ToolAssay

Compile 1-8 documents into a token-budgeted context pack, then measure exact ret

Compile 1-8 documents into a token-budgeted context pack, then measure exact retention of 1-32 caller-labelled evidence spans. Returns the pack, source-linked passages, input and output hashes, original and compiled token estimates, tokensSaved, source coverage, and requiredEvidenceRetentionPercent. Retention is exact span matching only: not accuracy, answer quality, verification, or hallucination prevention. Extractive and budget-bound. Request content is not stored.

Answeringour last check, 2026-09-24
1 of 1checks answered this week
1376 msmedian answer time
$0.01listed price per call
$0.01price it asked us

Paid test badge: not yet. The checks above are free: we call the tool without paying and read the payment request it sends back. The Verified badge needs paid calls whose answers match the promised output, and nobody can buy a badge.

Endpoint

POST https://www.mahastrategies.com/api/v1/compress/evaluate

CategoryCode and developer
Provider hostwww.mahastrategies.com
Networkseip155:8453
Payment schemesexact
Self-reported calls, 30 days3 from 2 payers (the provider's figure, not ours)

Our checks, last 30 days

DayResultHTTPAskedTime
2026-09-24 valid payment request 402$0.01 1376 ms

Example input (from the provider)

{
  "body": {
    "budgetMode": "guaranteed",
    "clientRequestId": "req_rag_release_eval_001",
    "documents": [
      {
        "id": "release-notes",
        "text": "Release may proceed after the security owner attaches credential-rotation evidence. The production canary passed in every region.\n\nRoutine notes cover staffing, dashboards, meeting cadence, maintenance calendars, regional handoffs, historical capacity, and documentation formatting.",
        "title": "Release notes"
      },
      {
        "id": "rollback-runbook",
        "text": "Rollback if API errors exceed 2 percent for five minutes or payment failures breach the alert threshold. Restore the last-known-good deployment before reopening traffic.\n\nRoutine notes cover staffing, dashboards, meeting cadence, maintenance calendars, regional handoffs, historical capacity, and documentation formatting.",
        "title": "Rollback runbook"
      }
    ],
    "provenance": "compact",
    "requiredEvidence": [
      {
        "evidenceId": "release-gate",
        "sourceId": "release-notes",
        "text": "Release may proceed after the security owner attaches credential-rotation evidence."
      },
      {
        "evidenceId": "rollback-trigger",
        "sourceId": "rollback-runbook",
        "text": "Rollback if API errors exceed 2 percent for five minutes"
      },
      {
        "evidenceId": "handoff-note",
        "sourceId": "release-notes",
        "text": "regional handoffs, historical capacity, and documentation formatting"
      }
    ],
    "scoring": "bm25",
    "task": "Find the release condition and rollback trigger while removing duplicate operational background.",
    "tokenBudget": 128
  },
  "bodyType": "json",
  "method": "POST",
  "type": "http"
}

Promised output schema (from the provider)

{
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "properties": {
    "input": {
      "additionalProperties": false,
      "properties": {
        "body": {
          "additionalProperties": false,
          "properties": {
            "budgetMode": {
              "enum": [
                "guaranteed",
                "estimated"
              ],
              "type": "string"
            },
            "clientRequestId": {
              "maxLength": 120,
              "minLength": 8,
              "type": "string"
            },
            "documents": {
              "maxItems": 8,
              "minItems": 1,
              "type": "array"
            },
            "provenance": {
              "enum": [
                "full",
                "compact",
                "none"
              ],
              "type": "string"
            },
            "requiredEvidence": {
              "maxItems": 32,
              "minItems": 1,
              "type": "array"
            },
            "scoring": {
              "enum": [
                "bm25",
                "keyword"
              ],
              "type": "string"
            },
            "task": {
              "maxLength": 1200,
              "minLength": 8,
              "type": "string"
            },
            "tokenBudget": {
              "maximum": 16000,
              "minimum": 64,
              "type": "integer"
            }
          },
          "required": [
            "clientRequestId",
            "task",
            "tokenBudget",
            "documents",
            "requiredEvidence"
          ],
          "type": "object"
        },
        "bodyType": {
          "enum": [
            "json",
            "form-data",
            "text"
          ],
          "type": "string"
        },
        "method": {
          "enum": [
            "POST"
          ],
          "type": "string"
        },
        "type": {
          "const": "http",
          "type": "string"
        }
      },
      "required": [
        "type",
        "method",
        "bodyType",
        "body"
      ],
      "type": "object"
    },
    "output": {
      "properties": {
        "example": {
          "additionalProperties": false,
          "properties": {
            "clientRequestId": {
              "maxLength": 120,
              "minLength": 8,
              "type": "string"
            },
            "compiledContextStored": {
              "const": false,
              "type": "boolean"
            },
            "contextPack": {
              "type": "object"
            },
            "evaluationId": {
              "type": "string"
            },
            "evidence": {
              "maxItems": 32,
              "minItems": 1,
              "type": "array"
            },
            "inputHash": {
              "type": "string"
            },
            "metrics": {
              "type": "object"
            },
            "offerId": {
              "const": "deep-context-evaluation",
              "type": "string"
            },
            "outputHash": {
              "type": "string"
            },
            "requiredEvidenceTextStored": {
              "const": false,
              "type": "boolean"
            },
            "retentionBoundaries": {
              "type": "object"
            },
            "sourceTextStored": {
              "const": false,
              "type": "boolean"
            },
            "version": {
              "const": "0.1.0",
              "type": "string"
            },
            "warningCodes": {
              "type": "array"
            },
            "warnings": {
              "type": "array"
            }
          },
          "required": [
            "version",
            "offerId",
            "evaluationId",
            "clientRequestId",
            "contextPack",
            "evidence",
            "metrics",
            "inputHash",
            "outputHash",
            "warnings",
            "warningCodes",
            "retentionBoundaries",
            "sourceTextStored",
            "compiledContextStored",
            "requiredEvidenceTextStored"
          ],
          "type": "object"
        },
        "type": {
          "type": "string"
        }
      },
      "required": [
        "type"
      ],
      "type": "object"
    }
  },
  "required": [
    "input"
  ],
  "type": "object"
}

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