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fahali_get_correlation_matrix

Read-onlyIdempotent

Compute requested-book Pearson correlation matrices from a canonical 45-day covariance artifact, with per-pair observations, alignment policy, and missing coverage for historical association.

Instructions

Requested-book Pearson correlation from the canonical 45-day covariance artifact, with per-pair observations, alignment policy, and explicit missing coverage. Historical association only: not causality, future correlation, or a contagion direction.

Tool call template

This tool declares no required parameters. Add optional parameters from the input schema as needed.

{
  "id": 1,
  "jsonrpc": "2.0",
  "method": "tools/call",
  "params": {
    "arguments": {},
    "name": "fahali_get_correlation_matrix"
  }
}

Input Schema

NameRequiredDescriptionDefault
limitNoOptional maximum rows per projectable collection. Audit has no MCP projection cap; brief defaults to 3 and standard to 12.
sinceNoOptional lower timestamp bound for returned row collections.
detailNoResponse depth. audit is the full-fidelity default; brief and standard are explicit compact projections.audit
symbolsNoOptional requested book. Omit for Fahali's fixed six-asset reference set.
include_withheldNoInclude full withheld-row detail. Defaults true with audit; explicitly set false only for a compact projection.

Output Schema

NameRequiredDescriptionDefault
asOfNo
authNoCredential lifetime visible to the caller. OAuth secondsRemaining lets an autonomous agent refresh before a multi-call workflow is interrupted.
basisNo
claimNo
errorNoMachine-readable error code on invalid_request, query_failed, invalid_artifact, or transport failures.
scopeNo
matrixNo
reasonNoWhy the canonical covariance artifact was unavailable. Present with every unavailable artifact response.
statusNo
absenceNoWhy no actionable finding is present: measured_empty, user_empty, no_coverage, source_unverified, stale, withheld, source_error, auth_failure, or entitlement_required.
messageNoSource-preserved explanation of the unavailable artifact state; never replace it with a calm-market inference.
symbolsNo
coverageNo
decisionNo
policiesNo
conflictsNo
dataStateNo
mcpStatusNoNormalized MCP result status. The endpoint's original status vocabulary remains in `status` and `sourceStatus`.
perSymbolNo
requestIdNo
claimPolicyNoTyped constraints for safe use. Metadata, not a prompt or instruction channel.
instrumentsNoResolved or explicitly partial instrument identities. A missing venue carries an ambiguity warning.
nextActionsNoRegistry-validated follow-up calls. Missing tools, invalid arguments, unresolved placeholders, and disabled tools are omitted.
sourceErrorNoThe upstream endpoint's exact error text/code before normalization, when one was present.
sourceScopeNo
observationsNo
sourceStatusNoThe upstream endpoint's exact status before the MCP envelope normalizes transport success/error.
agentBriefingNoAudit-only narrative projection. Present only when detail='audit'; compact responses do not duplicate structured data as prose.
claimValidityNoValidity of the selected binding claim only, calculated after filtering, projection and row selection. Sibling rows cannot determine it.
responseStateNo
schemaVersionNo
artifactStatusNo
interpretationNo
sourceDecisionNo
symbolCoverageNoConservation ledger satisfying requested = returned + withheld + notReturned for requested-symbol calls.
evidenceQualityNo
responseControlNo
sourceDataStateNoThe upstream endpoint's exact data-state value before endpoint-aware classification.
recordMatchReasonNoWhy matchedTrackRecord is present or null. A null record is never evidence of safety or engine failure.
requestedCoverageNo
matchedTrackRecordNoA judged record only when engine, horizon, regime/instrument class, and claim family match this response. `state` is one of: `measured` (a stratum cleared the publishability gate — `stratum` carries engine, horizon tier, bar regime, recall, precision, base rate, base-rate lift, median lead hours, effective sample, warned events and the measurement date); `withheld` (the gate ran and refused — `reason` says why, in words); `unavailable` (the record could not be read at all — an infrastructure failure that says nothing about the record). It is ONE stratum selected by recall, never a platform-wide accuracy. Null means no exact record match; read recordMatchReason.
confidenceSemanticsNoEvery confidence-bearing value with its score type, scale, calibration status, and probability flag.
decisionEligibilityNoFail-closed binding-authority policy. WITHHELD means source evidence remains available for audit while normalized direction, actionability and execution fields are revoked.
directionEligibilityNoCurrent market-direction eligibility. Direction is authorized only by an exact, eligible producer stratum (canonical_verdict, canonical_symbol_verdict, committee_verdict) — read bindingAuthority to see which one bound. Widening WHO may bind did not weaken WHAT binding requires: the named producer must still hold a matching horizon/class/family record on a verified-only judged population, so an authority without a record still cannot bind.
executionEligibilityNoFail-closed execution boundary. Portfolio monitoring tools always return WITHHELD with MONITOR_ONLY_NO_EXECUTION_AUTHORITY while Fahali has no capital path.
monitoringEligibilityNoCurrent portfolio-monitoring validity based on captured identity, freshness, integrity, and the caller-supplied monitoring policy. ELIGIBLE authorizes observation/delivery only, never financial action.
sourceEvidenceQualityNo
currentActionEligibilityNoCurrent eligibility of an immutable historical portfolio verdict. It never mutates the stored judgment being replayed.
sourceConfidenceSemanticsNo

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed6 schema fields changedv1.28.1
    • addedInput schema / properties / detail
      Added value: +{
      +  "default": "audit",
      +  "description": "Response depth. audit is the full-fidelity default; brief and standard are explicit compact projections.",
      +  "enum": [
      +    "brief",
      +    "standard",
      +    "audit"
      +  ],
      +  "type": "string"
      +}
    • addedInput schema / properties / include_withheld
      Added value: +{
      +  "default": true,
      +  "description": "Include full withheld-row detail. Defaults true with audit; explicitly set false only for a compact projection.",
      +  "type": "boolean"
      +}
    • addedInput schema / properties / limit
      Added value: +{
      +  "description": "Optional maximum rows per projectable collection. Audit has no MCP projection cap; brief defaults to 3 and standard to 12.",
      +  "maximum": 100,
      +  "minimum": 1,
      +  "type": "integer"
      +}
    • addedInput schema / properties / since
      Added value: +{
      +  "description": "Optional lower timestamp bound for returned row collections.",
      +  "format": "date-time",
      +  "type": "string"
      +}
    • addedInput schema / properties / symbols
      Added value: +{
      +  "description": "Optional requested book. Omit for Fahali's fixed six-asset reference set.",
      +  "oneOf": [
      +    {
      +      "description": "Comma-separated symbols.",
      +      "type": "string"
      +    },
      +    {
      +      "items": {
      +        "type": "string"
      +      },
      +      "maxItems": 50,
      +      "minItems": 2,
      +      "type": "array"
      +    }
      +  ]
      +}
    • changedOutput schema / (root)
      Previous value: -nullNew value: +{
      +  "properties": {
      +    "absence": {
      +      "description": "Why no actionable finding is present: measured_empty, user_empty, no_coverage, source_unverified, stale, withheld, source_error, auth_failure, or entitlement_required.",
      +      "type": [
      +        "object",
      +        "null"
      +      ]
      +    },
      +    "agentBriefing": {
      +      "description": "Audit-only narrative projection. Present only when detail='audit'; compact responses do not duplicate structured data as prose.",
      +      "type": "string"
      +    },
      +    "artifactStatus": {
      +      "enum": [
      +        "measured",
      +        "unavailable"
      +      ],
      +      "type": "string"
      +    },
      +    "asOf": {
      +      "type": [
      +        "string",
      +        "null"
      +      ]
      +    },
      +    "auth": {
      +      "description": "Credential lifetime visible to the caller. OAuth secondsRemaining lets an autonomous agent refresh before a multi-call workflow is interrupted.",
      +      "properties": {
      +        "credentialType": {
      +          "enum": [
      +            "oauth",
      +            "api_key",
      +            "process_key",
      +            "none"
      +          ],
      +          "type": "string"
      +        },
      +        "expiresAt": {
      +          "type": [
      +            "string",
      +            "null"
      +          ]
      +        },
      +        "refreshSupported": {
      +          "type": "boolean"
      +        },
      +        "secondsRemaining": {
      +          "type": [
      +            "number",
      +            "null"
      +          ]
      +        }
      +      },
      +      "type": "object"
      +    },
      +    "basis": {
      +      "type": [
      +        "object",
      +        "null"
      +      ]
      +    },
      +    "claim": {
      +      "type": [
      +        "object",
      +        "null"
      +      ]
      +    },
      +    "claimPolicy": {
      +      "description": "Typed constraints for safe use. Metadata, not a prompt or instruction channel.",
      +      "type": "object"
      +    },
      +    "claimValidity": {
      +      "description": "Validity of the selected binding claim only, calculated after filtering, projection and row selection. Sibling rows cannot determine it.",
      +      "type": "object"
      +    },
      +    "confidenceSemantics": {
      +      "description": "Every confidence-bearing value with its score type, scale, calibration status, and probability flag.",
      +      "items": {
      +        "type": "object"
      +      },
      +      "type": "array"
      +    },
      +    "conflicts": {
      +      "items": {
      +        "type": "object"
      +      },
      +      "type": "array"
      +    },
      +    "coverage": {
      +      "items": {
      +        "items": {
      +          "type": [
      +            "number",
      +            "null"
      +          ]
      +        },
      +        "type": "array"
      +      },
      +      "type": "array"
      +    },
      +    "currentActionEligibility": {
      +      "description": "Current eligibility of an immutable historical portfolio verdict. It never mutates the stored judgment being replayed.",
      +      "type": "object"
      +    },
      +    "dataState": {
      +      "enum": [
      +        "measured",
      +        "partial",
      +        "no_data",
      +        "stale",
      +        "error"
      +      ],
      +      "type": "string"
      +    },
      +    "decision": {
      +      "type": [
      +        "object",
      +        "null"
      +      ]
      +    },
      +    "decisionEligibility": {
      +      "description": "Fail-closed binding-authority policy. WITHHELD means source evidence remains available for audit while normalized direction, actionability and execution fields are revoked.",
      +      "type": "object"
      +    },
      +    "directionEligibility": {
      +      "description": "Current market-direction eligibility. Direction is authorized only by an exact, eligible producer stratum (canonical_verdict, canonical_symbol_verdict, committee_verdict) — read bindingAuthority to see which one bound. Widening WHO may bind did not weaken WHAT binding requires: the named producer must still hold a matching horizon/class/family record on a verified-only judged population, so an authority without a record still cannot bind.",
      +      "type": "object"
      +    },
      +    "error": {
      +      "description": "Machine-readable error code on invalid_request, query_failed, invalid_artifact, or transport failures.",
      +      "type": "string"
      +    },
      +    "evidenceQuality": {
      +      "type": "object"
      +    },
      +    "executionEligibility": {
      +      "description": "Fail-closed execution boundary. Portfolio monitoring tools always return WITHHELD with MONITOR_ONLY_NO_EXECUTION_AUTHORITY while Fahali has no capital path.",
      +      "type": "object"
      +    },
      +    "instruments": {
      +      "description": "Resolved or explicitly partial instrument identities. A missing venue carries an ambiguity warning.",
      +      "items": {
      +        "type": "object"
      +      },
      +      "type": "array"
      +    },
      +    "interpretation": {
      +      "type": "string"
      +    },
      +    "matchedTrackRecord": {
      +      "description": "A judged record only when engine, horizon, regime/instrument class, and claim family match this response. `state` is one of: `measured` (a stratum cleared the publishability gate — `stratum` carries engine, horizon tier, bar regime, recall, precision, base rate, base-rate lift, median lead hours, effective sample, warned events and the measurement date); `withheld` (the gate ran and refused — `reason` says why, in words); `unavailable` (the record could not be read at all — an infrastructure failure that says nothing about the record). It is ONE stratum selected by recall, never a platform-wide accuracy. Null means no exact record match; read recordMatchReason.",
      +      "properties": {
      +        "dataAsOf": {
      +          "description": "When the record was computed. A figure without this reads as current forever.",
      +          "type": "string"
      +        },
      +        "reason": {
      +          "description": "Present on `withheld` and `unavailable`: why there is no figure.",
      +          "type": "string"
      +        },
      +        "state": {
      +          "enum": [
      +            "measured",
      +            "withheld",
      +            "unavailable"
      +          ],
      +          "type": "string"
      +        },
      +        "stratum": {
      +          "description": "Present only on `measured`. Precision must never be quoted without recall.",
      +          "properties": {
      +            "barRegime": {
      +              "type": "string"
      +            },
      +            "baseRatePct": {
      +              "type": "number"
      +            },
      +            "claimFamily": {
      +              "description": "What this precision is ABOUT: `directional` (price moved the way the stratum said) or `magnitude` (a move exceeded the judge bar, carrying no direction). Never infer a direction from a `magnitude` row.",
      +              "type": "string"
      +            },
      +            "claimMeans": {
      +              "description": "The record endpoint's own sentence explaining the claim family. Quote it beside any precision figure.",
      +              "type": "string"
      +            },
      +            "effectiveSample": {
      +              "type": "number"
      +            },
      +            "engine": {
      +              "type": "string"
      +            },
      +            "horizonTier": {
      +              "type": "string"
      +            },
      +            "leadMedianHours": {
      +              "type": "number"
      +            },
      +            "measuredOn": {
      +              "type": "string"
      +            },
      +            "precisionPct": {
      +              "description": "Share of its warnings that held. Never quotable alone.",
      +              "type": "number"
      +            },
      +            "recallPct": {
      +              "description": "Share of qualifying events this stratum warned on — the half a buyer is exposed to.",
      +              "type": "number"
      +            },
      +            "warnedEvents": {
      +              "type": "number"
      +            }
      +          },
      +          "type": "object"
      +        }
      +      },
      +      "required": [
      +        "state"
      +      ],
      +      "type": [
      +        "object",
      +        "null"
      +      ]
      +    },
      +    "matrix": {
      +      "items": {
      +        "items": {
      +          "type": [
      +            "number",
      +            "null"
      +          ]
      +        },
      +        "type": "array"
      +      },
      +      "type": "array"
      +    },
      +    "mcpStatus": {
      +      "description": "Normalized MCP result status. The endpoint's original status vocabulary remains in `status` and `sourceStatus`.",
      +      "enum": [
      +        "ok",
      +        "error"
      +      ],
      +      "type": "string"
      +    },
      +    "message": {
      +      "description": "Source-preserved explanation of the unavailable artifact state; never replace it with a calm-market inference.",
      +      "type": "string"
      +    },
      +    "monitoringEligibility": {
      +      "description": "Current portfolio-monitoring validity based on captured identity, freshness, integrity, and the caller-supplied monitoring policy. ELIGIBLE authorizes observation/delivery only, never financial action.",
      +      "type": "object"
      +    },
      +    "nextActions": {
      +      "description": "Registry-validated follow-up calls. Missing tools, invalid arguments, unresolved placeholders, and disabled tools are omitted.",
      +      "items": {
      +        "properties": {
      +          "args": {
      +            "additionalProperties": {
      +              "type": "string"
      +            },
      +            "type": "object"
      +          },
      +          "requiredTier": {
      +            "type": "string"
      +          },
      +          "tool": {
      +            "type": "string"
      +          },
      +          "why": {
      +            "type": "string"
      +          }
      +        },
      +        "required": [
      +          "tool",
      +          "why"
      +        ],
      +        "type": "object"
      +      },
      +      "type": "array"
      +    },
      +    "observations": {
      +      "items": {
      +        "items": {
      +          "type": [
      +            "integer",
      +            "null"
      +          ]
      +        },
      +        "type": "array"
      +      },
      +      "type": "array"
      +    },
      +    "perSymbol": {
      +      "items": {
      +        "type": "object"
      +      },
      +      "type": "array"
      +    },
      +    "policies": {
      +      "items": {
      +        "items": {
      +          "type": [
      +            "string",
      +            "null"
      +          ]
      +        },
      +        "type": "array"
      +      },
      +      "type": "array"
      +    },
      +    "reason": {
      +      "description": "Why the canonical covariance artifact was unavailable. Present with every unavailable artifact response.",
      +      "enum": [
      +        "invalid_request",
      +        "not_found",
      +        "query_failed",
      +        "stale",
      +        "invalid_artifact"
      +      ],
      +      "type": "string"
      +    },
      +    "recordMatchReason": {
      +      "description": "Why matchedTrackRecord is present or null. A null record is never evidence of safety or engine failure.",
      +      "type": "string"
      +    },
      +    "requestId": {
      +      "type": "string"
      +    },
      +    "requestedCoverage": {
      +      "type": "object"
      +    },
      +    "responseControl": {
      +      "type": "object"
      +    },
      +    "responseState": {
      +      "enum": [
      +        "OK_WITH_FINDINGS",
      +        "PARTIAL",
      +        "OK_NO_FINDINGS",
      +        "WITHHELD",
      +        "ERROR"
      +      ],
      +      "type": "string"
      +    },
      +    "schemaVersion": {
      +      "enum": [
      +        "2.0"
      +      ],
      +      "type": "string"
      +    },
      +    "scope": {
      +      "type": "object"
      +    },
      +    "sourceConfidenceSemantics": {
      +      "type": [
      +        "array",
      +        "object",
      +        "null"
      +      ]
      +    },
      +    "sourceDataState": {
      +      "description": "The upstream endpoint's exact data-state value before endpoint-aware classification.",
      +      "type": [
      +        "string",
      +        "null"
      +      ]
      +    },
      +    "sourceDecision": {
      +      "type": [
      +        "object",
      +        "null"
      +      ]
      +    },
      +    "sourceError": {
      +      "description": "The upstream endpoint's exact error text/code before normalization, when one was present.",
      +      "type": [
      +        "string",
      +        "null"
      +      ]
      +    },
      +    "sourceEvidenceQuality": {
      +      "type": [
      +        "object",
      +        "null"
      +      ]
      +    },
      +    "sourceScope": {
      +      "type": [
      +        "object",
      +        "null"
      +      ]
      +    },
      +    "sourceStatus": {
      +      "description": "The upstream endpoint's exact status before the MCP envelope normalizes transport success/error.",
      +      "type": [
      +        "string",
      +        "null"
      +      ]
      +    },
      +    "status": {
      +      "enum": [
      +        "ok",
      +        "partial",
      +        "withheld",
      +        "error"
      +      ],
      +      "type": "string"
      +    },
      +    "symbolCoverage": {
      +      "description": "Conservation ledger satisfying requested = returned + withheld + notReturned for requested-symbol calls.",
      +      "type": "object"
      +    },
      +    "symbols": {
      +      "items": {
      +        "type": "string"
      +      },
      +      "type": "array"
      +    }
      +  },
      +  "type": "object"
      +}
  2. Addedv1.5.3

TDQS

A4/5.0
Behavior4/5

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

Annotations already establish readOnly, idempotent, non-destructive, open-world behavior, so the description only needed to add context — and it does: the 45-day canonical covariance artifact, per-pair observation counts, alignment policy, and explicit missing coverage. Those are real behavioral traits an agent cannot get from the annotation block. It stops short of noting cost or latency characteristics.

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?

Two dense sentences with no filler: the provenance/methodology claim first, then the interpretive boundary. Every clause carries distinct information and the most decision-relevant content is front-loaded.

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?

With an output schema present and 100% schema description coverage, the description needn't explain return shape or defaults, and it correctly focuses on provenance and interpretive limits. It could still note that omitting symbols yields the fixed six-asset reference set, though that is covered in the schema.

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 coverage is 100%, so all five parameters (including the oneOf symbols form, detail enum, and include_withheld default) are documented in structured data. The description adds only indirect meaning — 'requested-book' maps to symbols and 'explicit missing coverage' hints at include_withheld — so the baseline 3 applies.

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

Purpose5/5

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

States a specific verb+resource ('Pearson correlation ... from the canonical 45-day covariance artifact') with the data provenance and window, and explicitly disclaims contagion direction, which separates it from the nearby fahali_get_contagion_map sibling.

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 disclaimer 'Historical association only: not causality, future correlation, or a contagion direction' frames the interpretive scope, which implicitly signals when to prefer contagion or forecast siblings. However, no explicit when-to-use/when-not or named alternative is given, so routing is left to inference.

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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