flameox

Overview Schema Related Servers Score Discussions

get_stack_examples

Read-onlyIdempotent

Retrieve representative stack traces containing a specific frame from a profiling run or artifact. Provide run or artifact ID, frame ID, and a limit to get bounded examples.

Instructions

Return bounded representative stacks containing a frame.

Input Schema

TableJSON Schema

Name	Required	Description
`limit`	Yes	Maximum stack examples to return (1-1000).
`cursor`	No
`metric`	No
`frame_id`	Yes	Frame ID returned by an analysis result.
`run_or_artifact`	Yes	Run ID or artifact ID containing the frame.

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.

Changed89 schema fields changedv0.1.15Aug 30, 2026

addedInput schema / properties / metric

Added value: +{
+  "anyOf": [
+    {
+      "maxLength": 100,
+      "minLength": 1,
+      "type": "string"
+    },
+    {
+      "type": "null"
+    }
+  ],
+  "default": null,
+  "title": "Metric"
+}

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"
+}

addedOutput schema / $defs / AvailableEvidence

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "next_action": {
+      "const": null,
+      "default": null,
+      "title": "Next Action",
+      "type": "null"
+    },
+    "reason": {
+      "maxLength": 200,
+      "minLength": 1,
+      "title": "Reason",
+      "type": "string"
+    },
+    "status": {
+      "const": "available",
+      "default": "available",
+      "title": "Status",
+      "type": "string"
+    }
+  },
+  "required": [
+    "reason"
+  ],
+  "title": "AvailableEvidence",
+  "type": "object"
+}

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"
-}

addedOutput schema / $defs / EmptyEvidence

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "next_action": {
+      "const": null,
+      "default": null,
+      "title": "Next Action",
+      "type": "null"
+    },
+    "reason": {
+      "maxLength": 200,
+      "minLength": 1,
+      "title": "Reason",
+      "type": "string"
+    },
+    "status": {
+      "const": "empty",
+      "default": "empty",
+      "title": "Status",
+      "type": "string"
+    }
+  },
+  "required": [
+    "reason"
+  ],
+  "title": "EmptyEvidence",
+  "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 / EvidenceAvailability / additionalProperties
```
Removed value: -false
```

addedOutput schema / $defs / EvidenceAvailability / anyOf

Added value: +[
+  {
+    "$ref": "#/$defs/AvailableEvidence"
+  },
+  {
+    "$ref": "#/$defs/EmptyEvidence"
+  },
+  {
+    "$ref": "#/$defs/RecoverableEmptyEvidence"
+  },
+  {
+    "$ref": "#/$defs/PartialEvidence"
+  },
+  {
+    "$ref": "#/$defs/UnknownEvidence"
+  },
+  {
+    "$ref": "#/$defs/RecoverableUnavailableEvidence"
+  },
+  {
+    "$ref": "#/$defs/UnavailableEvidence"
+  }
+]

removedOutput schema / $defs / EvidenceAvailability / description

Removed value: -"Machine-readable evidence presence shared by analysis and query results."

removedOutput schema / $defs / EvidenceAvailability / properties

Removed value: -{
-  "next_arguments": {
-    "anyOf": [
-      {
-        "additionalProperties": true,
-        "type": "object"
-      },
-      {
-        "type": "null"
-      }
-    ],
-    "default": null,
-    "title": "Next Arguments"
-  },
-  "next_tool": {
-    "anyOf": [
-      {
-        "type": "string"
-      },
-      {
-        "type": "null"
-      }
-    ],
-    "default": null,
-    "title": "Next Tool"
-  },
-  "reason": {
-    "maxLength": 200,
-    "minLength": 1,
-    "title": "Reason",
-    "type": "string"
-  },
-  "status": {
-    "enum": [
-      "available",
-      "empty",
-      "unavailable",
-      "partial",
-      "unknown"
-    ],
-    "title": "Status",
-    "type": "string"
-  }
-}

removedOutput schema / $defs / EvidenceAvailability / required
```
Removed value: -[
-  "status",
-  "reason"
-]
```
removedOutput schema / $defs / EvidenceAvailability / title
```
Removed value: -"EvidenceAvailability"
```
removedOutput schema / $defs / EvidenceAvailability / type
```
Removed value: -"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 / FrameDetail / properties / duration_ns

Removed value: -{
-  "title": "Duration Ns",
-  "type": "integer"
-}

removedOutput schema / $defs / FrameDetail / properties / sample_count

Removed value: -{
-  "title": "Sample Count",
-  "type": "integer"
-}

changedOutput schema / $defs / FrameDetail / required

Previous value: -[
-  "frame_id",
-  "function",
-  "module",
-  "file",
-  "line",
-  "sample_count",
-  "duration_ns"
-]New value: +[
+  "frame_id",
+  "function",
+  "module",
+  "file",
+  "line"
+]

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"
-}

removedOutput schema / $defs / ManualConfigurationRecoveryContext

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

removedOutput schema / $defs / ManualRecovery

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

addedOutput schema / $defs / PartialEvidence

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "next_action": {
+      "const": null,
+      "default": null,
+      "title": "Next Action",
+      "type": "null"
+    },
+    "reason": {
+      "maxLength": 200,
+      "minLength": 1,
+      "title": "Reason",
+      "type": "string"
+    },
+    "status": {
+      "const": "partial",
+      "default": "partial",
+      "title": "Status",
+      "type": "string"
+    }
+  },
+  "required": [
+    "reason"
+  ],
+  "title": "PartialEvidence",
+  "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"
-}

addedOutput schema / $defs / RecoverableEmptyEvidence

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "next_action": {
+      "$ref": "#/$defs/ToolAction"
+    },
+    "reason": {
+      "maxLength": 200,
+      "minLength": 1,
+      "title": "Reason",
+      "type": "string"
+    },
+    "status": {
+      "const": "empty",
+      "default": "empty",
+      "title": "Status",
+      "type": "string"
+    }
+  },
+  "required": [
+    "reason",
+    "next_action"
+  ],
+  "title": "RecoverableEmptyEvidence",
+  "type": "object"
+}

addedOutput schema / $defs / RecoverableUnavailableEvidence

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "next_action": {
+      "$ref": "#/$defs/ToolAction"
+    },
+    "reason": {
+      "maxLength": 200,
+      "minLength": 1,
+      "title": "Reason",
+      "type": "string"
+    },
+    "status": {
+      "const": "unavailable",
+      "default": "unavailable",
+      "title": "Status",
+      "type": "string"
+    }
+  },
+  "required": [
+    "reason",
+    "next_action"
+  ],
+  "title": "RecoverableUnavailableEvidence",
+  "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 / StackExample / properties / duration_ns

Removed value: -{
-  "title": "Duration Ns",
-  "type": "integer"
-}

addedOutput schema / $defs / StackExample / properties / metric

Added value: +{
+  "title": "Metric",
+  "type": "string"
+}

addedOutput schema / $defs / StackExample / properties / sample_count

Added value: +{
+  "title": "Sample Count",
+  "type": "integer"
+}

addedOutput schema / $defs / StackExample / properties / start_ns / anyOf

Added value: +[
+  {
+    "type": "integer"
+  },
+  {
+    "type": "null"
+  }
+]

removedOutput schema / $defs / StackExample / properties / start_ns / type
```
Removed value: -"integer"
```

addedOutput schema / $defs / StackExample / properties / track_id / anyOf

Added value: +[
+  {
+    "type": "integer"
+  },
+  {
+    "type": "null"
+  }
+]

removedOutput schema / $defs / StackExample / properties / track_id / type
```
Removed value: -"integer"
```

addedOutput schema / $defs / StackExample / properties / unit

Added value: +{
+  "title": "Unit",
+  "type": "string"
+}

addedOutput schema / $defs / StackExample / properties / weight_value

Added value: +{
+  "title": "Weight Value",
+  "type": "integer"
+}

changedOutput schema / $defs / StackExample / required

Previous value: -[
-  "stack_id",
-  "start_ns",
-  "duration_ns",
-  "track_id",
-  "frames"
-]New value: +[
+  "stack_id",
+  "metric",
+  "weight_value",
+  "unit",
+  "sample_count",
+  "start_ns",
+  "track_id",
+  "frames"
+]

removedOutput schema / $defs / StackExamplesResult

Removed value: -{
-  "additionalProperties": false,
-  "properties": {
-    "corpus_commit_id": {
-      "title": "Corpus Commit Id",
-      "type": "string"
-    },
-    "coverage": {
-      "title": "Coverage",
-      "type": "number"
-    },
-    "evidence": {
-      "$ref": "#/$defs/EvidenceAvailability"
-    },
-    "examples": {
-      "items": {
-        "$ref": "#/$defs/StackExample"
-      },
-      "title": "Examples",
-      "type": "array"
-    },
-    "frame_id": {
-      "title": "Frame Id",
-      "type": "string"
-    },
-    "input_id": {
-      "title": "Input Id",
-      "type": "string"
-    },
-    "limitations": {
-      "default": [
-        "Examples are representative leaf stacks retained during extraction."
-      ],
-      "items": {
-        "type": "string"
-      },
-      "title": "Limitations",
-      "type": "array"
-    },
-    "next_cursor": {
-      "anyOf": [
-        {
-          "type": "string"
-        },
-        {
-          "type": "null"
-        }
-      ],
-      "title": "Next Cursor"
-    },
-    "returned": {
-      "title": "Returned",
-      "type": "integer"
-    },
-    "schema_version": {
-      "default": 1,
-      "title": "Schema Version",
-      "type": "integer"
-    },
-    "total": {
-      "title": "Total",
-      "type": "integer"
-    },
-    "truncated": {
-      "title": "Truncated",
-      "type": "boolean"
-    }
-  },
-  "required": [
-    "corpus_commit_id",
-    "input_id",
-    "frame_id",
-    "examples",
-    "total",
-    "returned",
-    "truncated",
-    "coverage",
-    "next_cursor"
-  ],
-  "title": "StackExamplesResult",
-  "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_StackExamplesResult_ / properties / result / $ref
```
Removed value: -"#/$defs/StackExamplesResult"
```
addedOutput schema / $defs / SuccessPayload_StackExamplesResult_ / properties / result / additionalProperties
```
Added value: +false
```

addedOutput schema / $defs / SuccessPayload_StackExamplesResult_ / properties / result / properties

Added value: +{
+  "corpus_commit_id": {
+    "title": "Corpus Commit Id",
+    "type": "string"
+  },
+  "coverage": {
+    "title": "Coverage",
+    "type": "number"
+  },
+  "evidence": {
+    "$ref": "#/$defs/EvidenceAvailability"
+  },
+  "examples": {
+    "items": {
+      "$ref": "#/$defs/StackExample"
+    },
+    "title": "Examples",
+    "type": "array"
+  },
+  "frame_id": {
+    "title": "Frame Id",
+    "type": "string"
+  },
+  "input_id": {
+    "title": "Input Id",
+    "type": "string"
+  },
+  "limitations": {
+    "default": [
+      "Examples are representative leaf stacks retained during extraction."
+    ],
+    "items": {
+      "type": "string"
+    },
+    "title": "Limitations",
+    "type": "array"
+  },
+  "metric": {
+    "anyOf": [
+      {
+        "type": "string"
+      },
+      {
+        "type": "null"
+      }
+    ],
+    "title": "Metric"
+  },
+  "next_cursor": {
+    "anyOf": [
+      {
+        "type": "string"
+      },
+      {
+        "type": "null"
+      }
+    ],
+    "title": "Next Cursor"
+  },
+  "recovery": {
+    "anyOf": [
+      {
+        "$ref": "#/$defs/ToolAction"
+      },
+      {
+        "type": "null"
+      }
+    ],
+    "default": null
+  },
+  "returned": {
+    "readOnly": true,
+    "title": "Returned",
+    "type": "integer"
+  },
+  "total": {
+    "title": "Total",
+    "type": "integer"
+  },
+  "truncated": {
+    "readOnly": true,
+    "title": "Truncated",
+    "type": "boolean"
+  }
+}

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

Added value: +[
+  "next_cursor",
+  "corpus_commit_id",
+  "input_id",
+  "frame_id",
+  "metric",
+  "examples",
+  "total",
+  "coverage",
+  "returned",
+  "truncated"
+]

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

changedOutput schema / $defs / SuccessPayload_StackExamplesResult_ / required

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

addedOutput schema / $defs / ToolAction

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

addedOutput schema / $defs / ToolName

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

addedOutput schema / $defs / UnavailableEvidence

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "next_action": {
+      "const": null,
+      "default": null,
+      "title": "Next Action",
+      "type": "null"
+    },
+    "reason": {
+      "maxLength": 200,
+      "minLength": 1,
+      "title": "Reason",
+      "type": "string"
+    },
+    "status": {
+      "const": "unavailable",
+      "default": "unavailable",
+      "title": "Status",
+      "type": "string"
+    }
+  },
+  "required": [
+    "reason"
+  ],
+  "title": "UnavailableEvidence",
+  "type": "object"
+}

addedOutput schema / $defs / UnknownEvidence

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "next_action": {
+      "const": null,
+      "default": null,
+      "title": "Next Action",
+      "type": "null"
+    },
+    "reason": {
+      "maxLength": 200,
+      "minLength": 1,
+      "title": "Reason",
+      "type": "string"
+    },
+    "status": {
+      "const": "unknown",
+      "default": "unknown",
+      "title": "Status",
+      "type": "string"
+    }
+  },
+  "required": [
+    "reason"
+  ],
+  "title": "UnknownEvidence",
+  "type": "object"
+}

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"
-}

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

changedOutput schema / $defs / SuccessPayload_StackExamplesResult_ / 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

B3.1/5.0

Behavior3/5

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

Annotations already establish readOnly, idempotent, and non-destructive behavior. The description adds that results are bounded and representative, which is useful, but it does not mention ordering, pagination, or how representative sampling is determined.

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?

A single, front-loaded sentence with no filler. The core behavior is communicated immediately and efficiently.

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?

For a read-only tool with an output schema and annotations, the description is minimally viable: an agent can identify required inputs and understand the general purpose. However, it lacks usage placement among sibling frame-analysis tools and leaves metric/cursor semantics to the agent's inference.

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?

The schema descriptions cover run_or_artifact, frame_id, and limit, but cursor and metric are undocumented. The tool description does not compensate by explaining metric or cursor semantics, and it mostly echoes the schema's frame and bounded wording.

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?

States a s pecific verb and resource: returning bounded representative stacks that contain a given frame. It is clear enough to separate it from frame callers/callees, though it does not explicitly name or contrast those siblings.

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

Usage Guidelines2/5

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

No guidance is provided about when to use this tool versus alternatives such as get_frame_callers or get_frame_calees. The description only says what it returns, not when it should be preferred.

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

Install Server

Other Tools

Latest Blog Posts

Who's Calling? MCP Hosts Are an Identity Blind Spot (And the Spec Knows It)
By Om-Shree-0709 on July 25, 2026.
mcp
Agent Identity
OAuth 2.1
Your AI Chatbot Just Exposed Your CEO's Salary to an Intern
By Om-Shree-0709 on July 2, 2026.
Agent Identity
MCP Security
OAuth Delegation
Why MCP Servers Need Execution Sandboxing (And Why Your Current Stack Isn't Enough)
By Om-Shree-0709 on June 30, 2026.
Agentic Ai
Prompt Injection
WebAssembly

MCP directory API

We provide all the information about MCP servers via our MCP API.

curl -X GET 'https://glama.ai/api/mcp/v1/servers/morluto/flameox'

If you have feedback or need assistance with the MCP directory API, please join our Discord server