
+      ],
+      "title": "OperationStatus",
+      "type": "object"
+    }
+  },
+  "required": [
+    "ok",
+    "result",
+    "error"
+  ],
+  "title": "SuccessPayload[OperationStatus]",
+  "type": "object"
+}

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"
-}

changedOutput schema / discriminator / mapping / True

Previous value: -"#/$defs/SuccessPayload_MemrayExtractionResult_"New value: +"#/$defs/SuccessPayload_OperationStatus_"

changedOutput schema / oneOf

Previous value: -[
-  {
-    "$ref": "#/$defs/SuccessPayload_MemrayExtractionResult_"
-  },
-  {
-    "$ref": "#/$defs/FailurePayload"
-  }
-]New value: +[
+  {
+    "$ref": "#/$defs/SuccessPayload_OperationStatus_"
+  },
+  {
+    "$ref": "#/$defs/FailurePayload"
+  }
+]

changedOutput schema / title

Previous value: -"ToolPayload[MemrayExtractionResult]"New value: +"ToolPayload[OperationStatus]"

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

changedOutput schema / $defs / SuccessPayload_MemrayExtractionResult_ / 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"
+}

Changed1 schema field 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"
+]

First observedv0.1.9Aug 4, 2026

TDQS

A4.1/5.0

Behavior4/5

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

Annotations already cover idempotency and non-destructiveness; the description adds that the operation is durable and asynchronous by pointing at an operation ID and polling flow. This is useful beyond annotations, though it doesn't spell out resource cost or cleanup.

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?

Single sentence, front-loaded verb and resource, with a concrete follow-up instruction. No filler.

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

Completeness4/5

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

For a durable async start command, it supplies the critical next step (poll get_extraction) and notes durability; output schema and annotations cover return and safety profile. The optional threshold semantics remain under-specified, so it is not a perfect 5.

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

Parameters2/5

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

Schema has 0% description coverage and the description gives no parameter guidance. run_id and idempotency_key are inferable from names, but temporary_allocation_threshold's meaning and units are left undocumented, so the description fails to compensate for the coverage gap.

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?

States a specific action ('Start durable Memray extraction') on a specific resource and names the follow-up get_extraction. This clearly distinguishes it from the many extract_* siblings by tool name and operation pattern.

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?

Explicitly tells the agent to poll get_extraction with the operation ID after starting, which is clear usage context. It doesn't explicitly state when to prefer extract_memray over other extract_* tools, but the resource-specific name plus visible siblings makes the selection reasonably clear.

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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