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import_artifact

Import a project-local profiling artifact while preserving producer identity, enabling query and audit of traces, benchmarks, and execution evidence.

Instructions

Import one project-local artifact and preserve producer identity.

    Chrome traces with Torch profiler markers are identified automatically. Use
    kind='execution_trace' for Chrome/Torch traces, then run extract_perfetto before
    analyze_pytorch. If detection is ambiguous, set producer='torch.profiler'.

Input Schema

TableJSON Schema

Name	Required	Description	Default
`kind`	Yes	ArtifactKind enum value describing the imported format.
`path`	Yes	Artifact path relative to source_root, or an absolute path already inside that bounded root.
`profile`	No	Validated provider format profile. Use py-spy-chrometrace only for native py-spy Chrome traces; omit it for generic imports.
`producer`	No	Producer identity. Use auto for common trace detection; use torch.profiler when importing an ambiguous Torch trace, and declare the maintained inference provider for imported replay/result artifacts.	auto
`media_type`	No	Explicit media type for formats whose encoding cannot be inferred, such as application/x-protobuf OTLP traces.
`sensitivity`	Yes	Sensitivity classification: normal, internal, or sensitive.
`source_root`	No		project
`producer_version`	No	Optional producer version, at most 100 characters.

Output Schema

TableJSON Schema

Name	Required	Description	Default
No arguments

Schema Changelog

Changes observed during successful MCP inspections.

Changed64 schema fields changedv0.1.15Aug 30, 2026

changedInput schema / $defs / ArtifactKind / enum

Previous value: -[
-  "execution_trace",
-  "otlp_trace",
-  "python_startup",
-  "test_execution",
-  "sample_profile",
-  "memory_profile",
-  "benchmark_samples",
-  "execution_coverage",
-  "semantic_observations",
-  "process_output",
-  "validation_output",
-  "core_dump",
-  "sanitizer_report",
-  "source_snapshot",
-  "collector_metadata",
-  "analysis_result",
-  "process_tree_snapshot",
-  "experiment_configuration",
-  "inference_request_trace",
-  "inference_result",
-  "kernel_build",
-  "kernel_profile"
-]New value: +[
+  "execution_trace",
+  "otlp_trace",
+  "python_startup",
+  "test_execution",
+  "sample_profile",
+  "memory_profile",
+  "benchmark_samples",
+  "execution_coverage",
+  "semantic_observations",
+  "process_output",
+  "validation_output",
+  "core_dump",
+  "sanitizer_report",
+  "source_snapshot",
+  "collector_metadata",
+  "analysis_result",
+  "process_tree_snapshot",
+  "experiment_configuration",
+  "inference_request_trace",
+  "inference_result",
+  "kernel_build",
+  "kernel_profile",
+  "metal_trace",
+  "reduced_candidate"
+]

addedInput schema / $defs / ImportProfile

Added value: +{
+  "enum": [
+    "py-spy-chrometrace"
+  ],
+  "title": "ImportProfile",
+  "type": "string"
+}

addedInput schema / properties / profile

Added value: +{
+  "anyOf": [
+    {
+      "$ref": "#/$defs/ImportProfile"
+    },
+    {
+      "type": "null"
+    }
+  ],
+  "default": null,
+  "description": "Validated provider format profile. Use py-spy-chrometrace only for native py-spy Chrome traces; omit it for generic imports."
+}

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"
+]

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 / ImportReceipt

Removed value: -{
-  "additionalProperties": false,
-  "properties": {
-    "artifact_id": {
-      "title": "Artifact Id",
-      "type": "string"
-    },
-    "artifact_resource_uri": {
-      "title": "Artifact Resource Uri",
-      "type": "string"
-    },
-    "corpus_commit_id": {
-      "title": "Corpus Commit Id",
-      "type": "string"
-    },
-    "run_id": {
-      "title": "Run Id",
-      "type": "string"
-    },
-    "run_resource_uri": {
-      "title": "Run Resource Uri",
-      "type": "string"
-    },
-    "schema_version": {
-      "default": 1,
-      "title": "Schema Version",
-      "type": "integer"
-    }
-  },
-  "required": [
-    "run_id",
-    "artifact_id",
-    "corpus_commit_id",
-    "run_resource_uri",
-    "artifact_resource_uri"
-  ],
-  "title": "ImportReceipt",
-  "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 / JsonValue
```
Added value: +{}
```

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 / 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"
+}

addedOutput schema / $defs / RunSemanticsProjection

Added value: +{
+  "additionalProperties": false,
+  "description": "Bounded, transport-safe view of authoritative run semantics.",
+  "properties": {
+    "adapter": {
+      "anyOf": [
+        {
+          "maxLength": 200,
+          "minLength": 1,
+          "type": "string"
+        },
+        {
+          "type": "null"
+        }
+      ],
+      "default": null,
+      "title": "Adapter"
+    },
+    "adapter_version": {
+      "anyOf": [
+        {
+          "maxLength": 200,
+          "type": "string"
+        },
+        {
+          "type": "null"
+        }
+      ],
+      "default": null,
+      "title": "Adapter Version"
+    },
+    "bounds": {
+      "additionalProperties": {
+        "$ref": "#/$defs/JsonValue"
+      },
+      "maxProperties": 32,
+      "propertyNames": {
+        "maxLength": 200,
+        "minLength": 1
+      },
+      "title": "Bounds",
+      "type": "object"
+    },
+    "filters": {
+      "additionalProperties": {
+        "$ref": "#/$defs/JsonValue"
+      },
+      "maxProperties": 32,
+      "propertyNames": {
+        "maxLength": 200,
+        "minLength": 1
+      },
+      "title": "Filters",
+      "type": "object"
+    },
+    "mode": {
+      "anyOf": [
+        {
+          "$ref": "#/$defs/JsonValue"
+        },
+        {
+          "type": "null"
+        }
+      ],
+      "default": null
+    },
+    "origin": {
+      "enum": [
+        "capture",
+        "import",
+        "internal"
+      ],
+      "title": "Origin",
+      "type": "string"
+    },
+    "process_scope": {
+      "anyOf": [
+        {
+          "$ref": "#/$defs/JsonValue"
+        },
+        {
+          "type": "null"
+        }
+      ],
+      "default": null
+    },
+    "semantic_id": {
+      "pattern": "^sha256:[0-9a-f]{64}$",
+      "title": "Semantic Id",
+      "type": "string"
+    },
+    "unavailable_fields": {
+      "default": [],
+      "items": {
+        "maxLength": 200,
+        "minLength": 1,
+        "type": "string"
+      },
+      "maxItems": 32,
+      "title": "Unavailable Fields",
+      "type": "array"
+    },
+    "workload_cwd": {
+      "anyOf": [
+        {
+          "type": "string"
+        },
+        {
+          "type": "null"
+        }
+      ],
+      "default": null,
+      "title": "Workload Cwd"
+    }
+  },
+  "required": [
+    "semantic_id",
+    "origin"
+  ],
+  "title": "RunSemanticsProjection",
+  "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_ImportReceipt_ / properties / result / $ref
```
Removed value: -"#/$defs/ImportReceipt"
```
addedOutput schema / $defs / SuccessPayload_ImportReceipt_ / properties / result / additionalProperties
```
Added value: +false
```

addedOutput schema / $defs / SuccessPayload_ImportReceipt_ / properties / result / properties

Added value: +{
+  "artifact_id": {
+    "title": "Artifact Id",
+    "type": "string"
+  },
+  "artifact_resource_uri": {
+    "title": "Artifact Resource Uri",
+    "type": "string"
+  },
+  "corpus_commit_id": {
+    "title": "Corpus Commit Id",
+    "type": "string"
+  },
+  "run_id": {
+    "title": "Run Id",
+    "type": "string"
+  },
+  "run_resource_uri": {
+    "title": "Run Resource Uri",
+    "type": "string"
+  },
+  "semantics": {
+    "$ref": "#/$defs/RunSemanticsProjection"
+  }
+}

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

Added value: +[
+  "run_id",
+  "artifact_id",
+  "corpus_commit_id",
+  "run_resource_uri",
+  "artifact_resource_uri",
+  "semantics"
+]

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

changedOutput schema / $defs / SuccessPayload_ImportReceipt_ / required

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

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"
-}

Changed44 schema fields changedv0.1.12Aug 10, 2026

changedInput schema / $defs / ArtifactKind / enum

Previous value: -[
-  "execution_trace",
-  "otlp_trace",
-  "python_startup",
-  "test_execution",
-  "sample_profile",
-  "memory_profile",
-  "benchmark_samples",
-  "execution_coverage",
-  "semantic_observations",
-  "process_output",
-  "validation_output",
-  "core_dump",
-  "sanitizer_report",
-  "source_snapshot",
-  "collector_metadata",
-  "analysis_result",
-  "process_tree_snapshot",
-  "experiment_configuration"
-]New value: +[
+  "execution_trace",
+  "otlp_trace",
+  "python_startup",
+  "test_execution",
+  "sample_profile",
+  "memory_profile",
+  "benchmark_samples",
+  "execution_coverage",
+  "semantic_observations",
+  "process_output",
+  "validation_output",
+  "core_dump",
+  "sanitizer_report",
+  "source_snapshot",
+  "collector_metadata",
+  "analysis_result",
+  "process_tree_snapshot",
+  "experiment_configuration",
+  "inference_request_trace",
+  "inference_result",
+  "kernel_build",
+  "kernel_profile"
+]

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

changedInput schema / properties / producer / description

Previous value: -"Producer identity. Use auto for common trace detection; use torch.profiler when importing an ambiguous Torch trace."New value: +"Producer identity. Use auto for common trace detection; use torch.profiler when importing an ambiguous Torch trace, and declare the maintained inference provider for imported replay/result artifacts."

changedInput schema / properties / producer / enum

Previous value: -[
-  "auto",
-  "torch.profiler",
-  "perfetto",
-  "py-spy",
-  "memray",
-  "coverage",
-  "pyperf",
-  "pytest"
-]New value: +[
+  "auto",
+  "torch.profiler",
+  "perfetto",
+  "py-spy",
+  "memray",
+  "coverage",
+  "compute-sanitizer",
+  "nsight.compute",
+  "rocprofv3",
+  "pyperf",
+  "pytest",
+  "aiperf",
+  "vllm_bench",
+  "mooncake"
+]

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

changedOutput schema / $defs / SuccessPayload_ImportReceipt_ / 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"
+}

Changed3 schema fields changedv0.1.11Aug 7, 2026

changedInput schema / $defs / ArtifactKind / enum

Previous value: -[
-  "execution_trace",
-  "python_startup",
-  "test_execution",
-  "sample_profile",
-  "memory_profile",
-  "benchmark_samples",
-  "execution_coverage",
-  "semantic_observations",
-  "process_output",
-  "validation_output",
-  "core_dump",
-  "sanitizer_report",
-  "source_snapshot",
-  "collector_metadata",
-  "analysis_result"
-]New value: +[
+  "execution_trace",
+  "otlp_trace",
+  "python_startup",
+  "test_execution",
+  "sample_profile",
+  "memory_profile",
+  "benchmark_samples",
+  "execution_coverage",
+  "semantic_observations",
+  "process_output",
+  "validation_output",
+  "core_dump",
+  "sanitizer_report",
+  "source_snapshot",
+  "collector_metadata",
+  "analysis_result",
+  "process_tree_snapshot",
+  "experiment_configuration"
+]

addedInput schema / properties / media_type

Added value: +{
+  "anyOf": [
+    {
+      "maxLength": 200,
+      "type": "string"
+    },
+    {
+      "type": "null"
+    }
+  ],
+  "default": null,
+  "description": "Explicit media type for formats whose encoding cannot be inferred, such as application/x-protobuf OTLP traces.",
+  "title": "Media Type"
+}

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

A3.8/5.0

Behavior3/5

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

With all annotation hints false, the description carries the behavioral disclosure burden. It usefully discloses auto-detection of Chrome traces with Torch profiler markers and the producer-preservation behavior, but it does not explain side effects such as whether existing artifacts are replaced, whether duplicates are created, or what state changes occur on import. No contradiction with annotations exists.

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?

The description is three tight sentences: the first states the core action and behavior, the second gives the pipeline context, and the third provides a fallback rule. There is no fluff, no repetition of schema content, and the most actionable guidance is front-loaded.

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

Completeness3/5

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

The schema and output schema cover many details, so the description does not need to re-explain parameters or return values. However, for a generic importer with many specialized import sibling tools, the description does not clarify when import_artifact should be used versus import_static_analysis, import_xctrace, import_kernel_build, or import_nvbench, nor does it explain producer preservation beyond the Torch trace case.

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

Parameters4/5

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

Schema description coverage is 88%, which establishes a strong baseline. The description adds value beyond the schema by pinning kind='execution_trace' and producer='torch.profiler' to the Chrome/Torch trace workflow and by clarifying that detection is automatic with a fallback. It does not discuss parameters like source_root or sensitivity, but the schema already describes those adequately.

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

Purpose4/5

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

The description states a clear action ('Import'), a specific resource ('one project-local artifact'), and a distinct behavioral goal ('preserve producer identity'). It is specific enough to distinguish the tool from the many extract_* siblings, but it does not explicitly differentiate itself from specialized import_* siblings such as import_static_analysis, import_xctrace, import_kernel_build, or import_nvbench.

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 concrete usage guidance for Chrome/Torch traces: use kind='execution_trace', then run extract_perfetto before analyze_pytorch, and set producer='torch.profiler' when detection is ambiguous. It does not explain when to prefer import_artifact over the specialized import_* tools, so the guidance is clear but not fully comprehensive.

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

Deploy Server

import_artifact

Instructions

Input Schema

Output Schema

Schema Changelog

TDQS

Other Tools