Maha Context Compiler · www.mahastrategies.com

Compress long documents and RAG inputs into token-budgeted…

Deduplicated context packs with source-linked provenance. Returns original and compiled token counts, so the saving is verifiable. Net-positive above N = fee / (r x p) tokens: r your reduction, p your input price. Extractive and budget-bound, so check includedPassages before relying on it. Ranks Latin, Cyrillic, Greek, Arabic and CJK; CJK coarser (bigrams). Not for tabular or heavily-structured payloads.

Ready now5 calls · 5 buyers in 30 days

Input

Request JSON

{
  "budgetMode": "guaranteed",
  "clientRequestId": "req_rag_release_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",
  "scoring": "bm25",
  "task": "Find the release condition and rollback trigger while removing duplicate operational background.",
  "tokenBudget": 128
}

Sample response

Published by the provider. Your run returns a fresh response.

response16 keys

clientRequestId"req_rag_release_001"

compiledContextStoredfalse

context"# Context Pack Task: Find the release condition and rollback tr…"

includedPassages1 item

0{ passageHash, passageId, sourceId, … }4 keys

inputHash"sha256:288dd5cacd92158f9460346ba6e931f6d0d52f2598bd55e748fc30a18…"

metrics9 keys

compiledBytes461

compiledEstimatedTokens83

duplicatePassagesRemoved1

estimatedReductionPercent14.4

originalBytes606

originalEstimatedTokens97

sourceCount2

sourceCoveragePercent100

tokensSaved14

outputHash"sha256:80a337617475688482476a469f9fa7b489ef3e1ad15b4a9756fdc1aa7…"

packId"ctxpack_6a5464df2ce14e9b9e16571c7d814821"

retentionBoundaries6 keys

claimVerificationPerformedfalse

completenessGuaranteedfalse

evidenceRetention"best_effort"

hallucinationPreventionGuaranteedfalse

selectionType"extractive"

tokenCountType"model_neutral_estimate"

sourceTextStoredfalse

sources1 item

0{ includedEstimatedTokens, includedPassageIds, originalEstimatedTokens, … }7 keys

task"Find the release condition and rollback trigger while removing d…"

tokenBudget128

version"0.1.0"

warningCodes2 items

0"model_neutral_token_estimates"

1"extractive_selection_not_verification"

warnings1 item

0"Token counts are model-neutral estimates, not provider tokenizer…"

responseobject, 16 keys

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MCP URL

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Track record

Paid calls, last 30 days: 5
Buyers, last 30 days: 5
Last paid call: last week

Reported by the x402 directory.

A$0.0015 per call