Skip to main content
Glama

AINumbers Fintech Intelligence Suite

Publish Model Risk Head

publish_model_risk_head
Read-onlyIdempotent

Publish Model Risk Head: OpenChainGraph compute node (attestation_mandate). Deterministic OpenChainGraph compute node. By default (compute:"auto") inputs are computed server-side on Cloudflare Workers for gpu:false nodes with a registered kernel; compute:"browser" forces client-side execution and returns a browser delegation URL instead. gpu:true nodes always delegate to the browser. Inputs are processed transiently to compute the response and are not stored, logged, or retained. Use synthetic or anonymised inputs only. Exports an AP2 artifact with execution_hash for chain provenance. Consumes upstream artifacts from: art-453-model-validation-status, art-489-model-test-battery, art-562-compile-model-risk-lineage-pack. Open at: https://ainumbers.co/chaingraph/art-649-publish-model-risk-head.html FV-status (published/proven/still-trusted for this spec): /fv-status/dfdd7083d50dfec46270d5ca2c4a06852efd98bdc1ae8d20e3d3b191e9b14ac7.json — a snapshot, not a subscription; this receipt verifies offline regardless of whether that file is ever fetched.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
computeNoCompute mode (v0.4 Compute Binding). "auto" (default) = server for gpu:false nodes with registered kernels; "server" = force server-side; "browser" = always return browser delegation URL. gpu:true nodes always delegate.
parent_hashesNoexecution_hash values from upstream ChainGraph AP2 artifacts to chain from (sets chain.parent_hashes in the export).
parent_tool_idsNotool_id values matching parent_hashes, in the same order.
policy_parametersNoInput parameters for this tool's decision function. For gpu:false nodes with a registered kernel, these are computed server-side when compute is "auto" or "server". See the tool's manifest for field names.

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
seqYes
rootYes
fenceYes
signerYes
streamYes
head_hashYes
timestampYes
is_genesisYes
not_provenYes
rotates_toYes
chain_validYes
chain_errorsYes
prev_head_hashYes
signature_validYes
structural_errorYes
chain_verified_byYes
regulatory_frameworkYes
signature_verified_byYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed1 schema field changed
    • changedOutput schema / (root)
      Previous value: -nullNew value: +{
      +  "additionalProperties": false,
      +  "properties": {
      +    "chain_errors": {
      +      "type": "array"
      +    },
      +    "chain_valid": {
      +      "type": [
      +        "null",
      +        "boolean"
      +      ]
      +    },
      +    "chain_verified_by": {
      +      "type": [
      +        "null",
      +        "string"
      +      ]
      +    },
      +    "fence": {
      +      "type": "string"
      +    },
      +    "head_hash": {
      +      "type": [
      +        "null",
      +        "string"
      +      ]
      +    },
      +    "is_genesis": {
      +      "enum": [
      +        false,
      +        true
      +      ],
      +      "type": "boolean"
      +    },
      +    "not_proven": {
      +      "items": {
      +        "additionalProperties": false,
      +        "properties": {
      +          "detail": {
      +            "type": "string"
      +          },
      +          "item": {
      +            "type": "string"
      +          }
      +        },
      +        "required": [
      +          "detail",
      +          "item"
      +        ],
      +        "type": "object"
      +      },
      +      "type": "array"
      +    },
      +    "prev_head_hash": {
      +      "type": [
      +        "null",
      +        "string"
      +      ]
      +    },
      +    "regulatory_framework": {
      +      "type": "string"
      +    },
      +    "root": {
      +      "type": [
      +        "null",
      +        "string"
      +      ]
      +    },
      +    "rotates_to": {
      +      "type": [
      +        "null",
      +        "string"
      +      ]
      +    },
      +    "seq": {
      +      "type": [
      +        "null",
      +        "number"
      +      ]
      +    },
      +    "signature_valid": {
      +      "type": [
      +        "null",
      +        "boolean"
      +      ]
      +    },
      +    "signature_verified_by": {
      +      "type": [
      +        "null",
      +        "string"
      +      ]
      +    },
      +    "signer": {
      +      "type": [
      +        "null",
      +        "string"
      +      ]
      +    },
      +    "stream": {
      +      "type": [
      +        "null",
      +        "string"
      +      ]
      +    },
      +    "structural_error": {
      +      "type": [
      +        "string",
      +        "null"
      +      ]
      +    },
      +    "timestamp": {
      +      "type": [
      +        "null",
      +        "string"
      +      ]
      +    }
      +  },
      +  "required": [
      +    "chain_errors",
      +    "chain_valid",
      +    "chain_verified_by",
      +    "fence",
      +    "head_hash",
      +    "is_genesis",
      +    "not_proven",
      +    "prev_head_hash",
      +    "regulatory_framework",
      +    "root",
      +    "rotates_to",
      +    "seq",
      +    "signature_valid",
      +    "signature_verified_by",
      +    "signer",
      +    "stream",
      +    "structural_error",
      +    "timestamp"
      +  ],
      +  "type": "object"
      +}
  2. Added

TDQS

A3.6/5.0
Behavior4/5

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

Annotations already cover readOnly/idempotent/non-destructive, and the description adds real behavioral context beyond them: transient processing with no storage, logging, or retention, a 'use synthetic or anonymised inputs only' constraint, server-vs-browser delegation behavior, and the chained artifact it consumes and emits. Missing specifics on failure modes and permission requirements keep it from a 5.

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

Conciseness3/5

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

The purpose is front-loaded, but the prose is dense and partly redundant ('OpenChainGraph compute node' repeated twice) and the trailing artifact-URL and FV-status receipt text adds length without clarifying invocation. It is serviceable rather than tight.

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

Completeness4/5

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

An output schema exists, so return-value explanation is not required, and the description still covers compute modes, data-handling policy, upstream artifact consumption, and chain provenance. For a 4-parameter compute/export node this is close to complete, with only failure and permission behavior left implicit.

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

Parameters3/5

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

Schema description coverage is 100%, so all four parameters (compute, parent_hashes, parent_tool_ids, policy_parameters) are already documented in the schema. The description restates the compute-mode behavior but adds no syntax, ordering, or format detail beyond the schema, so the baseline of 3 applies.

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 specific verb+resource (publish the Model Risk Head) and describes the mechanics: an OpenChainGraph compute node that exports an AP2 artifact with execution_hash for chain provenance. It does not, however, differentiate itself from close siblings such as publish_index_head, publish_market_mark_head, or emit_chaingraph_artifact, so an agent cannot tell which publish head to pick from the description alone.

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

Usage Guidelines3/5

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

The compute mode semantics are spelled out (auto/server/browser, gpu:true always delegates), which gives usage context, but there is no explicit when-to-use / when-not-to-use guidance and no routing to alternative tools. The agent must infer that this specific head is the right one among many publish_* and emit_* siblings.

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

Try in Browser

Glama MCP Gateway

Add one secure layer between your agents and this server.