Maha Context Compiler · Compress Evaluate

POSTBase

$0.01

per call · USD Coin on Base

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.

Endpoint

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

Calls / 30d

Unique payers / 30d

Sep 5

Last called

exact

Payment scheme

Call this service

TypeScript · @x402/fetch

import { wrapFetchWithPayment } from "@x402/fetch";
import { privateKeyToAccount } from "viem/accounts";

const account = privateKeyToAccount(process.env.PRIVATE_KEY);
const fetchWithPay = wrapFetchWithPayment(fetch, account);

const res = await fetchWithPay("https://www.mahastrategies.com/api/v1/compress/evaluate", {
  method: "POST",
  headers: { "Content-Type": "application/json" },
  body: JSON.stringify({
    "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
  }),
});
const data = await res.json();

cURL

curl -X POST \
  "https://www.mahastrategies.com/api/v1/compress/evaluate" \
  -H "Content-Type: application/json" \
  -d '{"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}' \
  -H "X-PAYMENT: <signed x402 payment>"

Example response

{
  "clientRequestId": "req_rag_release_eval_001",
  "compiledContextStored": false,
  "contextPack": {
    "clientRequestId": "req_rag_release_eval_001",
    "context": "# Context Pack\n\nTask: Find the release condition and rollback tr…",
    "includedPassages": [
      {
        "passageHash": "sha256:4d5e66efdcf5f8dba63a89b40af6ce17f3f42948c48b731732e47f5dc…",
        "passageId": "release-notes:1",
        "sourceId": "release-notes",
        "text": "Release may proceed after the security owner attaches credential…"
      }
    ],
    "inputHash": "sha256:288dd5cacd92158f9460346ba6e931f6d0d52f2598bd55e748fc30a18…",
    "metrics": {
      "compiledBytes": 461,
      "compiledEstimatedTokens": 83,
      "duplicatePassagesRemoved": 1,
      "estimatedReductionPercent": 14.4,
      "originalBytes": 606,
      "originalEstimatedTokens": 97,
      "sourceCount": 2,
      "sourceCoveragePercent": 100,
      "tokensSaved": 14
    },
    "outputHash": "sha256:80a337617475688482476a469f9fa7b489ef3e1ad15b4a9756fdc1aa7…",
    "packId": "ctxpack_d0dc187dd43a403d8aef472de5689408",
    "retentionBoundaries": {
      "claimVerificationPerformed": false,
      "completenessGuaranteed": false,
      "evidenceRetention": "best_effort",
      "hallucinationPreventionGuaranteed": false,
      "selectionType": "extractive",
      "tokenCountType": "model_neutral_estimate"
    },
    "sources": [
      {
        "includedEstimatedTokens": 21,
        "includedPassageIds": [
          "release-notes:1"
        ],
        "originalEstimatedTokens": 44,
        "passageCount": 2,
        "sourceHash": "sha256:288ded29ae161d3d11effd7161edf7c51ef1320e7ba0a8d2feaaed7ab…",
        "sourceId": "release-notes",
        "title": "Release notes"
      }
    ],
    "task": "Find the release condition and rollback trigger while removing d…",
    "tokenBudget": 128,
    "version": "0.1.0",
    "warningCodes": [
      "model_neutral_token_estimates",
      "extractive_selection_not_verification"
    ],
    "warnings": [
      "Token counts are model-neutral estimates, not provider tokenizer…"
    ]
  },
  "evaluationId": "ctxeval_4f1c8a2b6d5e47c0913a7e2f8b46d5c1",
  "evidence": [
    {
      "evidenceHash": "sha256:b14f15dd80d2aca98929dc3569304daf362ff8dd80549e17c4a85a55b…",
      "evidenceId": "release-gate",
      "sourceId": "release-notes",
      "status": "retained"
    }
  ],
  "inputHash": "sha256:98eae8dca77e0c300502f19226528ef22ee2cb8f05687c3513920f91f…",
  "metrics": {
    "compiledBytes": 461,
    "compiledEstimatedTokens": 83,
    "duplicatePassagesRemoved": 1,
    "estimatedReductionPercent": 14.4,
    "originalBytes": 606,
    "originalEstimatedTokens": 97,
    "requiredEvidenceCount": 3,
    "requiredEvidenceRetentionPercent": 66.7,
    "retainedEvidenceCount": 2,
    "sourceCount": 2,
    "sourceCoveragePercent": 100,
    "tokensSaved": 14
  },
  "offerId": "deep-context-evaluation",
  "outputHash": "sha256:133714e20e990c929f2fbe4693b719cfe19254a92afd0c46ed376cae4…",
  "requiredEvidenceTextStored": false,
  "retentionBoundaries": {
    "answerQualityAssessed": false,
    "claimVerificationPerformed": false,
    "completenessGuaranteed": false,
    "evidenceRetention": "best_effort",
    "evidenceRetentionMeasurement": "exact_span_match",
    "factualAccuracyAssessed": false,
    "hallucinationPreventionGuaranteed": false,
    "selectionType": "extractive",
    "tokenCountType": "model_neutral_estimate"
  },
  "sourceTextStored": false,
  "version": "0.1.0",
  "warningCodes": [
    "model_neutral_token_estimates",
    "extractive_selection_not_verification",
    "exact_span_retention_not_accuracy"
  ],
  "warnings": [
    "Token counts are model-neutral estimates, not provider tokenizer…"
  ]
}

Payment details

Pay to0xec84c1cd6602bbe387bc8e6f0d3c062f2762de28

AssetUSD Coin · 0x833589fcd6edb6e08f4c7c32d4f71b54bda02913

NetworksBase

Schemesexact

Is this your API?

Pin it to the top of AI & Inference and the homepage with a featured placement.

Get featured →

More from Maha Context Compiler & similar services

Maha Context Compiler · Compress

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.

POSTBaseAI & Inference

$0.001 / call9 calls / 30d

BlockRun.AI · EXA Contents

blockrun.ai

✓ Curated

Extract full text content from specific URLs. Priced at $0.002/URL — total = urls.length × $0.002.

POSTBaseAI & Inference

$0.003 / call2.5k calls / 30d

BlockRun.AI · EXA Search

blockrun.ai

✓ Curated

Neural and keyword web search. Optional category filter: company, research paper, news, pdf, github, tweet, personal site, linkedin profile, financial report.

POSTBaseAI & Inference

$0.011 / call1.9k calls / 30d