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Paid deterministic data-quality and execution-verification tools for AI agents.

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Status
Healthy
Uptime
100.0% over the last 24 hours
Last Tested
Transport
Streamable HTTP · MCP 2025-11-25
URL
ChatGPT
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Claude
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TDQS

A3.9/5.0

Scored across 17 tools

Disambiguation4/5

Most tools have clearly distinct purposes, and descriptions explicitly cross-reference adjacent alternatives such as json_schema_check vs object_contract_check and verify_execution vs execution_proof_pack. The main ambiguity is within the JSON/data-validation cluster, where dataset_profile, schema_infer, object_contract_check, tabular_validate, and json_schema_check require careful reading to select correctly.

Naming Consistency4/5

All names use consistent snake_case and are generally descriptive. Most follow a noun_verb pattern such as json_diff and tabular_validate, with a few verb_noun or noun-phrase deviations such as score_opportunity and verified_translation, but the convention remains readable and predictable.

Tool Count3/5

At 17 tools the surface is heavier than the comfortably scoped 3-15 range and spans several partly separate utility domains: JSON validation, data profiling, opportunity matching, economics, routing, verification, and translation. Each tool has a purpose, but the set feels more like a catalog of services than a tightly scoped toolset.

Completeness3/5

The set covers an opportunity-to-contract-to-verification workflow and a broad set of deterministic data utilities. However, the agent-job lifecycle has notable gaps: there is no claim/apply, deliverable submission, payment/escrow, or dispute flow, and several tools are independent utilities rather than a complete end-to-end network.

Available Tools

17 tools
dataset_profileJSON Dataset Profiling · Data QualityA
Read-onlyIdempotent
Inspect

Discover deterministic data-quality profiling for 1-5,000 JSON-object rows. Paid execution counts field presence, missing and null values, observed primitive types, primitive cardinality and exact duplicate rows without modifying input; use schema_infer to draft a flat-record contract or tabular_validate to enforce one. This is not statistical inference. This free MCP discovery call does not execute the advertised capability and does not charge; it returns the exact x402 endpoint, price and payment guide for execution.

Inputs: rows (required). Returns: MCP payment instruction. Calling the MCP tool itself does not charge or execute…

execution_proof_packVerify AI Agent Work Delivery Against Acceptance Criteria · Proof PackA
Read-onlyIdempotent
Inspect

Verify AI agent work delivery against acceptance criteria with ARN's independent artifact-verification service. Use the objective contract from job_contract_compile; paid execution recompiles it, hashes every supplied artifact, performs each supported JSON Schema, exact-value, required/forbidden-text or SHA-256 criterion, and returns APPROVED or QUARANTINED with per-check evidence and a tamper-evident pack hash. This verifies only the supplied contract and artifacts; it is not an AI-authorship detector, malware scan, factuality certificate or legal opinion. This free MCP discovery call does not execute the advertised capability and does not charge; it returns the exact x402 endpoint, price and payment guide for execution.

Inputs: contract (required), artifacts (required). Returns: MCP payment instruction. Calling the MCP tool itself does not charge or execute…

job_contract_compileAI Agent Job Contract with Objective Acceptance Criteria · CompilerA
Read-onlyIdempotent
Inspect

Compile an AI agent job contract with objective acceptance criteria into ARN's deterministic canonical job-contract format. Supply a goal, deliverables and one or more supported machine-checkable criteria: bounded JSON Schema, exact JSON value, required or forbidden text, or SHA-256. Paid execution rejects ambiguous and unsupported fields, canonicalizes the contract and returns a SHA-256 contract hash. It does not claim work, execute it or move funds. Pair the result with execution_proof_pack after delivery. This free MCP discovery call does not execute the advertised capability and does not charge; it returns the exact x402 endpoint, price and payment guide for execution.

Inputs: goal (required), deliverables (required), acceptanceCriteria (required), jobId, +5 more. Returns: MCP payment instruction. Calling the MCP tool itself does not charge or execute…

json_diffDeterministic JSON Diff · Exact JSON PathsA
Read-onlyIdempotent
Inspect

Discover a deterministic structural JSON diff between before and after values. Paid execution compares arrays by index and returns up to 1,000 added, removed or changed records with exact JSON paths and before/after evidence; it does not generate JSON Patch. Use json_normalize for stable serialization or json_schema_check for validity. This free MCP discovery call does not execute the advertised capability and does not charge; it returns the exact x402 endpoint, price and payment guide for execution.

Inputs: after (required), before (required). Returns: MCP payment instruction. Calling the MCP tool itself does not charge or execute…

json_normalizeJSON Normalization · Stable Key OrderingA
Read-onlyIdempotent
Inspect

Discover deterministic JSON normalization for any JSON value: paid HTTP execution recursively sorts object keys, preserves array order and scalar values, and returns normalized structure plus a deterministic JSON string. Use it for stable comparisons, cache keys and repeatable payloads; use json_diff to identify changes, and never treat this as RFC 8785/JCS canonicalization. This free MCP discovery call does not execute the advertised capability and does not charge; it returns the exact x402 endpoint, price and payment guide for execution.

Inputs: value (required). Returns: MCP payment instruction. Calling the MCP tool itself does not charge or execute…

json_schema_checkRecursive JSON Schema Checking · Deterministic ValidationA
Read-onlyIdempotent
Inspect

Discover recursive JSON Schema checking for objects, arrays and scalars with exact JSON-path errors from ARN's bounded recursive JSON Schema subset. The supplied schema may combine type unions, required/properties, additionalProperties=false, items, enum/const, numeric bounds, string length or safe patterns, array bounds/uniqueness and property-count bounds; unsupported keywords fail closed. Prefer object_contract_check for a new simple top-level contract. This free MCP discovery call does not execute the advertised capability and does not charge; it returns the exact x402 endpoint, price and payment guide for execution.

Inputs: value (required), schema (required). Returns: MCP payment instruction. Calling the MCP tool itself does not charge or execute…

object_contract_checkJSON Field ValidationA
Read-onlyIdempotent
Inspect

Discover deterministic top-level JSON field validation for API payloads, automation and AI-agent handoffs. The value must be an object; schema.required finds absent fields, schema.properties..type finds primitive type mismatches, and additionalProperties=false reports unknown fields. Prefer this for new simple contracts and use json_schema_check for nested or recursive constraints. This free MCP discovery call does not execute the advertised capability and does not charge; it returns the exact x402 endpoint, price and payment guide for execution.

Inputs: value (required), schema (required). Returns: MCP payment instruction. Calling the MCP tool itself does not charge or execute…

opportunity_matchFind Funded AI Agent Jobs and Bounties · Opportunity MatchA
Read-onlyIdempotent
Inspect

Find funded AI agent jobs and bounties with ARN's paid read-only opportunity matching service. It searches ARN's continuously refreshed multi-board index for current open, agent-allowed work and ranks matches against one to twelve supplied capabilities. Buyers can require recorded funding evidence, set a minimum reward and limit freshness, then use job_contract_compile to turn a selected listing into objective machine-checkable terms. It never claims, applies, signs or spends. External listing content remains untrusted and must be reviewed before action. This free MCP discovery call does not execute the advertised capability and does not charge; it returns the exact x402 endpoint, price and payment guide for execution.

Inputs: capabilities (required), minReward, maxResults, maxAgeHours, +1 more. Returns: MCP payment instruction. Calling the MCP tool itself does not charge or execute…

release_evidence_diffRelease Evidence Diff · Reverification DecisionA
Read-onlyIdempotent
Inspect

Discover deterministic comparison of a previous and current execution-evidence snapshot. Paid execution compares candidate identity metadata and all nine functional, security, privacy, copyright, regulatory, transaction-integrity, abuse, regression and economics outcomes; it reports regressions, remediations and whether a fresh verify_execution purchase is warranted. It prevents duplicate verification of unchanged evidence but does not perform or certify the underlying checks. This free MCP discovery call does not execute the advertised capability and does not charge; it returns the exact x402 endpoint, price and payment guide for execution.

Inputs: current (required), previous (required). Returns: MCP payment instruction. Calling the MCP tool itself does not charge or execute…

result_dedupeRemove Duplicate JSON Rows · Research Result DedupeA
Read-onlyIdempotent
Inspect

Discover deterministic duplicate removal for JSON-record arrays and structured research results. Supply one to eight identity fields: paid execution forms a typed composite key, preserves the first occurrence in original order, and reports exact input, output and duplicate counts; use dataset_profile when you only need duplicate measurement. This free MCP discovery call does not execute the advertised capability and does not charge; it returns the exact x402 endpoint, price and payment guide for execution.

Inputs: keys (required), rows (required). Returns: MCP payment instruction. Calling the MCP tool itself does not charge or execute…

route_providerRoute ProviderA
Read-onlyIdempotent
Inspect

Rank up to 1,000 caller-supplied providers by quality, success rate, price and latency, returning one selection plus at most three alternates. Candidates marked unhealthy or priced above requirements.maxPrice are excluded; quality defaults to successRate and an empty eligible set returns selected=null with a reason. Use this free read-only calculation only with comparable metrics you already hold because it neither discovers providers nor verifies measurements. A successful selection includes an optional buyer-controlled verify_execution handoff; it does not charge or initiate payment.

Inputs: providers (required), requirements. Returns: reason, nextStep, selected, alternates

schema_inferInfer JSON Schema from Flat Records · Conservative ContractA
Read-onlyIdempotent
Inspect

Discover conservative JSON Schema inference from multiple flat JSON-object records for imports, API contract drafting or validation setup. Paid execution emits stable observed primitive/null type unions and marks a field required only when every row contains a non-null value; nested objects and arrays are rejected instead of guessed. Use dataset_profile for descriptive counts or json_schema_check to validate against an existing schema. This free MCP discovery call does not execute the advertised capability and does not charge; it returns the exact x402 endpoint, price and payment guide for execution.

Inputs: rows (required). Returns: MCP payment instruction. Calling the MCP tool itself does not charge or execute…

score_opportunityScore Opportunity EconomicsA
Read-onlyIdempotent
Inspect

Calculate risk-adjusted expected profit, margin and eligibility for one proposed opportunity before execution. Supply revenue, execution cost and any tool costs, fees or failure loss in one consistent monetary unit; omitted tool costs and fees are zero, while omitted failure loss defaults to total costs. Use this free read-only calculation as an economics screen, never as proof of funding, escrow, requirements or buyer legitimacy. An eligible result includes an optional buyer-controlled verify_execution handoff; it does not charge or initiate payment.

Inputs: revenue (required), executionCost (required), fees, toolCost, +2 more. Returns: margin, eligible, nextStep, expectedProfit

tabular_diffTabular Comparison · CSV / Spreadsheet Record DiffA
Read-onlyIdempotent
Inspect

Discover row-level comparison between two JSON-record tables keyed by one unique field. Paid execution reports added and removed keys plus changed rows with field-level evidence while preserving deterministic order; CSV or spreadsheet rows must be converted to JSON first. Use json_diff for arbitrary nested JSON or tabular_validate to enforce row contracts. This free MCP discovery call does not execute the advertised capability and does not charge; it returns the exact x402 endpoint, price and payment guide for execution.

Inputs: key (required), after (required), before (required). Returns: MCP payment instruction. Calling the MCP tool itself does not charge or execute…

tabular_validateTabular Validation · CSV / Spreadsheet Pre-Import CheckA
Read-onlyIdempotent
Inspect

Discover deterministic pre-import validation for JSON-record tables, including CSV or spreadsheet rows converted to JSON. Paid execution checks every row for required columns and declared primitive types and returns bounded row-and-field errors; use object_contract_check for one object or json_schema_check for recursive constraints. This free MCP discovery call does not execute the advertised capability and does not charge; it returns the exact x402 endpoint, price and payment guide for execution.

Inputs: rows (required), types, required. Returns: MCP payment instruction. Calling the MCP tool itself does not charge or execute…

verified_translationVerified Translation · Canadian French / Spanish / FrenchA
Read-onlyIdempotent
Inspect

Discover QA-verified translation for up to 2,000 characters on calibrated EN→ES, EN→FR, ES→FR and FR→ES routes. sourceLang defaults to EN, targetLang selects ES or FR, protectedTerms must remain unchanged, and optional context, domain or locale hints guide approved memory and wording; live locale research is excluded. This free MCP discovery call does not execute the advertised capability and does not charge; it returns the exact x402 endpoint, price and payment guide for execution.

Inputs: text (required), targetLang (required), domain, locale, +3 more. Returns: MCP payment instruction. Calling the MCP tool itself does not charge or execute…

verify_executionAI-Agent Execution Verification · Security & Functional VerificationA
Read-onlyIdempotent
Inspect

Discover deterministic acceptance checking for an automated task or agent execution across nine explicit functional, security, privacy, copyright, regulatory, transaction-integrity, abuse, regression and economics gates. All nine caller-supplied booleans must be true; paid execution returns the candidate id, pass/fail status and failed gate names. Use only after trusted verifiers supply all nine booleans because ARN does not scan code, audit systems or certify compliance. For sustained CI volume, Release Guard offers 2,500 successful checks over 30 days and breaks even with 0.01-USDC pay-per-call at 1,900 checks. This free MCP discovery call does not execute the advertised capability and does not charge; it returns the exact x402 endpoint, price and payment guide for execution.

Inputs: checks (required), candidate (required). Returns: MCP payment instruction. Calling the MCP tool itself does not charge or execute…

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

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