RQM Jobs MCP

Tune Controller To Objectives

robotics_tune_controller_to_objectives_v1

Idempotent

Problem: Tune a supported controller only within supplied bounds and safety limits. Input: JSON with supported controller, current gain, fixture error, target error.... Result: typed verdict, measured metrics, candidate only when verified. Limits: Software/model evidence only; 65536 request bytes; 5 s execution.

Tool call template

Replace each placeholder with a value matching the input schema. Only required parameters are included; add optional parameters as needed.

{
  "id": 1,
  "jsonrpc": "2.0",
  "method": "tools/call",
  "params": {
    "arguments": {
      "schema_version": "<schema_version>",
      "request": "<request>",
      "idempotency_key": "<idempotency_key>",
      "max_total_price": "<max_total_price>"
    },
    "name": "robotics_tune_controller_to_objectives_v1"
  }
}

Input Schema

Name	Required	Description	Default
`request`	Yes
`schema_version`	Yes
`idempotency_key`	Yes
`max_total_price`	Yes

Output Schema

Name	Required	Description	Default
No arguments

Schema Changelog

Changes observed during successful MCP inspections.

Changed1 schema field changedOct 25, 2026

changedOutput schema / anyOf

Previous value: -[
-  {
-    "additionalProperties": false,
-    "properties": {
-      "capability_id": {
-        "maxLength": 128,
-        "minLength": 1,
-        "pattern": "^[a-z0-9][a-z0-9._-]*$",
-        "type": "string"
-      },
-      "capability_version": {
-        "maxLength": 64,
-        "minLength": 1,
-        "type": "string"
-      },
-      "catalog_digest": {
-        "pattern": "^[a-f0-9]{64}$",
-        "type": "string"
-      },
-      "catalog_revision": {
-        "maxLength": 128,
-        "minLength": 1,
-        "type": "string"
-      },
-      "commercial_state": {
-        "maxLength": 64,
-        "minLength": 1,
-        "type": "string"
-      },
-      "duplicate": {
-        "type": "boolean"
-      },
-      "job_id": {
-        "maxLength": 256,
-        "minLength": 1,
-        "type": "string"
-      },
-      "payment_rail": {
-        "const": "x402",
-        "type": "string"
-      },
-      "price": {
-        "pattern": "^(?:0|[1-9]\\d{0,13})(?:\\.\\d{1,6})?$",
-        "type": "string"
-      },
-      "product": {
-        "enum": [
-          "wave",
-          "quantum",
-          "robotics"
-        ],
-        "type": "string"
-      },
-      "quote_id": {
-        "format": "uuid",
-        "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
-        "type": "string"
-      },
-      "request_hash": {
-        "pattern": "^[a-f0-9]{64}$",
-        "type": "string"
-      },
-      "request_schema_version": {
-        "maxLength": 128,
-        "minLength": 1,
-        "type": "string"
-      },
-      "reservation_id": {
-        "format": "uuid",
-        "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
-        "type": "string"
-      },
-      "retrieval_token": {
-        "pattern": "^rqm_retrieval_.*",
-        "type": "string"
-      },
-      "retrieval_token_expires_in": {
-        "exclusiveMinimum": 0,
-        "maximum": 9007199254740991,
-        "type": "integer"
-      },
-      "retrieval_url": {
-        "format": "uri",
-        "type": "string"
-      },
-      "schema_version": {
-        "const": "rqm.jobs.buyer-job-run.v1",
-        "type": "string"
-      },
-      "status": {
-        "enum": [
-          "queued",
-          "running",
-          "completed",
-          "failed",
-          "cancelled",
-          "recovery"
-        ],
-        "type": "string"
-      },
-      "tariff_version": {
-        "maxLength": 64,
-        "minLength": 1,
-        "type": "string"
-      },
-      "x402_settlement_id": {
-        "format": "uuid",
-        "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
-        "type": "string"
-      },
-      "x402_transaction_id": {
-        "maxLength": 256,
-        "minLength": 1,
-        "type": "string"
-      }
-    },
-    "required": [
-      "schema_version",
-      "product",
-      "capability_id",
-      "capability_version",
-      "request_schema_version",
-      "catalog_revision",
-      "catalog_digest",
-      "request_hash",
-      "job_id",
-      "status",
-      "quote_id",
-      "reservation_id",
-      "commercial_state",
-      "payment_rail",
-      "price",
-      "tariff_version",
-      "x402_settlement_id",
-      "x402_transaction_id",
-      "retrieval_token",
-      "retrieval_token_expires_in",
-      "duplicate"
-    ],
-    "type": "object"
-  },
-  {
-    "additionalProperties": false,
-    "properties": {
-      "code": {
-        "enum": [
-          "AUTHENTICATION_REQUIRED",
-          "MACHINE_AUTHENTICATION_FAILED",
-          "MACHINE_AUTHORIZATION_FAILED",
-          "ACCOUNT_CORE_UNAVAILABLE",
-          "FEATURE_DISABLED",
-          "QUOTE_NOT_ENTITLED",
-          "QUOTE_IDEMPOTENCY_CONFLICT",
-          "QUOTE_NOT_AVAILABLE",
-          "QUOTE_REQUEST_INVALID",
-          "QUOTE_MISMATCH",
-          "PRICE_LIMIT_EXCEEDED",
-          "RUNTIME_LIMIT_EXCEEDED",
-          "ARTIFACT_PREFERENCE_UNAVAILABLE",
-          "INSUFFICIENT_BALANCE",
-          "RESERVATION_FAILED",
-          "PRODUCT_REJECTED",
-          "PRODUCT_UNAVAILABLE",
-          "JOB_NOT_FOUND",
-          "JOB_NOT_READY",
-          "JOB_ACCESS_DENIED",
-          "SETTLEMENT_FAILED",
-          "FUNDING_UNAVAILABLE",
-          "FUNDING_FAILED"
-        ],
-        "type": "string"
-      },
-      "message": {
-        "type": "string"
-      },
-      "retryable": {
-        "type": "boolean"
-      },
-      "schema_version": {
-        "const": "rqm.jobs.error.v1",
-        "type": "string"
-      }
-    },
-    "required": [
-      "schema_version",
-      "code",
-      "message",
-      "retryable"
-    ],
-    "type": "object"
-  }
-]New value: +[
+  {
+    "additionalProperties": false,
+    "properties": {
+      "capability_id": {
+        "maxLength": 128,
+        "minLength": 1,
+        "pattern": "^[a-z0-9][a-z0-9._-]*$",
+        "type": "string"
+      },
+      "capability_version": {
+        "maxLength": 64,
+        "minLength": 1,
+        "type": "string"
+      },
+      "catalog_digest": {
+        "pattern": "^[a-f0-9]{64}$",
+        "type": "string"
+      },
+      "catalog_revision": {
+        "maxLength": 128,
+        "minLength": 1,
+        "type": "string"
+      },
+      "commercial_state": {
+        "maxLength": 64,
+        "minLength": 1,
+        "type": "string"
+      },
+      "duplicate": {
+        "type": "boolean"
+      },
+      "job_id": {
+        "maxLength": 256,
+        "minLength": 1,
+        "type": "string"
+      },
+      "payment_rail": {
+        "const": "x402",
+        "type": "string"
+      },
+      "price": {
+        "pattern": "^(?:0|[1-9]\\d{0,13})(?:\\.\\d{1,6})?$",
+        "type": "string"
+      },
+      "product": {
+        "enum": [
+          "wave",
+          "quantum",
+          "robotics"
+        ],
+        "type": "string"
+      },
+      "quote_id": {
+        "format": "uuid",
+        "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
+        "type": "string"
+      },
+      "request_hash": {
+        "pattern": "^[a-f0-9]{64}$",
+        "type": "string"
+      },
+      "request_schema_version": {
+        "maxLength": 128,
+        "minLength": 1,
+        "type": "string"
+      },
+      "reservation_id": {
+        "format": "uuid",
+        "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
+        "type": "string"
+      },
+      "retrieval_token": {
+        "format": "starts_with",
+        "pattern": "^rqm_retrieval_.*",
+        "type": "string"
+      },
+      "retrieval_token_expires_in": {
+        "exclusiveMinimum": 0,
+        "maximum": 9007199254740991,
+        "type": "integer"
+      },
+      "retrieval_url": {
+        "format": "uri",
+        "type": "string"
+      },
+      "schema_version": {
+        "const": "rqm.jobs.buyer-job-run.v1",
+        "type": "string"
+      },
+      "status": {
+        "enum": [
+          "queued",
+          "running",
+          "completed",
+          "failed",
+          "cancelled",
+          "recovery"
+        ],
+        "type": "string"
+      },
+      "tariff_version": {
+        "maxLength": 64,
+        "minLength": 1,
+        "type": "string"
+      },
+      "x402_settlement_id": {
+        "format": "uuid",
+        "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
+        "type": "string"
+      },
+      "x402_transaction_id": {
+        "maxLength": 256,
+        "minLength": 1,
+        "type": "string"
+      }
+    },
+    "required": [
+      "schema_version",
+      "product",
+      "capability_id",
+      "capability_version",
+      "request_schema_version",
+      "catalog_revision",
+      "catalog_digest",
+      "request_hash",
+      "job_id",
+      "status",
+      "quote_id",
+      "reservation_id",
+      "commercial_state",
+      "payment_rail",
+      "price",
+      "tariff_version",
+      "x402_settlement_id",
+      "x402_transaction_id",
+      "retrieval_token",
+      "retrieval_token_expires_in",
+      "duplicate"
+    ],
+    "type": "object"
+  },
+  {
+    "additionalProperties": false,
+    "properties": {
+      "code": {
+        "enum": [
+          "AUTHENTICATION_REQUIRED",
+          "MACHINE_AUTHENTICATION_FAILED",
+          "MACHINE_AUTHORIZATION_FAILED",
+          "ACCOUNT_CORE_UNAVAILABLE",
+          "FEATURE_DISABLED",
+          "QUOTE_NOT_ENTITLED",
+          "QUOTE_IDEMPOTENCY_CONFLICT",
+          "QUOTE_NOT_AVAILABLE",
+          "QUOTE_REQUEST_INVALID",
+          "QUOTE_MISMATCH",
+          "PRICE_LIMIT_EXCEEDED",
+          "RUNTIME_LIMIT_EXCEEDED",
+          "ARTIFACT_PREFERENCE_UNAVAILABLE",
+          "INSUFFICIENT_BALANCE",
+          "RESERVATION_FAILED",
+          "PRODUCT_REJECTED",
+          "PRODUCT_UNAVAILABLE",
+          "JOB_NOT_FOUND",
+          "JOB_NOT_READY",
+          "JOB_ACCESS_DENIED",
+          "SETTLEMENT_FAILED",
+          "FUNDING_UNAVAILABLE",
+          "FUNDING_FAILED"
+        ],
+        "type": "string"
+      },
+      "message": {
+        "type": "string"
+      },
+      "retryable": {
+        "type": "boolean"
+      },
+      "schema_version": {
+        "const": "rqm.jobs.error.v1",
+        "type": "string"
+      }
+    },
+    "required": [
+      "schema_version",
+      "code",
+      "message",
+      "retryable"
+    ],
+    "type": "object"
+  }
+]

First observedSep 12, 2026

TDQS

B3.2/5.0

Behavior4/5

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

Annotations already declare non-read-only, idempotent, non-destructive, closed-world, so the safety profile is covered. The description adds real behavior beyond that: results are a 'typed verdict' with 'measured metrics' and a candidate is returned 'only when verified', plus hard limits of 65536 request bytes and 5 s execution. It still omits that a required max_total_price implies a priced/billed operation.

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

Conciseness4/5

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

Four labelled fragments (Problem/Input/Result/Limits) packed into a short block with no filler, and the purpose is front-loaded. The trailing '....' and telegraphic phrasing make it slightly choppy but it is appropriately sized.

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?

An output schema exists, so return values need not be spelled out, and the constraints section is a useful addition for a mutation tool. However, with zero schema documentation on a nested free-form request object and an unexplained price field, the description does not fully equip an agent to construct a valid call.

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

Parameters2/5

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

Schema description coverage is 0% and the 4 required top-level parameters are undocumented in the schema. The description names the inner request fields (controller, current gain, fixture error, target error), which is genuinely useful, but it says nothing about idempotency_key, schema_version, or the const-constrained max_total_price: 0.010000, leaving half the contract unexplained.

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 first clause gives a specific verb and resource ('Tune a supported controller') and constrains it ('only within supplied bounds and safety limits'), so the intent is clear. It does not distinguish the tool from nearby siblings such as robotics_optimize_disturbance_rejection_v1 or robotics_compare_controller_responses_v1, which an agent would need in order to choose correctly.

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?

The description states scope constraints ('Software/model evidence only') but never says when to prefer this over the many sibling tuning/optimization tools, nor any preconditions for use. Usage must be inferred from the name alone.

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

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