tensorfeed.ai
Returns trust verdicts for benchmark categories like code.
DataLiveeip155:8453Exactvia facilitator:dexter
Settlements · 30d
43↑ 38%
No per-endpoint history for this service yet, so this is payments indexed to its PROVIDER's wallet over 30 days.
$10.20
Verified settled volume
389 settlements proven x402 by their on-chain EIP-3009 marker.
$0.020
Listed price
As published in the catalog. Always read the live 402 before paying.
—
Calls · 30d
Upstream's own call count for this endpoint, not ours.
—
Unique payers · 30d
Never called
—
Upstream on-chain volume
Reported by the source catalog.
Paid to
0x549c82e6bfc54bdae9a2073744cbc2af5d1fc6d1The wallet the 402 directs payment to. Its whole payment record — every payer, every chain — is on the merchant page.
Asset 0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913
Provider
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.
{
"ok": false,
"error": "payment_required",
"faucet": {
"how": "No payment, no USDC, no gas. Sign an EIP-191 message proving you control a wallet, POST { message, signature }, and receive a bearer token preloaded with 25 trial credits. One grant per wallet. Use it to evaluate any premium endpoint, then top up the same token via /api/payment/buy-credits.",
"cost": "free",
"method": "POST",
"credits": 25,
"endpoint": "/api/payment/trial-credits"
},
"accepts": [
{
"asset": "0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913",
"extra": {
"name": "USD Coin",
"version": "2",
"resource": "https://tensorfeed.ai/api/premium/benchmark-trust-verdict"
},
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"network": "eip155:8453",
"resource": "https://tensorfeed.ai/api/premium/benchmark-trust-verdict",
"outputSchema": {
"input": {
"type": "http",
"method": "GET",
"queryParams": {
"category": "code"
}
},
"output": {
"type": "json",
"schema": {
"type": "object",
"required": [
"freshness",
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"properties": {
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"stale": {
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"billing": {
"type": "object",
"description": "credits_charged, credits_remaining and any no_charge_reason for this call."
},
"receipt": {
"type": "object",
"description": "Signed TensorFeed receipt for the call (present once the signing key is bootstrapped)."
},
"freshness": {
"type": "object",
"description": "Data age and SLA for this response: as_of, data_age_seconds, max_age_seconds, fresh, sla_applies."
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"receipt_status": {
"type": "string"
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"suggested_next_calls": {
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},
"example": {
"ok": true,
"count": 1,
"filter": {
"category": "code",
"benchmark": null
},
"billing": {
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},
"verdicts": [
{
"id": "humaneval",
"name": "HumanEval",
"status": "saturated",
"signals": {
"models_scored": 0,
"top_score_spread": null,
"ceiling_proximity": "at_ceiling",
"frontier_compression": "unknown"
},
"category": "code",
"trust_band": "contaminated",
"score_range": "0-100% pass@1",
"trust_score": 12,
"frontier_score": "~97%",
"recommendation": "Down-weight scores on this benchmark (high training-contamination risk, marked saturated, frontier score is near the ceiling). A high score is closer to a capability floor than a differentiator. Prefer LiveCodeBench for current code signal.",
"leaderboard_url": "https://paperswithcode.com/sota/code-generation-on-humaneval",
"contamination_risk": "high"
}
],
"capturedAt": "2026-05-28T08:00:00Z"
}
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},
"maxTimeoutSeconds": 60
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{
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"resource": "https://tensorfeed.ai/api/premium/benchmark-trust-verdict"
},
"payTo": "B8uYDm3snMCAUwt6NWTV3u7akcmd1AWzCXKQ1dDKWcFJ",
"amount": "20000",
"scheme": "exact",
"network": "solana:5eykt4UsFv8P8NJdTREpY1vzqKqZKvdp",
"resource": "https://tensorfeed.ai/api/premium/benchmark-trust-verdict",
"outputSchema": {
"input": {
"type": "http",
"method": "GET",
"queryParams": {
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"properties": {
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"stale": {
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"billing": {
"type": "object",
"description": "credits_charged, credits_remaining and any no_charge_reason for this call."
},
"receipt": {
"type": "object",
"description": "Signed TensorFeed receipt for the call (present once the signing key is bootstrapped)."
},
"freshness": {
"type": "object",
"description": "Data age and SLA for this response: as_of, data_age_seconds, max_age_seconds, fresh, sla_applies."
},
"receipt_status": {
"type": "string"
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"suggested_next_calls": {
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}
},
"example": {
"ok": true,
"count": 1,
"filter": {
"category": "code",
"benchmark": null
},
"billing": {
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},
"verdicts": [
{
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"status": "saturated",
"signals": {
"models_scored": 0,
"top_score_spread": null,
"ceiling_proximity": "at_ceiling",
"frontier_compression": "unknown"
},
"category": "code",
"trust_band": "contaminated",
"score_range": "0-100% pass@1",
"trust_score": 12,
"frontier_score": "~97%",
"recommendation": "Down-weight scores on this benchmark (high training-contamination risk, marked saturated, frontier score is near the ceiling). A high score is closer to a capability floor than a differentiator. Prefer LiveCodeBench for current code signal.",
"leaderboard_url": "https://paperswithcode.com/sota/code-generation-on-humaneval",
"contamination_risk": "high"
}
],
"capturedAt": "2026-05-28T08:00:00Z"
}
}
},
"maxTimeoutSeconds": 60
}
],
"message": "This endpoint is strict-premium and does not offer the per-IP free trial. Sign an EIP-3009 transferWithAuthorization via X-PAYMENT or use the credits flow. Free siblings exist for discovery (pricing_series_free, benchmark_series_free, status_uptime_free, status_leaderboard_free, each 7-day-capped).",
"payment": {
"tier": 1,
"wallet": "0x549c82e6bfc54bdae9a2073744cbc2af5d1fc6d1",
"network": "base",
"contract": "0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913",
"currency": "USDC",
"credits_per_usd": 50,
"credits_required": 1,
"minimum_amount_usd": 1
},
"resource": {
"url": "https://tensorfeed.ai/api/premium/benchmark-trust-verdict",
"mimeType": "application/json",
"description": "Benchmark Trust Verdict. Is an AI benchmark a trustworthy capability signal right now, or is it saturated, contaminated, or near its ceiling so a high score is a floor and not a differentiator? Returns a trust band and a 0-100 trust score per benchmark, fusing the registry contamination and saturation flags with the live spread of the top model scores (frontier compression), plus a down-weight recommendation and an alternative benchmark to use instead. Optional ?benchmark= or ?category= filter. AFTA-signed. The \"should I trust this SOTA claim\" call."
},
"endpoints": {
"info": "/api/payment/info",
"quote": "/api/payment/buy-credits",
"balance": "/api/payment/balance",
"confirm": "/api/payment/confirm"
},
"freshness": {
"promise": "This endpoint has no wall-clock freshness SLA: it serves either immutable historical data or a value computed live from current inputs, so there is no staleness risk.",
"manifest": "/api/freshness",
"max_age_seconds": null
},
"extensions": {
"bazaar": {
"info": {
"input": {
"type": "http",
"method": "GET",
"queryParams": {
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}
},
"output": {
"type": "json",
"schema": {
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"required": [
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"properties": {
"ok": {
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"stale": {
"type": "boolean"
},
"billing": {
"type": "object",
"description": "credits_charged, credits_remaining and any no_charge_reason for this call."
},
"receipt": {
"type": "object",
"description": "Signed TensorFeed receipt for the call (present once the signing key is bootstrapped)."
},
"freshness": {
"type": "object",
"description": "Data age and SLA for this response: as_of, data_age_seconds, max_age_seconds, fresh, sla_applies."
},
"receipt_status": {
"type": "string"
},
"suggested_next_calls": {
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}
},
"example": {
"ok": true,
"count": 1,
"filter": {
"category": "code",
"benchmark": null
},
"billing": {
"credits_charged": 1,
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},
"verdicts": [
{
"id": "humaneval",
"name": "HumanEval",
"status": "saturated",
"signals": {
"models_scored": 0,
"top_score_spread": null,
"ceiling_proximity": "at_ceiling",
"frontier_compression": "unknown"
},
"category": "code",
"trust_band": "contaminated",
"score_range": "0-100% pass@1",
"trust_score": 12,
"frontier_score": "~97%",
"recommendation": "Down-weight scores on this benchmark (high training-contamination risk, marked saturated, frontier score is near the ceiling). A high score is closer to a capability floor than a differentiator. Prefer LiveCodeBench for current code signal.",
"leaderboard_url": "https://paperswithcode.com/sota/code-generation-on-humaneval",
"contamination_risk": "high"
}
],
"capturedAt": "2026-05-28T08:00:00Z"
}
}
},
"schema": {
"type": "object",
"required": [
"input"
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"properties": {
"input": {
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"required": [
"type",
"method"
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"properties": {
"type": {
"type": "string",
"const": "http"
},
"method": {
"enum": [
"GET"
],
"type": "string"
},
"queryParams": {
"type": "object",
"properties": {
"category": {
"type": "string",
"description": "Optional category filter: knowledge, math, code, multimodal, agents, long-context, safety."
},
"benchmark": {
"type": "string",
"description": "Optional registry id or name to narrow to one benchmark (e.g. swe-bench-verified)."
}
}
}
},
"additionalProperties": false
},
"output": {
"type": "object",
"required": [
"type"
],
"properties": {
"type": {
"type": "string"
},
"example": {
"type": "object"
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}
}
}
}
},
"builder-code": {
"info": {
"a": "bc_oeob8et3"
},
"schema": {
"type": "object",
"$schema": "https://json-schema.org/draft/2020-12/schema",
"properties": {
"a": {
"type": "string",
"pattern": "^[a-z0-9_]{1,32}$",
"description": "App builder code"
},
"s": {
"type": "array",
"items": {
"type": "string",
"pattern": "^[a-z0-9_]{1,32}$"
},
"description": "Service builder codes"
},
"w": {
"type": "string",
"pattern": "^[a-z0-9_]{1,32}$",
"description": "Wallet builder code"
}
},
"additionalProperties": false
}
}
},
"free_trial": null,
"x402Version": 2,
"flow_options": {
"x402_v2": "Sign an EIP-3009 transferWithAuthorization for the exact `amount` above against USDC on Base mainnet, base64-encode the PaymentPayload, retry with X-PAYMENT header. AgentCore Payments and @coinbase/x402 do this automatically.",
"recommended": "Buy credits once via /api/payment/buy-credits, get a bearer token, use Authorization: Bearer <token> for all future calls (50ms latency).",
"x402_legacy": "Pre-broadcast USDC on Base, retry this request with X-Payment-Tx + X-Payment-Quote headers. TensorFeed-specific fallback; agents on AgentCore Payments use X-PAYMENT instead."
}
}Accepts
The payment requirements as published to the catalog. Read the live 402 before paying — a price here is a claim, not a quote.
0.02USDC≈ $0.02 USD
on Base · exact scheme
Pay 0.02 USDC on Base to 0x549c…fc6d1. The signed payment is good for 1 minute.
- Paid to
- 0x549c…fc6d1
- USD Coin contract
- 0x8335…02913
- Payment window
- 1 minute
- As published
- 20000 smallest units
20000units
on solana:5eykt4UsFv8P8NJdTREpY1vzqKqZKvdp · exact scheme
That figure is in the token’s smallest units. Roundhouse does not hold this contract’s decimals, so it is shown as published rather than converted.
- Paid to
- B8uYDm…KWcFJ
- Token contract
- EPjFWd…TDt1v
- Payment window
- 1 minute
The catalog’s raw entry
[
{
"asset": "0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913",
"extra": {
"name": "USD Coin",
"version": "2",
"resource": "https://tensorfeed.ai/api/premium/benchmark-trust-verdict"
},
"payTo": "0x549c82e6bfc54bdae9a2073744cbc2af5d1fc6d1",
"amount": "20000",
"scheme": "exact",
"network": "eip155:8453",
"resource": "https://tensorfeed.ai/api/premium/benchmark-trust-verdict",
"outputSchema": {
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"type": "http",
"method": "GET",
"queryParams": {
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"output": {
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"example": {
"ok": true,
"count": 1,
"filter": {
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"benchmark": null
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"verdicts": [
{
"id": "humaneval",
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"models_scored": 0,
"top_score_spread": null,
"ceiling_proximity": "at_ceiling",
"frontier_compression": "unknown"
},
"category": "code",
"trust_band": "contaminated",
"score_range": "0-100% pass@1",
"trust_score": 12,
"frontier_score": "~97%",
"recommendation": "Down-weight scores on this benchmark (high training-contamination risk, marked saturated, frontier score is near the ceiling). A high score is closer to a capability floor than a differentiator. Prefer LiveCodeBench for current code signal.",
"leaderboard_url": "https://paperswithcode.com/sota/code-generation-on-humaneval",
"contamination_risk": "high"
}
],
"capturedAt": "2026-05-28T08:00:00Z"
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},
"maxTimeoutSeconds": 60
},
{
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"example": {
"ok": true,
"count": 1,
"filter": {
"category": "code",
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"verdicts": [
{
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"ceiling_proximity": "at_ceiling",
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},
"category": "code",
"trust_band": "contaminated",
"score_range": "0-100% pass@1",
"trust_score": 12,
"frontier_score": "~97%",
"recommendation": "Down-weight scores on this benchmark (high training-contamination risk, marked saturated, frontier score is near the ceiling). A high score is closer to a capability floor than a differentiator. Prefer LiveCodeBench for current code signal.",
"leaderboard_url": "https://paperswithcode.com/sota/code-generation-on-humaneval",
"contamination_risk": "high"
}
],
"capturedAt": "2026-05-28T08:00:00Z"
}
}
},
"maxTimeoutSeconds": 60
}
]Provenance
- Seen in the source catalog
- 2026-09-24 21:57Z
- Last indexed by Roundhouse
- 2026-09-25 07:15Z
- Last enriched (probe, favicon, geo)
- 2026-09-16 17:45Z
- x402 version
- 2
- Max timeout
- 60s
- 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
No per-endpoint history for this service yet, so this is payments indexed to its PROVIDER's wallet over 30 days. Verified volume counts only settlements with an on-chain EIP-3009 marker.
Show the promptHide the prompt
Using Roundhouse, look up the x402 service tensorfeed.ai 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=tensorfeed.ai' 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://tensorfeed.ai/api/premium/benchmark-trust-verdict, 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.