Machine Observer
Machine Observer premium historical snapshots across machine commerce, trust, likeness, API/data, compute, model/tool supply, and developer-adoption signals.
The wallet the 402 directs payment to. Its whole payment record — every payer, every chain — is on the merchant page.
Asset 0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913
The payTo wallet does not resolve to a registered ERC-8004 agent. That is not a verdict on the service — most of the catalog is unregistered.
Live 402 challenge
Captured by the enrichment pass, not read just now. Prices can change — always read the 402 the endpoint answers with.
{
"error": "Payment required",
"accepts": [
{
"asset": "0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913",
"extra": {
"name": "USD Coin",
"version": "2"
},
"payTo": "0x55E6024b4eB9b9325537c7453F53fDA5413B8417",
"amount": "1000",
"scheme": "exact",
"network": "eip155:8453",
"maxTimeoutSeconds": 300
}
],
"preview": {
"url": "https://machineobserver.com/api/x402/history?days=30&preview=1",
"kind": "bounded-live-proof",
"available": true,
"paidDelta": "Paid fulfillment returns every full stored snapshot in the requested window; the inline proof exposes inventory, coverage, and a bounded latest-snapshot summary.",
"valueProof": {
"note": "Payment is not recommended: all 28 snapshots in this window are already returned by the free endpoint.",
"priceUsd": 0.001,
"snapshotCount": 28,
"firstRecordedAt": "2026-09-01T05:40:00.000Z",
"latestRecordedAt": "2026-09-24T06:43:56.884Z",
"freeTierComparison": {
"note": "The free endpoint already returns every stored snapshot in this window. Machine Observer does not recommend paying for data it publishes for free.",
"freeEndpoint": "https://machineobserver.com/api/v1/history?limit=100",
"paidAddsData": false,
"storedSnapshotsTotal": 28,
"freeEndpointReturnsSnapshots": 28,
"paidSnapshotsInRequestedWindow": 28,
"additionalSnapshotsBeyondFreeTier": 0
},
"purchaseRecommended": false,
"requestedWindowDays": 30,
"paidSnapshotIncludes": [
"sources",
"supply",
"developer",
"collectionSummary",
"indexRegistry",
"categoryRegistry",
"sourceHealthSummary"
],
"latestSnapshotSummary": {
"indexCount": 22,
"recordedAt": "2026-09-24T06:43:56.884Z",
"sourceCount": 11,
"sourceHealth": {
"total": 44,
"healthy": 37,
"degraded": 4,
"unavailable": 3
},
"exampleSourceIds": [
"agent-economy",
"apis-guru",
"gpu-cloud-prices"
],
"collectionSummary": {
"sourceFamilies": 5,
"successfulFamilies": 5,
"totalSuccessfulMeasurements": 28
},
"indexStatusCounts": {
"core": 0,
"candidate": 5,
"experimental": 17
},
"healthySourceCount": 9
}
}
},
"purchase": {
"retryUrl": "https://machineobserver.com/api/x402/history?days=30",
"idempotency": {
"scope": "best-effort warm-runtime response replay",
"header": "Idempotency-Key",
"guidance": "Send an 8-200 character Idempotency-Key on the paid retry. Reuse it with the exact request after a dropped connection to replay the successful result instead of paying again.",
"supported": true
},
"instruction": "If purchaseRecommended is true and expected utility exceeds $0.001, retry purchase.retryUrl with a valid x402 payment header.",
"apiKeyRequired": false,
"accountRequired": false,
"retrySameRequest": true,
"acceptedPaymentHeaders": [
"PAYMENT-SIGNATURE",
"X-PAYMENT",
"X-PAYMENT-SIGNATURE"
]
},
"resource": {
"url": "https://machineobserver.com/api/x402/history?days=30",
"tags": [
"machine-economy",
"historical-data",
"x402",
"agents",
"indexes"
],
"mimeType": "application/json",
"previewUrl": "https://machineobserver.com/api/x402/history?days=30&preview=1",
"description": "Machine Observer premium historical snapshots across machine commerce, trust, likeness, API/data, compute, model/tool supply, and developer-adoption signals.",
"serviceName": "Machine Observer"
},
"buyerFlow": {
"spendControl": "Buyer or principal retains wallet authorization. No preview, value proof, challenge, or next action authorizes payment.",
"funnelVersion": 3,
"recommendedSequence": [
"inspect_live_value_proof",
"retry_same_request_with_x402_payment"
]
},
"extensions": {
"bazaar": {
"info": {
"input": {
"type": "http",
"method": "GET",
"queryParams": {
"days": 30
}
},
"output": {
"type": "json",
"example": {
"days": 30,
"paid": true,
"count": 2,
"snapshots": [
{
"note": "Illustrative snapshot shape; paid output returns stored Machine Observer observations for the requested window.",
"recordedAt": "2026-09-02T00:00:00.000Z"
}
],
"schemaVersion": 1
}
}
},
"schema": {
"type": "object",
"$schema": "https://json-schema.org/draft/2020-12/schema",
"required": [
"input"
],
"properties": {
"input": {
"type": "object",
"required": [
"type",
"method"
],
"properties": {
"type": {
"type": "string",
"const": "http"
},
"method": {
"enum": [
"GET",
"HEAD",
"DELETE"
],
"type": "string"
},
"queryParams": {
"type": "object",
"properties": {
"days": {
"type": "integer",
"maximum": 365,
"minimum": 1,
"description": "Number of calendar days of stored Machine Observer history to return."
}
}
}
},
"additionalProperties": false
},
"output": {
"type": "object",
"required": [
"type"
],
"properties": {
"type": {
"type": "string"
},
"example": {
"type": "object",
"required": [
"schemaVersion",
"paid",
"days",
"count",
"snapshots"
],
"properties": {
"days": {
"type": "integer"
},
"paid": {
"type": "boolean"
},
"count": {
"type": "integer"
},
"network": {
"type": "string"
},
"currency": {
"type": "string"
},
"priceUsd": {
"type": "number"
},
"protocol": {
"type": "string"
},
"snapshots": {
"type": "array",
"items": {
"type": "object"
}
},
"schemaVersion": {
"type": "integer"
}
}
}
}
}
}
}
},
"machineObserverOffer": {
"value": "Machine Observer premium historical snapshots across machine commerce, trust, likeness, API/data, compute, model/tool supply, and developer-adoption signals.",
"network": "Base",
"paidUrl": "https://machineobserver.com/api/x402/history?days=30",
"preview": {
"url": "https://machineobserver.com/api/x402/history?days=30&preview=1",
"kind": "bounded-live-proof",
"available": true,
"paidDelta": "Paid fulfillment returns every full stored snapshot in the requested window; the inline proof exposes inventory, coverage, and a bounded latest-snapshot summary.",
"valueProof": {
"note": "Payment is not recommended: all 28 snapshots in this window are already returned by the free endpoint.",
"priceUsd": 0.001,
"snapshotCount": 28,
"firstRecordedAt": "2026-09-01T05:40:00.000Z",
"latestRecordedAt": "2026-09-24T06:43:56.884Z",
"freeTierComparison": {
"note": "The free endpoint already returns every stored snapshot in this window. Machine Observer does not recommend paying for data it publishes for free.",
"freeEndpoint": "https://machineobserver.com/api/v1/history?limit=100",
"paidAddsData": false,
"storedSnapshotsTotal": 28,
"freeEndpointReturnsSnapshots": 28,
"paidSnapshotsInRequestedWindow": 28,
"additionalSnapshotsBeyondFreeTier": 0
},
"purchaseRecommended": false,
"requestedWindowDays": 30,
"paidSnapshotIncludes": [
"sources",
"supply",
"developer",
"collectionSummary",
"indexRegistry",
"categoryRegistry",
"sourceHealthSummary"
],
"latestSnapshotSummary": {
"indexCount": 22,
"recordedAt": "2026-09-24T06:43:56.884Z",
"sourceCount": 11,
"sourceHealth": {
"total": 44,
"healthy": 37,
"degraded": 4,
"unavailable": 3
},
"exampleSourceIds": [
"agent-economy",
"apis-guru",
"gpu-cloud-prices"
],
"collectionSummary": {
"sourceFamilies": 5,
"successfulFamilies": 5,
"totalSuccessfulMeasurements": 28
},
"indexStatusCounts": {
"core": 0,
"candidate": 5,
"experimental": 17
},
"healthySourceCount": 9
}
}
},
"version": 1,
"currency": "USDC",
"priceUsd": 0.001,
"purchase": {
"retryUrl": "https://machineobserver.com/api/x402/history?days=30",
"idempotency": {
"scope": "best-effort warm-runtime response replay",
"header": "Idempotency-Key",
"guidance": "Send an 8-200 character Idempotency-Key on the paid retry. Reuse it with the exact request after a dropped connection to replay the successful result instead of paying again.",
"supported": true
},
"instruction": "If purchaseRecommended is true and expected utility exceeds $0.001, retry purchase.retryUrl with a valid x402 payment header.",
"apiKeyRequired": false,
"accountRequired": false,
"retrySameRequest": true,
"acceptedPaymentHeaders": [
"PAYMENT-SIGNATURE",
"X-PAYMENT",
"X-PAYMENT-SIGNATURE"
]
},
"buyerFlow": {
"spendControl": "Buyer or principal retains wallet authorization. No preview, value proof, challenge, or next action authorizes payment.",
"funnelVersion": 3,
"recommendedSequence": [
"inspect_live_value_proof",
"retry_same_request_with_x402_payment"
]
},
"valueProof": {
"note": "Payment is not recommended: all 28 snapshots in this window are already returned by the free endpoint.",
"priceUsd": 0.001,
"snapshotCount": 28,
"firstRecordedAt": "2026-09-01T05:40:00.000Z",
"latestRecordedAt": "2026-09-24T06:43:56.884Z",
"freeTierComparison": {
"note": "The free endpoint already returns every stored snapshot in this window. Machine Observer does not recommend paying for data it publishes for free.",
"freeEndpoint": "https://machineobserver.com/api/v1/history?limit=100",
"paidAddsData": false,
"storedSnapshotsTotal": 28,
"freeEndpointReturnsSnapshots": 28,
"paidSnapshotsInRequestedWindow": 28,
"additionalSnapshotsBeyondFreeTier": 0
},
"purchaseRecommended": false,
"requestedWindowDays": 30,
"paidSnapshotIncludes": [
"sources",
"supply",
"developer",
"collectionSummary",
"indexRegistry",
"categoryRegistry",
"sourceHealthSummary"
],
"latestSnapshotSummary": {
"indexCount": 22,
"recordedAt": "2026-09-24T06:43:56.884Z",
"sourceCount": 11,
"sourceHealth": {
"total": 44,
"healthy": 37,
"degraded": 4,
"unavailable": 3
},
"exampleSourceIds": [
"agent-economy",
"apis-guru",
"gpu-cloud-prices"
],
"collectionSummary": {
"sourceFamilies": 5,
"successfulFamilies": 5,
"totalSuccessfulMeasurements": 28
},
"indexStatusCounts": {
"core": 0,
"candidate": 5,
"experimental": 17
},
"healthySourceCount": 9
}
},
"nextActions": [
"https://machineobserver.com/api/x402/best-practice",
"https://machineobserver.com/api/x402/meta-analysis"
],
"amountAtomic": "1000",
"funnelVersion": 3,
"freePreviewUrl": "https://machineobserver.com/api/x402/history?days=30&preview=1",
"freeAlternative": {
"note": "The free endpoint already returns every stored snapshot in this window. Machine Observer does not recommend paying for data it publishes for free.",
"freeEndpoint": "https://machineobserver.com/api/v1/history?limit=100",
"paidAddsData": false,
"storedSnapshotsTotal": 28,
"freeEndpointReturnsSnapshots": 28,
"paidSnapshotsInRequestedWindow": 28,
"additionalSnapshotsBeyondFreeTier": 0
},
"protocolVersions": {
"note": "Machine Observer serves x402 v2 by default and v1 on request. Both challenges describe the same price, asset and destination.",
"served": 2,
"default": 2,
"requestV1": "https://machineobserver.com/api/x402/history?days=30&x402Version=1",
"supported": [
1,
2
],
"alsoAccepts": "x402-version request header, or Accept: application/vnd.x402.v1+json"
},
"purchaseRecommended": false
}
},
"valueProof": {
"note": "Payment is not recommended: all 28 snapshots in this window are already returned by the free endpoint.",
"priceUsd": 0.001,
"snapshotCount": 28,
"firstRecordedAt": "2026-09-01T05:40:00.000Z",
"latestRecordedAt": "2026-09-24T06:43:56.884Z",
"freeTierComparison": {
"note": "The free endpoint already returns every stored snapshot in this window. Machine Observer does not recommend paying for data it publishes for free.",
"freeEndpoint": "https://machineobserver.com/api/v1/history?limit=100",
"paidAddsData": false,
"storedSnapshotsTotal": 28,
"freeEndpointReturnsSnapshots": 28,
"paidSnapshotsInRequestedWindow": 28,
"additionalSnapshotsBeyondFreeTier": 0
},
"purchaseRecommended": false,
"requestedWindowDays": 30,
"paidSnapshotIncludes": [
"sources",
"supply",
"developer",
"collectionSummary",
"indexRegistry",
"categoryRegistry",
"sourceHealthSummary"
],
"latestSnapshotSummary": {
"indexCount": 22,
"recordedAt": "2026-09-24T06:43:56.884Z",
"sourceCount": 11,
"sourceHealth": {
"total": 44,
"healthy": 37,
"degraded": 4,
"unavailable": 3
},
"exampleSourceIds": [
"agent-economy",
"apis-guru",
"gpu-cloud-prices"
],
"collectionSummary": {
"sourceFamilies": 5,
"successfulFamilies": 5,
"totalSuccessfulMeasurements": 28
},
"indexStatusCounts": {
"core": 0,
"candidate": 5,
"experimental": 17
},
"healthySourceCount": 9
}
},
"x402Version": 2,
"freeAlternative": {
"note": "The free endpoint already returns every stored snapshot in this window. Machine Observer does not recommend paying for data it publishes for free.",
"freeEndpoint": "https://machineobserver.com/api/v1/history?limit=100",
"paidAddsData": false,
"storedSnapshotsTotal": 28,
"freeEndpointReturnsSnapshots": 28,
"paidSnapshotsInRequestedWindow": 28,
"additionalSnapshotsBeyondFreeTier": 0
},
"protocolVersions": {
"note": "Machine Observer serves x402 v2 by default and v1 on request. Both challenges describe the same price, asset and destination.",
"served": 2,
"default": 2,
"requestV1": "https://machineobserver.com/api/x402/history?days=30&x402Version=1",
"supported": [
1,
2
],
"alsoAccepts": "x402-version request header, or Accept: application/vnd.x402.v1+json"
},
"purchaseRecommended": false
}Accepts
The payment requirements as published to the catalog. Read the live 402 before paying — a price here is a claim, not a quote.
Pay 0.001 USDC on Base to 0x55E6…B8417. The signed payment is good for 5 minutes.
- Paid to
- 0x55E6…B8417
- USD Coin contract
- 0x8335…02913
- Payment window
- 5 minutes
- As published
- 1000 smallest units
The catalog’s raw entry
[
{
"asset": "0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913",
"extra": {
"name": "USD Coin",
"version": "2"
},
"payTo": "0x55E6024b4eB9b9325537c7453F53fDA5413B8417",
"amount": "1000",
"scheme": "exact",
"network": "eip155:8453",
"maxTimeoutSeconds": 300
}
]Extensions
{
"bazaar": {
"info": {
"input": {
"type": "http",
"method": "GET",
"queryParams": {
"days": 30
}
},
"output": {
"type": "json",
"example": {
"days": 30,
"paid": true,
"count": 2,
"snapshots": [
{
"note": "Illustrative snapshot shape; paid output returns stored Machine Observer observations for the requested window.",
"recordedAt": "2026-09-02T00:00:00.000Z"
}
],
"schemaVersion": 1
}
}
},
"schema": {
"type": "object",
"$schema": "https://json-schema.org/draft/2020-12/schema",
"required": [
"input"
],
"properties": {
"input": {
"type": "object",
"required": [
"type",
"method"
],
"properties": {
"type": {
"type": "string",
"const": "http"
},
"method": {
"enum": [
"GET",
"HEAD",
"DELETE"
],
"type": "string"
},
"queryParams": {
"type": "object",
"properties": {
"days": {
"type": "integer",
"maximum": 365,
"minimum": 1,
"description": "Number of calendar days of stored Machine Observer history to return."
}
}
}
},
"additionalProperties": false
},
"output": {
"type": "object",
"required": [
"type"
],
"properties": {
"type": {
"type": "string"
},
"example": {
"type": "object",
"required": [
"schemaVersion",
"paid",
"days",
"count",
"snapshots"
],
"properties": {
"days": {
"type": "integer"
},
"paid": {
"type": "boolean"
},
"count": {
"type": "integer"
},
"network": {
"type": "string"
},
"currency": {
"type": "string"
},
"priceUsd": {
"type": "number"
},
"protocol": {
"type": "string"
},
"snapshots": {
"type": "array",
"items": {
"type": "object"
}
},
"schemaVersion": {
"type": "integer"
}
}
}
}
}
}
}
},
"machineObserverOffer": {
"value": "Machine Observer premium historical snapshots across machine commerce, trust, likeness, API/data, compute, model/tool supply, and developer-adoption signals.",
"network": "Base",
"paidUrl": "https://machineobserver.com/api/x402/history?days=30",
"preview": {
"url": "https://machineobserver.com/api/x402/history?days=30&preview=1",
"kind": "bounded-live-proof",
"available": true,
"paidDelta": "Paid fulfillment returns every full stored snapshot in the requested window; the inline proof exposes inventory, coverage, and a bounded latest-snapshot summary.",
"valueProof": {
"note": "Payment is not recommended: all 6 snapshots in this window are already returned by the free endpoint.",
"priceUsd": 0.001,
"snapshotCount": 6,
"firstRecordedAt": "2026-09-01T05:40:00.000Z",
"latestRecordedAt": "2026-09-05T06:37:08.498Z",
"freeTierComparison": {
"note": "The free endpoint already returns every stored snapshot in this window. Machine Observer does not recommend paying for data it publishes for free.",
"freeEndpoint": "https://machineobserver.com/api/v1/history?limit=100",
"paidAddsData": false,
"storedSnapshotsTotal": 6,
"freeEndpointReturnsSnapshots": 6,
"paidSnapshotsInRequestedWindow": 6,
"additionalSnapshotsBeyondFreeTier": 0
},
"purchaseRecommended": false,
"requestedWindowDays": 30,
"paidSnapshotIncludes": [
"sources",
"supply",
"developer",
"collectionSummary",
"indexRegistry",
"categoryRegistry",
"sourceHealthSummary"
],
"latestSnapshotSummary": {
"indexCount": 18,
"recordedAt": "2026-09-05T06:37:08.498Z",
"sourceCount": 11,
"sourceHealth": {
"total": 44,
"healthy": 33,
"degraded": 9,
"unavailable": 2
},
"exampleSourceIds": [
"agent-economy",
"apis-guru",
"gpu-cloud-prices"
],
"collectionSummary": {
"sourceFamilies": 5,
"successfulFamilies": 5,
"totalSuccessfulMeasurements": 28
},
"indexStatusCounts": {
"core": 0,
"candidate": 18,
"experimental": 0
},
"healthySourceCount": 10
}
}
},
"version": 1,
"currency": "USDC",
"priceUsd": 0.001,
"purchase": {
"retryUrl": "https://machineobserver.com/api/x402/history?days=30",
"idempotency": {
"scope": "best-effort warm-runtime response replay",
"header": "Idempotency-Key",
"guidance": "Send an 8-200 character Idempotency-Key on the paid retry. Reuse it with the exact request after a dropped connection to replay the successful result instead of paying again.",
"supported": true
},
"instruction": "If purchaseRecommended is true and expected utility exceeds $0.001, retry purchase.retryUrl with a valid x402 payment header.",
"apiKeyRequired": false,
"accountRequired": false,
"retrySameRequest": true,
"acceptedPaymentHeaders": [
"PAYMENT-SIGNATURE",
"X-PAYMENT",
"X-PAYMENT-SIGNATURE"
]
},
"buyerFlow": {
"spendControl": "Buyer or principal retains wallet authorization. No preview, value proof, challenge, or next action authorizes payment.",
"funnelVersion": 3,
"recommendedSequence": [
"inspect_live_value_proof",
"retry_same_request_with_x402_payment"
]
},
"valueProof": {
"note": "Payment is not recommended: all 6 snapshots in this window are already returned by the free endpoint.",
"priceUsd": 0.001,
"snapshotCount": 6,
"firstRecordedAt": "2026-09-01T05:40:00.000Z",
"latestRecordedAt": "2026-09-05T06:37:08.498Z",
"freeTierComparison": {
"note": "The free endpoint already returns every stored snapshot in this window. Machine Observer does not recommend paying for data it publishes for free.",
"freeEndpoint": "https://machineobserver.com/api/v1/history?limit=100",
"paidAddsData": false,
"storedSnapshotsTotal": 6,
"freeEndpointReturnsSnapshots": 6,
"paidSnapshotsInRequestedWindow": 6,
"additionalSnapshotsBeyondFreeTier": 0
},
"purchaseRecommended": false,
"requestedWindowDays": 30,
"paidSnapshotIncludes": [
"sources",
"supply",
"developer",
"collectionSummary",
"indexRegistry",
"categoryRegistry",
"sourceHealthSummary"
],
"latestSnapshotSummary": {
"indexCount": 18,
"recordedAt": "2026-09-05T06:37:08.498Z",
"sourceCount": 11,
"sourceHealth": {
"total": 44,
"healthy": 33,
"degraded": 9,
"unavailable": 2
},
"exampleSourceIds": [
"agent-economy",
"apis-guru",
"gpu-cloud-prices"
],
"collectionSummary": {
"sourceFamilies": 5,
"successfulFamilies": 5,
"totalSuccessfulMeasurements": 28
},
"indexStatusCounts": {
"core": 0,
"candidate": 18,
"experimental": 0
},
"healthySourceCount": 10
}
},
"nextActions": [
"https://machineobserver.com/api/x402/best-practice",
"https://machineobserver.com/api/x402/meta-analysis"
],
"amountAtomic": "1000",
"funnelVersion": 3,
"freePreviewUrl": "https://machineobserver.com/api/x402/history?days=30&preview=1",
"freeAlternative": {
"note": "The free endpoint already returns every stored snapshot in this window. Machine Observer does not recommend paying for data it publishes for free.",
"freeEndpoint": "https://machineobserver.com/api/v1/history?limit=100",
"paidAddsData": false,
"storedSnapshotsTotal": 6,
"freeEndpointReturnsSnapshots": 6,
"paidSnapshotsInRequestedWindow": 6,
"additionalSnapshotsBeyondFreeTier": 0
},
"protocolVersions": {
"note": "Machine Observer serves x402 v2 by default and v1 on request. Both challenges describe the same price, asset and destination.",
"served": 2,
"default": 2,
"requestV1": "https://machineobserver.com/api/x402/history?days=30&x402Version=1",
"supported": [
1,
2
],
"alsoAccepts": "x402-version request header, or Accept: application/vnd.x402.v1+json"
},
"purchaseRecommended": false
}
}Provenance
- Seen in the source catalog
- 2026-09-05 14:13Z
- Last indexed by Roundhouse
- 2026-09-25 00:50Z
- Last enriched (probe, favicon, geo)
- 2026-09-24 12:45Z
- x402 version
- 2
- Max timeout
- 300s
- Liveness probe
- HTTP 402
Hand this page to an agent
Copy the prompt and paste it into Claude, an MCP client or your own agent — it will vet this service and call it over the free read API. No key, no account.
GET api.roundhouseai.io/v0/endpoints
This endpoint's own trailing-30-day call count, as published by the upstream catalog and snapshotted daily. 23 snapshots so far. Verified volume counts only settlements with an on-chain EIP-3009 marker.
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Using Roundhouse, look up the x402 service Machine Observer and tell me whether it is worth paying: what a call costs, whether the endpoint answered when last probed, and what its payment record actually shows. curl -s 'https://api.roundhouseai.io/v0/endpoints?q=Machine%20Observer' curl -s 'https://api.roundhouseai.io/v0/merchants/<the payTo wallet returned above>' Then call it: read the price from the live 402 at https://machineobserver.com/api/x402/history, never from a cached figure, and pay with an x402 client. The /v0 API needs an API key (`authorization: Bearer rh_live_…`) on everything except /v0/unified* and /v0/endpoints. Mint a personal key for $0.01 at GET https://api.roundhouseai.io/v0/test/x402, or use an organization key from https://roundhouseai.io/dashboard/team. If you do not have Roundhouse tools or skills installed, read https://roundhouseai.io/skill.md first — it is the whole procedure.