{
 "schema": "quota.swarm-feed/v1",
 "generated_at": "2026-11-04T10:29:37Z",
 "generated_by": "scripts/quota_swarm_feed.py",
 "spec": {
  "doc": "docs/ops/PROVIDER-DISPATCH-CAPABILITY.md",
  "grouping": "family (registry id prefix) > registry records; g4f upstreams nest under the single g4f family",
  "envelope": "aligned with Tracking nested-family/v1 {schema, generated_at, generated_by, spec, sources, summary, providers, gaps}",
  "swarm_definition": "owner 2026-11-01: ALL providers' inference model endpoints participating in 3L0 DoE"
 },
 "sources": [
  {
   "id": "registry",
   "path": "ops/quota/registry.json",
   "generated_at": null
  },
  {
   "id": "census",
   "path": "ops/quota/allocation-verification.json",
   "generated_at": null
  },
  {
   "id": "readings",
   "path": "docs/ops/generated/quota-status.json",
   "generated_at": "2026-11-04T01:59:43.471356+00:00"
  },
  {
   "id": "usage-series",
   "path": "ops/quota/usage-series.json",
   "generated_at": "2026-11-04T10:29:37Z"
  },
  {
   "id": "rate-limit-events",
   "path": "ops/quota/rate-limit-events.json",
   "generated_at": null
  }
 ],
 "summary": {
  "registry_model_records": 97,
  "distinct_providers": 95,
  "families": 35,
  "families_direct": 34,
  "g4f_children": 61,
  "live_verified_families": 12,
  "rate_limit_events": 8,
  "families_populated": 29,
  "families_gap": 6,
  "records_populated": 2,
  "records_total": 97,
  "population": {
   "providers_total": 95,
   "providers_populated": 2,
   "providers_gap": 93,
   "families_total": 35,
   "families_populated": 29,
   "families_gap": 6
  }
 },
 "providers": [
  {
   "provider": "aion",
   "record_count": 1,
   "providers_distinct": 1,
   "live_verified": false,
   "population": {
    "state": "populated",
    "bases": [
     "census"
    ]
   },
   "census": {
    "verdict": "not-established",
    "evidence": "not-established",
    "free_tier": {
     "state": "not-established",
     "limits": "404 no Route matched - route wrong, no key verdict"
    },
    "credits": {
     "available": "not-established",
     "claimed": "not-established",
     "balance": null,
     "source": "probe run 41263537880"
    },
    "replenishment": {
     "mechanism": "not-established",
     "gate": "not-established"
    },
    "flags": [
     "route-dead"
    ]
   },
   "records": [
    {
     "id": "aion.free_tokens",
     "provider": "aion",
     "metric": "Free tier token allowance",
     "limit": 20000,
     "unit": "tokens/day",
     "window": "daily",
     "reset": "daily (schedule not published)",
     "live": "none published (no rate-limit headers or usage endpoint documented)",
     "readings": {
      "status": "unknown",
      "used": null,
      "remaining": null,
      "evidence_status": "attributed_claim",
      "horizon": "H1",
      "observed_at": null
     },
     "usage_series": null,
     "populated": null
    }
   ]
  },
  {
   "provider": "baseten",
   "record_count": 1,
   "providers_distinct": 1,
   "live_verified": false,
   "population": {
    "state": "gap",
    "bases": []
   },
   "census": null,
   "records": [
    {
     "id": "baseten.api",
     "provider": "baseten",
     "metric": "Prepaid API credits (pay-as-you-go inference)",
     "limit": null,
     "unit": "USD credits (prepaid)",
     "window": "n/a",
     "reset": "n/a",
     "live": "none published",
     "readings": {
      "status": "unknown",
      "used": null,
      "remaining": null,
      "evidence_status": "attributed_claim",
      "horizon": "H1",
      "observed_at": null
     },
     "usage_series": null,
     "populated": null
    }
   ]
  },
  {
   "provider": "cerebras",
   "record_count": 1,
   "providers_distinct": 1,
   "live_verified": false,
   "population": {
    "state": "populated",
    "bases": [
     "census"
    ]
   },
   "census": {
    "verdict": "not-established",
    "evidence": "not-established",
    "free_tier": {
     "state": "not-established",
     "limits": "not-established"
    },
    "credits": {
     "available": "not-established",
     "claimed": "not-established",
     "balance": null,
     "source": "no secret under any name (61-name census, gaps recon PR #2859) - provisioning lane"
    },
    "replenishment": {
     "mechanism": "not-established",
     "gate": "not-established"
    },
    "flags": [
     "no-credential"
    ]
   },
   "records": [
    {
     "id": "cerebras.free_tokens",
     "provider": "cerebras",
     "metric": "Free Trial token allowance",
     "limit": 1000000,
     "unit": "tokens/day",
     "window": "daily",
     "reset": "continuous token-bucket replenishment; no fixed reset",
     "live": "none published (no usage endpoint or rate-limit headers documented); Cloud Console Limits page is authoritative per organization; 429 names the exceeded bucket",
     "readings": {
      "status": "unknown",
      "used": null,
      "remaining": null,
      "evidence_status": "attributed_claim",
      "horizon": "H1",
      "observed_at": null
     },
     "usage_series": null,
     "populated": null
    }
   ]
  },
  {
   "provider": "claude",
   "record_count": 1,
   "providers_distinct": 1,
   "live_verified": false,
   "population": {
    "state": "gap",
    "bases": []
   },
   "census": null,
   "records": [
    {
     "id": "claude.seat_runtime",
     "provider": "Claude",
     "metric": "Inference dispatches via the Muse seat runtime (endpoint Muse::Muse Spark 1.3; metered, seat-runtime pool)",
     "limit": null,
     "unit": "dispatches (consumption NOT ESTABLISHED)",
     "window": "seat plan window (not exposed)",
     "reset": "not exposed",
     "live": "routed-dispatch stamps + nested-family carriers; usage-series model axis carries the activity-proxy counts; no passive quota reader",
     "readings": {
      "status": "unknown",
      "used": null,
      "remaining": null,
      "evidence_status": "early_signal",
      "horizon": "H1",
      "observed_at": null
     },
     "usage_series": null,
     "populated": null
    }
   ]
  },
  {
   "provider": "cloudflare",
   "record_count": 1,
   "providers_distinct": 1,
   "live_verified": true,
   "population": {
    "state": "populated",
    "bases": [
     "census"
    ]
   },
   "census": {
    "verdict": "not-established",
    "evidence": "api-verified",
    "free_tier": {
     "state": "not-established",
     "limits": "401 code 1000 at /user/tokens/verify; account-scoped token not excluded"
    },
    "credits": {
     "available": "not-established",
     "claimed": "not-established",
     "balance": null,
     "source": "token verify read, run 41263537880"
    },
    "replenishment": {
     "mechanism": "not-established",
     "gate": "not-established"
    },
    "flags": [
     "verify-scope"
    ]
   },
   "records": [
    {
     "id": "cloudflare.workers_ai",
     "provider": "cloudflare",
     "metric": "Workers AI free allocation",
     "limit": 10000,
     "unit": "Neurons/day",
     "window": "daily",
     "reset": "daily at 00:00 UTC",
     "live": "none published (no usage API); Workers AI dashboard only",
     "readings": {
      "status": "unknown",
      "used": null,
      "remaining": null,
      "evidence_status": "attributed_claim",
      "horizon": "H1",
      "observed_at": null
     },
     "usage_series": null,
     "populated": null
    }
   ]
  },
  {
   "provider": "cohere",
   "record_count": 1,
   "providers_distinct": 1,
   "live_verified": true,
   "population": {
    "state": "populated",
    "bases": [
     "census"
    ]
   },
   "census": {
    "verdict": "free",
    "evidence": "api-verified",
    "free_tier": {
     "state": "active",
     "limits": "not-established - surface exposes no quota/balance object"
    },
    "credits": {
     "available": "not-established",
     "claimed": "not-established",
     "balance": null,
     "source": "key-gated models surface answered 200 in probe run 41263537880; limits/balance not exposed by this surface"
    },
    "replenishment": {
     "mechanism": "not-established",
     "gate": "not-established"
    },
    "flags": []
   },
   "records": [
    {
     "id": "cohere.trial_calls",
     "provider": "cohere",
     "metric": "Trial key call allowance",
     "limit": 1000,
     "unit": "API calls/month",
     "window": "monthly",
     "reset": "monthly",
     "live": "response meta billed_units; dashboard (no dedicated usage endpoint documented)",
     "readings": {
      "status": "unknown",
      "used": null,
      "remaining": null,
      "evidence_status": "attributed_claim",
      "horizon": "H1",
      "observed_at": null
     },
     "usage_series": null,
     "populated": null
    }
   ]
  },
  {
   "provider": "deepinfra",
   "record_count": 1,
   "providers_distinct": 1,
   "live_verified": false,
   "population": {
    "state": "gap",
    "bases": []
   },
   "census": null,
   "records": [
    {
     "id": "deepinfra.api",
     "provider": "deepinfra",
     "metric": "Prepaid API balance (pay-as-you-go inference)",
     "limit": null,
     "unit": "USD balance (prepaid)",
     "window": "n/a",
     "reset": "n/a",
     "live": "none published",
     "readings": {
      "status": "unknown",
      "used": null,
      "remaining": null,
      "evidence_status": "attributed_claim",
      "horizon": "H1",
      "observed_at": null
     },
     "usage_series": null,
     "populated": null
    }
   ]
  },
  {
   "provider": "deepseek",
   "record_count": 1,
   "providers_distinct": 1,
   "live_verified": false,
   "population": {
    "state": "gap",
    "bases": []
   },
   "census": null,
   "records": [
    {
     "id": "deepseek.api",
     "provider": "DeepSeek",
     "metric": "Inference via the direct DeepSeek API route (distinct from the g4f route g4f.deepseek and the CI build arm deepseek.build_dispatch)",
     "limit": null,
     "unit": "requests/tokens (NOT ESTABLISHED)",
     "window": "provider-side (not established)",
     "reset": "not established",
     "live": "nested-family carriers + dispatch records; no passive quota reader",
     "readings": {
      "status": "unknown",
      "used": null,
      "remaining": null,
      "evidence_status": "early_signal",
      "horizon": "H1",
      "observed_at": null
     },
     "usage_series": null,
     "populated": null
    }
   ]
  },
  {
   "provider": "felo",
   "record_count": 1,
   "providers_distinct": 1,
   "live_verified": false,
   "population": {
    "state": "populated",
    "bases": [
     "census"
    ]
   },
   "census": {
    "verdict": "free-equivalent",
    "evidence": "owner-attested",
    "free_tier": {
     "state": "not-established",
     "limits": "not-established"
    },
    "credits": {
     "available": "yes (owner-attested exemplar)",
     "claimed": "not-established",
     "balance": null,
     "source": "owner statement 2026-10-31; API attempt edge-blocked (1010) in run 41263537880 - claim-state still unverified firsthand"
    },
    "replenishment": {
     "mechanism": "not-established",
     "gate": "not-established"
    },
    "flags": [
     "route-blocked",
     "verify-claim-state"
    ]
   },
   "records": [
    {
     "id": "felo.api_credits",
     "provider": "felo",
     "metric": "Search API Free Standard credits (daily refill) + intermittent free models",
     "limit": 200,
     "unit": "credits/day",
     "window": "daily",
     "reset": "daily refill",
     "live": "response headers X-RateLimit-Limit, X-RateLimit-Remaining, X-RateLimit-Reset, Retry-After",
     "readings": {
      "status": "unknown",
      "used": null,
      "remaining": null,
      "evidence_status": "attributed_claim",
      "horizon": "H1",
      "observed_at": null
     },
     "usage_series": null,
     "populated": null
    }
   ]
  },
  {
   "provider": "friendli",
   "record_count": 1,
   "providers_distinct": 1,
   "live_verified": false,
   "population": {
    "state": "gap",
    "bases": []
   },
   "census": null,
   "records": [
    {
     "id": "friendli.api",
     "provider": "friendli",
     "metric": "Prepaid API balance (pay-as-you-go inference)",
     "limit": null,
     "unit": "USD balance (prepaid)",
     "window": "n/a",
     "reset": "n/a",
     "live": "none published",
     "readings": {
      "status": "unknown",
      "used": null,
      "remaining": null,
      "evidence_status": "attributed_claim",
      "horizon": "H1",
      "observed_at": null
     },
     "usage_series": null,
     "populated": null
    }
   ]
  },
  {
   "provider": "g4f",
   "record_count": 61,
   "providers_distinct": 61,
   "live_verified": false,
   "population": {
    "state": "populated",
    "bases": [
     "census"
    ]
   },
   "census": {
    "verdict": "not-established",
    "evidence": "not-established",
    "free_tier": {
     "state": "not-established",
     "limits": "not-established"
    },
    "credits": {
     "available": "not-established",
     "claimed": "not-established",
     "balance": null,
     "source": "route named in census doc"
    },
    "replenishment": {
     "mechanism": "not-established",
     "gate": "not-established"
    },
    "flags": []
   },
   "records": [
    {
     "id": "g4f.agenttools",
     "provider": "g4f/AgentTools",
     "metric": "g4f provider AgentTools \u2014 free/no-auth quota (resolution 2026-10-28)",
     "limit": 250,
     "unit": "units",
     "window": "per day",
     "reset": "unknown",
     "live": "none; observe 429/retry-after per call (g4f surface, REFERENCE_ONLY, runtime_eligible=false)",
     "readings": {
      "status": "unknown",
      "used": null,
      "remaining": null,
      "evidence_status": "attributed_claim",
      "horizon": "H1",
      "observed_at": null
     },
     "usage_series": null,
     "populated": null
    },
    {
     "id": "g4f.airforce",
     "provider": "g4f/Airforce",
     "metric": "g4f provider Airforce \u2014 free/no-auth quota (resolution 2026-10-28)",
     "limit": 1000,
     "unit": "requests",
     "window": "per day",
     "reset": "unknown",
     "live": "none; observe 429/retry-after per call (g4f surface, REFERENCE_ONLY, runtime_eligible=false)",
     "readings": {
      "status": "unknown",
      "used": null,
      "remaining": null,
      "evidence_status": "attributed_claim",
      "horizon": "H1",
      "observed_at": null
     },
     "usage_series": null,
     "populated": null
    },
    {
     "id": "g4f.antigravity",
     "provider": "g4f/Antigravity",
     "metric": "g4f provider Antigravity \u2014 free/no-auth quota (resolution 2026-10-28)",
     "limit": null,
     "unit": "unmetered / unknown (NOT ESTABLISHED)",
     "window": "unknown",
     "reset": "unknown",
     "live": "none; observe 429/retry-after per call (g4f surface, REFERENCE_ONLY, runtime_eligible=false)",
     "readings": {
      "status": "unknown",
      "used": null,
      "remaining": null,
      "evidence_status": "attributed_claim",
      "horizon": "H1",
      "observed_at": null
     },
     "usage_series": null,
     "populated": null
    },
    {
     "id": "g4f.arena",
     "provider": "g4f/Arena",
     "metric": "g4f provider Arena \u2014 free/no-auth quota (resolution 2026-10-28)",
     "limit": null,
     "unit": "unmetered / unknown (NOT ESTABLISHED)",
     "window": "unknown",
     "reset": "unknown",
     "live": "none; observe 429/retry-after per call (g4f surface, REFERENCE_ONLY, runtime_eligible=false)",
     "readings": {
      "status": "unknown",
      "used": null,
      "remaining": null,
      "evidence_status": "attributed_claim",
      "horizon": "H1",
      "observed_at": null
     },
     "usage_series": null,
     "populated": null
    },
    {
     "id": "g4f.bingcreateimages",
     "provider": "g4f/BingCreateImages",
     "metric": "g4f provider BingCreateImages \u2014 free/no-auth quota (resolution 2026-10-28)",
     "limit": null,
     "unit": "unmetered / unknown (NOT ESTABLISHED)",
     "window": "unknown",
     "reset": "unknown",
     "live": "none; observe 429/retry-after per call (g4f surface, REFERENCE_ONLY, runtime_eligible=false)",
     "readings": {
      "status": "unknown",
      "used": null,
      "remaining": null,
      "evidence_status": "attributed_claim",
      "horizon": "H1",
      "observed_at": null
     },
     "usage_series": null,
     "populated": null
    },
    {
     "id": "g4f.blackboxpro",
     "provider": "g4f/BlackboxPro",
     "metric": "g4f provider BlackboxPro \u2014 free/no-auth quota (resolution 2026-10-28)",
     "limit": null,
     "unit": "unmetered / unknown (NOT ESTABLISHED)",
     "window": "unknown",
     "reset": "unknown",
     "live": "none; observe 429/retry-after per call (g4f surface, REFERENCE_ONLY, runtime_eligible=false)",
     "readings": {
      "status": "unknown",
      "used": null,
      "remaining": null,
      "evidence_status": "attributed_claim",
      "horizon": "H1",
      "observed_at": null
     },
     "usage_series": null,
     "populated": null
    },
    {
     "id": "g4f.blackforestlabs_flux1dev",
     "provider": "g4f/BlackForestLabs_Flux1Dev",
     "metric": "g4f provider BlackForestLabs_Flux1Dev \u2014 free/no-auth quota (resolution 2026-10-28)",
     "limit": 2,
     "unit": "minutes of GPU time",
     "window": "per day, resets exactly 24 hours after first GPU usage",
     "reset": "unknown",
     "live": "none; observe 429/retry-after per call (g4f surface, REFERENCE_ONLY, runtime_eligible=false)",
     "readings": {
      "status": "unknown",
      "used": null,
      "remaining": null,
      "evidence_status": "attributed_claim",
      "horizon": "H1",
      "observed_at": null
     },
     "usage_series": null,
     "populated": null
    },
    {
     "id": "g4f.blackforestlabs_flux1kontextdev",
     "provider": "g4f/BlackForestLabs_Flux1KontextDev",
     "metric": "g4f provider BlackForestLabs_Flux1KontextDev \u2014 free/no-auth quota (resolution 2026-10-28)",
     "limit": 2,
     "unit": "minutes of GPU time",
     "window": "per day, resets exactly 24 hours after first GPU usage",
     "reset": "unknown",
     "live": "none; observe 429/retry-after per call (g4f surface, REFERENCE_ONLY, runtime_eligible=false)",
     "readings": {
      "status": "unknown",
      "used": null,
      "remaining": null,
      "evidence_status": "attributed_claim",
      "horizon": "H1",
      "observed_at": null
     },
     "usage_series": null,
     "populated": null
    },
    {
     "id": "g4f.bravesearch",
     "provider": "g4f/BraveSearch",
     "metric": "g4f provider BraveSearch \u2014 free/no-auth quota (resolution 2026-10-28)",
     "limit": null,
     "unit": "unmetered / unknown (NOT ESTABLISHED)",
     "window": "unknown",
     "reset": "unknown",
     "live": "none; observe 429/retry-after per call (g4f surface, REFERENCE_ONLY, runtime_eligible=false)",
     "readings": {
      "status": "unknown",
      "used": null,
      "remaining": null,
      "evidence_status": "attributed_claim",
      "horizon": "H1",
      "observed_at": null
     },
     "usage_series": null,
     "populated": null
    },
    {
     "id": "g4f.cachedsearch",
     "provider": "g4f/CachedSearch",
     "metric": "g4f provider CachedSearch \u2014 free/no-auth quota (resolution 2026-10-28)",
     "limit": null,
     "unit": "unmetered / unknown (NOT ESTABLISHED)",
     "window": "unknown",
     "reset": "unknown",
     "live": "none; observe 429/retry-after per call (g4f surface, REFERENCE_ONLY, runtime_eligible=false)",
     "readings": {
      "status": "unknown",
      "used": null,
      "remaining": null,
      "evidence_status": "attributed_claim",
      "horizon": "H1",
      "observed_at": null
     },
     "usage_series": null,
     "populated": null
    },
    {
     "id": "g4f.cerebras",
     "provider": "g4f/Cerebras",
     "metric": "g4f provider Cerebras \u2014 free/no-auth quota (resolution 2026-10-28)",
     "limit": null,
     "unit": "unmetered / unknown (NOT ESTABLISHED)",
     "window": "unknown",
     "reset": "unknown",
     "live": "none; observe 429/retry-after per call (g4f surface, REFERENCE_ONLY, runtime_eligible=false)",
     "readings": {
      "status": "unknown",
      "used": null,
      "remaining": null,
      "evidence_status": "attributed_claim",
      "horizon": "H1",
      "observed_at": null
     },
     "usage_series": null,
     "populated": null
    },
    {
     "id": "g4f.chatgpt",
     "provider": "g4f/ChatGPT",
     "metric": "g4f provider ChatGPT \u2014 free/no-auth quota (resolution 2026-10-28)",
     "limit": null,
     "unit": "unmetered / unknown (NOT ESTABLISHED)",
     "window": "unknown",
     "reset": "unknown",
     "live": "none; observe 429/retry-after per call (g4f surface, REFERENCE_ONLY, runtime_eligible=false)",
     "readings": {
      "status": "unknown",
      "used": null,
      "remaining": null,
      "evidence_status": "attributed_claim",
      "horizon": "H1",
      "observed_at": null
     },
     "usage_series": null,
     "populated": null
    },
    {
     "id": "g4f.claude",
     "provider": "g4f/Claude",
     "metric": "g4f provider Claude \u2014 free/no-auth quota (resolution 2026-10-28)",
     "limit": null,
     "unit": "unmetered / unknown (NOT ESTABLISHED)",
     "window": "unknown",
     "reset": "unknown",
     "live": "none; observe 429/retry-after per call (g4f surface, REFERENCE_ONLY, runtime_eligible=false)",
     "readings": {
      "status": "unknown",
      "used": null,
      "remaining": null,
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      "remaining": null,
      "evidence_status": "attributed_claim",
      "horizon": "H1",
      "observed_at": null
     },
     "usage_series": null,
     "populated": null
    }
   ]
  },
  {
   "provider": "mistral",
   "record_count": 1,
   "providers_distinct": 1,
   "live_verified": false,
   "population": {
    "state": "populated",
    "bases": [
     "census"
    ]
   },
   "census": {
    "verdict": "not-established",
    "evidence": "not-established",
    "free_tier": {
     "state": "not-established",
     "limits": "not-established"
    },
    "credits": {
     "available": "not-established",
     "claimed": "not-established",
     "balance": null,
     "source": "no secret under any name (61-name census, gaps recon PR #2859) - provisioning lane"
    },
    "replenishment": {
     "mechanism": "not-established",
     "gate": "not-established"
    },
    "flags": [
     "no-credential"
    ]
   },
   "records": [
    {
     "id": "mistral.free_mode",
     "provider": "mistral",
     "metric": "Free mode (Experiment) included usage",
     "limit": null,
     "unit": "included usage (per model, in-account)",
     "window": "unknown",
     "reset": "unknown",
     "live": "none published (Admin Panel only; Admin API is Enterprise)",
     "readings": {
      "status": "unknown",
      "used": null,
      "remaining": null,
      "evidence_status": "attributed_claim",
      "horizon": "H1",
      "observed_at": null
     },
     "usage_series": null,
     "populated": null
    }
   ]
  },
  {
   "provider": "modelscope",
   "record_count": 1,
   "providers_distinct": 1,
   "live_verified": false,
   "population": {
    "state": "populated",
    "bases": [
     "census"
    ]
   },
   "census": {
    "verdict": "not-established",
    "evidence": "not-established",
    "free_tier": {
     "state": "not-established",
     "limits": "not-established"
    },
    "credits": {
     "available": "not-established",
     "claimed": "not-established",
     "balance": null,
     "source": "no secret under any name (61-name census, gaps recon PR #2859) - provisioning lane"
    },
    "replenishment": {
     "mechanism": "not-established",
     "gate": "not-established"
    },
    "flags": [
     "no-credential"
    ]
   },
   "records": [
    {
     "id": "modelscope.api_inference",
     "provider": "modelscope",
     "metric": "API-Inference usage limits",
     "limit": 2000,
     "unit": "requests/day",
     "window": "daily",
     "reset": "daily (per fleet recon claim)",
     "live": "none published (not established)",
     "readings": {
      "status": "unknown",
      "used": null,
      "remaining": null,
      "evidence_status": "attributed_claim",
      "horizon": "H1",
      "observed_at": null
     },
     "usage_series": null,
     "populated": null
    }
   ]
  },
  {
   "provider": "novita",
   "record_count": 1,
   "providers_distinct": 1,
   "live_verified": false,
   "population": {
    "state": "gap",
    "bases": []
   },
   "census": null,
   "records": [
    {
     "id": "novita.api",
     "provider": "novita",
     "metric": "Prepaid API balance (pay-as-you-go inference)",
     "limit": null,
     "unit": "USD balance (prepaid)",
     "window": "n/a",
     "reset": "n/a",
     "live": "none published",
     "readings": {
      "status": "unknown",
      "used": null,
      "remaining": null,
      "evidence_status": "attributed_claim",
      "horizon": "H1",
      "observed_at": null
     },
     "usage_series": null,
     "populated": null
    }
   ]
  },
  {
   "provider": "nvidia",
   "record_count": 1,
   "providers_distinct": 1,
   "live_verified": false,
   "population": {
    "state": "populated",
    "bases": [
     "census"
    ]
   },
   "census": {
    "verdict": "free",
    "evidence": "api-read",
    "free_tier": {
     "state": "active",
     "limits": "public models surface 200; auth NOT proven by this endpoint"
    },
    "credits": {
     "available": "not-established",
     "claimed": "not-established",
     "balance": null,
     "source": "probe run 41263537880 (public surface)"
    },
    "replenishment": {
     "mechanism": "not-established",
     "gate": "not-established"
    },
    "flags": []
   },
   "records": [
    {
     "id": "nvidia.api_catalog",
     "provider": "nvidia",
     "metric": "API catalog free model limits (per model, in-account)",
     "limit": null,
     "unit": "per-model credits/limits (in-account)",
     "window": "unknown",
     "reset": "unknown",
     "live": "none published",
     "readings": {
      "status": "unknown",
      "used": null,
      "remaining": null,
      "evidence_status": "attributed_claim",
      "horizon": "H1",
      "observed_at": null
     },
     "usage_series": null,
     "populated": null
    }
   ]
  },
  {
   "provider": "omni",
   "record_count": 1,
   "providers_distinct": 1,
   "live_verified": false,
   "population": {
    "state": "populated",
    "bases": [
     "census"
    ]
   },
   "census": {
    "verdict": "not-established",
    "evidence": "not-established",
    "free_tier": {
     "state": "not-established",
     "limits": "not-established"
    },
    "credits": {
     "available": "not-established",
     "claimed": "not-established",
     "balance": null,
     "source": "no secret under any name (61-name census, gaps recon PR #2859) - provisioning lane"
    },
    "replenishment": {
     "mechanism": "not-established",
     "gate": "not-established"
    },
    "flags": [
     "no-credential"
    ]
   },
   "records": [
    {
     "id": "omni.gateway",
     "provider": "omni",
     "metric": "OmniRoute gateway (self-hosted; no own entitlement)",
     "limit": null,
     "unit": "n/a (aggregates upstream free tiers)",
     "window": "n/a",
     "reset": "n/a",
     "live": "self-hosted dashboard /dashboard/free-tiers shows live used/remaining per upstream pool; no hosted usage API or rate-limit headers",
     "readings": {
      "status": "unknown",
      "used": null,
      "remaining": null,
      "evidence_status": "attributed_claim",
      "horizon": "H1",
      "observed_at": null
     },
     "usage_series": null,
     "populated": null
    }
   ]
  },
  {
   "provider": "openrouter",
   "record_count": 1,
   "providers_distinct": 1,
   "live_verified": true,
   "population": {
    "state": "populated",
    "bases": [
     "census",
     "readings"
    ]
   },
   "census": {
    "verdict": "layered",
    "evidence": "api-verified",
    "free_tier": {
     "state": "active",
     "limits": "free-model allowance 50/day (free_model_daily_requests); key is_free_tier=true Roster hazard verified 2026-11-01: catalog 452 models, DeepSeek 18 all paid (:free = 0), deepseek-r1:free delisted, total :free variants = 14."
    },
    "credits": {
     "available": "paid credits purchasable only",
     "claimed": "n/a",
     "balance": 0.0,
     "source": "GET /api/v1/credits: total_credits 0, total_usage 0.206466965 (account level)"
    },
    "replenishment": {
     "mechanism": "free allowance refills daily; paid balance refills by purchase",
     "gate": "card purchase for paid layer"
    },
    "flags": [
     "card-required",
     "free-roster-rotation"
    ]
   },
   "records": [
    {
     "id": "openrouter.free_models",
     "provider": "openrouter",
     "metric": "free-model (:free) daily request entitlement/counter",
     "limit": null,
     "unit": "requests/day (dynamic tier; endpoint supplies limit)",
     "window": "daily UTC",
     "reset": "UTC midnight; endpoint documents reset cadence but supplies no reset timestamp",
     "live": "GET /api/v1/key -> data.free_model_daily_requests {used, limit, remaining} (OPENROUTER_API_KEY); ignore private credit/budget fields and openrouter_metadata",
     "readings": {
      "status": "unknown",
      "used": null,
      "remaining": null,
      "evidence_status": "confirmed",
      "horizon": "H0",
      "observed_at": "2026-11-04T01:59:43.471356+00:00"
     },
     "usage_series": null,
     "populated": "2026-11-04T01:59:43.471356+00:00"
    }
   ]
  },
  {
   "provider": "ovhcloud",
   "record_count": 1,
   "providers_distinct": 1,
   "live_verified": false,
   "population": {
    "state": "populated",
    "bases": [
     "census"
    ]
   },
   "census": {
    "verdict": "not-established",
    "evidence": "not-established",
    "free_tier": {
     "state": "not-established",
     "limits": "not-established"
    },
    "credits": {
     "available": "not-established",
     "claimed": "not-established",
     "balance": null,
     "source": "no secret under any name (61-name census, gaps recon PR #2859) - provisioning lane"
    },
    "replenishment": {
     "mechanism": "not-established",
     "gate": "not-established"
    },
    "flags": [
     "no-credential"
    ]
   },
   "records": [
    {
     "id": "ovhcloud.ai_endpoints",
     "provider": "ovhcloud",
     "metric": "AI Endpoints anonymous rate limit",
     "limit": 2,
     "unit": "requests/minute",
     "window": "per minute",
     "reset": "per-minute window",
     "live": "none published; consumption visible in the Control Panel",
     "readings": {
      "status": "unknown",
      "used": null,
      "remaining": null,
      "evidence_status": "attributed_claim",
      "horizon": "H1",
      "observed_at": null
     },
     "usage_series": null,
     "populated": null
    }
   ]
  },
  {
   "provider": "requesty",
   "record_count": 1,
   "providers_distinct": 1,
   "live_verified": false,
   "population": {
    "state": "populated",
    "bases": [
     "census"
    ]
   },
   "census": {
    "verdict": "not-established",
    "evidence": "not-established",
    "free_tier": {
     "state": "not-established",
     "limits": "not-established"
    },
    "credits": {
     "available": "not-established",
     "claimed": "not-established",
     "balance": null,
     "source": "no secret under any name (61-name census, gaps recon PR #2859) - provisioning lane"
    },
    "replenishment": {
     "mechanism": "not-established",
     "gate": "not-established"
    },
    "flags": [
     "no-credential"
    ]
   },
   "records": [
    {
     "id": "requesty.free_models",
     "provider": "requesty",
     "metric": "Free model requests",
     "limit": 200,
     "unit": "requests/day",
     "window": "daily",
     "reset": "daily",
     "live": "GET /v1/manage/org/usage; GET /v1/manage/apikey/{id}/usage",
     "readings": {
      "status": "unknown",
      "used": null,
      "remaining": null,
      "evidence_status": "attributed_claim",
      "horizon": "H1",
      "observed_at": null
     },
     "usage_series": null,
     "populated": null
    }
   ]
  },
  {
   "provider": "routeway",
   "record_count": 1,
   "providers_distinct": 1,
   "live_verified": true,
   "population": {
    "state": "populated",
    "bases": [
     "census"
    ]
   },
   "census": {
    "verdict": "free",
    "evidence": "api-verified",
    "free_tier": {
     "state": "active",
     "limits": "not-established - surface exposes no quota/balance object"
    },
    "credits": {
     "available": "not-established",
     "claimed": "not-established",
     "balance": null,
     "source": "key-gated models surface answered 200 in probe run 41263537880; limits/balance not exposed by this surface"
    },
    "replenishment": {
     "mechanism": "not-established",
     "gate": "not-established"
    },
    "flags": []
   },
   "records": [
    {
     "id": "routeway.free_models",
     "provider": "routeway",
     "metric": "Free model requests (:free models)",
     "limit": 200,
     "unit": "requests/day",
     "window": "daily",
     "reset": "UTC midnight (X-RateLimit-Reset-Day)",
     "live": "headers X-RateLimit-Limit-Minute, X-RateLimit-Remaining-Minute, X-RateLimit-Reset-Minute, X-RateLimit-Limit-Day, X-RateLimit-Remaining-Day, X-RateLimit-Reset-Day, Retry-After",
     "readings": {
      "status": "unknown",
      "used": null,
      "remaining": null,
      "evidence_status": "attributed_claim",
      "horizon": "H1",
      "observed_at": null
     },
     "usage_series": null,
     "populated": null
    }
   ]
  },
  {
   "provider": "sambanova",
   "record_count": 1,
   "providers_distinct": 1,
   "live_verified": true,
   "population": {
    "state": "populated",
    "bases": [
     "census"
    ]
   },
   "census": {
    "verdict": "free",
    "evidence": "api-verified",
    "free_tier": {
     "state": "active",
     "limits": "not-established - surface exposes no quota/balance object"
    },
    "credits": {
     "available": "not-established",
     "claimed": "not-established",
     "balance": null,
     "source": "key-gated models surface answered 200 in probe run 41263537880; limits/balance not exposed by this surface"
    },
    "replenishment": {
     "mechanism": "not-established",
     "gate": "not-established"
    },
    "flags": []
   },
   "records": [
    {
     "id": "sambanova.free_tier",
     "provider": "sambanova",
     "metric": "Free Tier requests per model",
     "limit": 20,
     "unit": "requests/day per model",
     "window": "daily",
     "reset": "daily (x-ratelimit-reset-requests-day header)",
     "live": "response headers x-ratelimit-limit-requests, x-ratelimit-remaining-requests, x-ratelimit-reset-requests, x-ratelimit-limit-requests-day, x-ratelimit-remaining-requests-day, x-ratelimit-reset-requests-day (passive adapter implemented)",
     "readings": {
      "status": "unknown",
      "used": null,
      "remaining": null,
      "evidence_status": "attributed_claim",
      "horizon": "H1",
      "observed_at": null
     },
     "usage_series": null,
     "populated": null
    }
   ]
  },
  {
   "provider": "sealion",
   "record_count": 1,
   "providers_distinct": 1,
   "live_verified": false,
   "population": {
    "state": "populated",
    "bases": [
     "census"
    ]
   },
   "census": {
    "verdict": "not-established",
    "evidence": "not-established",
    "free_tier": {
     "state": "not-established",
     "limits": "DNS does not resolve - phantom-route candidate"
    },
    "credits": {
     "available": "not-established",
     "claimed": "not-established",
     "balance": null,
     "source": "probe run 41263537880"
    },
    "replenishment": {
     "mechanism": "not-established",
     "gate": "not-established"
    },
    "flags": [
     "route-dead"
    ]
   },
   "records": [
    {
     "id": "sealion.api",
     "provider": "sealion",
     "metric": "Trial API rate limit",
     "limit": 10,
     "unit": "requests/minute per user",
     "window": "per minute",
     "reset": "per-minute window",
     "live": "none published",
     "readings": {
      "status": "unknown",
      "used": null,
      "remaining": null,
      "evidence_status": "attributed_claim",
      "horizon": "H1",
      "observed_at": null
     },
     "usage_series": null,
     "populated": null
    }
   ]
  },
  {
   "provider": "siliconflow",
   "record_count": 1,
   "providers_distinct": 1,
   "live_verified": true,
   "population": {
    "state": "populated",
    "bases": [
     "census"
    ]
   },
   "census": {
    "verdict": "free",
    "evidence": "api-verified",
    "free_tier": {
     "state": "active",
     "limits": "key live on canonical .com platform (models 200, runs 41264932179 + provisioning reads); balance not-established - .com /v1/user/info deprecated (410); .cn is a separate platform"
    },
    "credits": {
     "available": "not-established",
     "claimed": "not-established",
     "balance": null,
     "source": "chain: .cn 401 (platform mismatch, retracted) -> .com user/info 410 deprecated -> .com models 200 key-live"
    },
    "replenishment": {
     "mechanism": "not-established",
     "gate": "not-established"
    },
    "flags": []
   },
   "records": [
    {
     "id": "siliconflow.free_models",
     "provider": "siliconflow",
     "metric": "Free model rate limits (per model)",
     "limit": null,
     "unit": "requests/minute + tokens/minute (per model)",
     "window": "per minute/day",
     "reset": "per-window",
     "live": "GET user/info balance fields data.balance / data.chargeBalance / data.totalBalance (monetary only, passive adapter implemented); no rate-limit headers published; per-model free values shown in the account console only",
     "readings": {
      "status": "unknown",
      "used": null,
      "remaining": null,
      "evidence_status": "attributed_claim",
      "horizon": "H1",
      "observed_at": null
     },
     "usage_series": null,
     "populated": null
    }
   ]
  },
  {
   "provider": "typhoon",
   "record_count": 1,
   "providers_distinct": 1,
   "live_verified": false,
   "population": {
    "state": "populated",
    "bases": [
     "census"
    ]
   },
   "census": {
    "verdict": "not-established",
    "evidence": "not-established",
    "free_tier": {
     "state": "not-established",
     "limits": "not-established"
    },
    "credits": {
     "available": "not-established",
     "claimed": "not-established",
     "balance": null,
     "source": "no secret under any name (61-name census, gaps recon PR #2859) - provisioning lane"
    },
    "replenishment": {
     "mechanism": "not-established",
     "gate": "not-established"
    },
    "flags": [
     "no-credential"
    ]
   },
   "records": [
    {
     "id": "typhoon.api",
     "provider": "typhoon",
     "metric": "Free research API rate limits (per model)",
     "limit": 200,
     "unit": "requests/minute",
     "window": "per minute",
     "reset": "per-minute window; 429 error body message carries the retry timestamp",
     "live": "no usage endpoint; HTTP 429 error body (rate_limit_exceeded) carries the retry time in its message",
     "readings": {
      "status": "unknown",
      "used": null,
      "remaining": null,
      "evidence_status": "attributed_claim",
      "horizon": "H1",
      "observed_at": null
     },
     "usage_series": null,
     "populated": null
    }
   ]
  },
  {
   "provider": "unorouter",
   "record_count": 1,
   "providers_distinct": 1,
   "live_verified": true,
   "population": {
    "state": "populated",
    "bases": [
     "census"
    ]
   },
   "census": {
    "verdict": "free",
    "evidence": "api-verified",
    "free_tier": {
     "state": "active",
     "limits": "roster carries :free ids (AI-Horde class); balance not exposed"
    },
    "credits": {
     "available": "not-established",
     "claimed": "not-established",
     "balance": null,
     "source": "key-gated models surface answered 200 in probe run 41263537880; limits/balance not exposed by this surface"
    },
    "replenishment": {
     "mechanism": "not-established",
     "gate": "not-established"
    },
    "flags": []
   },
   "records": [
    {
     "id": "unorouter.free_models",
     "provider": "unorouter",
     "metric": "Free model rate cap (UnoRouter's own, above upstream)",
     "limit": 1,
     "unit": "requests/minute per free model per user",
     "window": "per minute",
     "reset": "per-minute window; Retry-After on 429",
     "live": "Retry-After header on HTTP 429",
     "readings": {
      "status": "unknown",
      "used": null,
      "remaining": null,
      "evidence_status": "attributed_claim",
      "horizon": "H1",
      "observed_at": null
     },
     "usage_series": null,
     "populated": null
    }
   ]
  },
  {
   "provider": "xfyun",
   "record_count": 1,
   "providers_distinct": 1,
   "live_verified": false,
   "population": {
    "state": "populated",
    "bases": [
     "census"
    ]
   },
   "census": {
    "verdict": "not-established",
    "evidence": "not-established",
    "free_tier": {
     "state": "not-established",
     "limits": "not-established"
    },
    "credits": {
     "available": "not-established",
     "claimed": "not-established",
     "balance": null,
     "source": "no secret under any name (61-name census, gaps recon PR #2859) - provisioning lane"
    },
    "replenishment": {
     "mechanism": "not-established",
     "gate": "not-established"
    },
    "flags": [
     "no-credential"
    ]
   },
   "records": [
    {
     "id": "xfyun.spark",
     "provider": "xfyun",
     "metric": "Spark Lite free tier + per-capability trials",
     "limit": null,
     "unit": "unknown",
     "window": "unknown",
     "reset": "unknown",
     "live": "none published (not established)",
     "readings": {
      "status": "unknown",
      "used": null,
      "remaining": null,
      "evidence_status": "attributed_claim",
      "horizon": "H1",
      "observed_at": null
     },
     "usage_series": null,
     "populated": null
    }
   ]
  },
  {
   "provider": "xkiro",
   "record_count": 1,
   "providers_distinct": 1,
   "live_verified": false,
   "population": {
    "state": "populated",
    "bases": [
     "census"
    ]
   },
   "census": {
    "verdict": "not-established",
    "evidence": "not-established",
    "free_tier": {
     "state": "not-established",
     "limits": "route edge-blocked (Cloudflare 1010 from Actions egress) - no key verdict"
    },
    "credits": {
     "available": "not-established",
     "claimed": "not-established",
     "balance": null,
     "source": "probe run 41263537880"
    },
    "replenishment": {
     "mechanism": "not-established",
     "gate": "not-established"
    },
    "flags": [
     "route-blocked"
    ]
   },
   "records": [
    {
     "id": "xkiro.free_models",
     "provider": "xkiro",
     "metric": "Free model token allowance",
     "limit": 500000,
     "unit": "tokens/day",
     "window": "daily",
     "reset": "daily reset; free-model requests blocked with 429 until the reset",
     "live": "Retry-After header when the wait is known; usage attributed per API key with dashboard call logs (model/tokens/cost/status); no dedicated usage endpoint published",
     "readings": {
      "status": "unknown",
      "used": null,
      "remaining": null,
      "evidence_status": "attributed_claim",
      "horizon": "H1",
      "observed_at": null
     },
     "usage_series": null,
     "populated": null
    }
   ]
  },
  {
   "provider": "zai",
   "record_count": 1,
   "providers_distinct": 1,
   "live_verified": true,
   "population": {
    "state": "populated",
    "bases": [
     "census"
    ]
   },
   "census": {
    "verdict": "free",
    "evidence": "api-verified",
    "free_tier": {
     "state": "active",
     "limits": "not-established - surface exposes no quota/balance object"
    },
    "credits": {
     "available": "not-established",
     "claimed": "not-established",
     "balance": null,
     "source": "key-gated models surface answered 200 in probe run 41263537880; limits/balance not exposed by this surface"
    },
    "replenishment": {
     "mechanism": "not-established",
     "gate": "not-established"
    },
    "flags": []
   },
   "records": [
    {
     "id": "zai.free_models",
     "provider": "zai",
     "metric": "Free ($0-priced GLM Flash) model access",
     "limit": null,
     "unit": "per-account (unpublished)",
     "window": "unknown",
     "reset": "unknown",
     "live": "HTTP 429 error body codes 1308 / 1316-1321 carry a next_flush_time field (documented in the API-code reference)",
     "readings": {
      "status": "unknown",
      "used": null,
      "remaining": null,
      "evidence_status": "attributed_claim",
      "horizon": "H1",
      "observed_at": null
     },
     "usage_series": null,
     "populated": null
    }
   ]
  }
 ],
 "events": {
  "schema": "quota.rate-limit-events/v1",
  "source": "ops/quota/rate-limit-events.json",
  "events": [
   {
    "at": "2026-10-28T23:41:00Z",
    "bucket": "github.api.user_token",
    "class": "core-exhaustion",
    "evidence": "api-observed",
    "http": 403,
    "id": "wall-2026-10-28T23:41:00Z-pat",
    "provenance": "quota-specialist pack 2026-10-29 (ops/quota/quota-usage.json series1 point, kind=wall, remaining=0); Convergence lane firsthand report (via quota-gaps 2026-11-01): publish 403 on this wall, PAT user ID 233432881, context = 155-row promotion publish",
    "surface": "REST core"
   },
   {
    "at": "2026-10-29T05:50:14Z",
    "bucket": "github.api.user_token",
    "class": "core-exhaustion",
    "evidence": "api-observed",
    "http": 403,
    "id": "wall-2026-10-29T05:50:14Z-pat",
    "provenance": "cadence lane timeline 2026-10-29 (rate-limit record PR #2321/#2322) - core 403, via ops/quota/quota-usage.json series1 point (kind=wall, remaining=0); fleet incident of record docs/ops/RATE-LIMIT-2026-10-29.md, request 33AF:1CEEDD (via quota-gaps 2026-11-01)",
    "surface": "REST core"
   },
   {
    "at": "2026-10-29T11:41:45Z",
    "bucket": "github.api.user_token",
    "class": "core-exhaustion",
    "evidence": "api-observed",
    "http": null,
    "id": "wall-2026-10-29T11:41:45Z-pat",
    "provenance": "rate-limit lane incident record (PR #2321/#2322, via fleet memory) - incident 2, via ops/quota/quota-usage.json series1 point (kind=wall, remaining=0)",
    "surface": "REST core"
   },
   {
    "at": "2026-10-29T21:39:53Z",
    "bucket": "github.api.user_token",
    "class": "core-exhaustion",
    "evidence": "api-observed",
    "http": 403,
    "id": "wall-2026-10-29T21:39:53Z-pat",
    "provenance": "cadence lane timeline 2026-10-29 - ECC ack run annotation: 'API rate limit exceeded', via ops/quota/quota-usage.json series1 point (kind=wall, remaining=0)",
    "surface": "REST core"
   },
   {
    "at": "2026-10-30T01:32:00Z",
    "bucket": "github.api.user_token",
    "class": "core-exhaustion",
    "evidence": "api-observed",
    "http": null,
    "id": "wall-2026-10-30T01:32:00Z-pat",
    "provenance": "quota-specialist pack 2026-10-29 (~18:32 PT) (ops/quota/quota-usage.json series1 point, kind=wall, remaining=0)",
    "surface": "REST core"
   },
   {
    "at": "2026-10-30T01:34:00Z",
    "bucket": "github.api.user_token",
    "class": "core-exhaustion",
    "evidence": "api-observed",
    "http": null,
    "id": "wall-2026-10-30T01:34:00Z-pat-gaps-defer",
    "provenance": "quota-gaps lane firsthand (2026-11-01): helper circuit-breaker DEFER on core remaining=0 at read (not an API 403 - the breaker fired first), reset 2026-10-30T01:42:09Z, context = quota-gaps verification pull (STRATEGIZE cycle); same wall episode as the 01:32/01:36 points",
    "surface": "REST core"
   },
   {
    "at": "2026-10-30T01:36:00Z",
    "bucket": "github.api.user_token",
    "class": "core-exhaustion",
    "evidence": "api-observed",
    "http": null,
    "id": "wall-2026-10-30T01:36:00Z-pat",
    "provenance": "viz rate-limit read (used 5000, reset 2026-10-30T01:42:09Z) (ops/quota/quota-usage.json series1 point, kind=observed, remaining=0)",
    "surface": "REST core"
   },
   {
    "at": "2026-11-02T06:25:00Z",
    "bucket": "github.api.user_token",
    "class": "secondary-403",
    "context": "moniker-versioning usage census - queue cut (RepoStory + signature counts uncounted); lane stopped all API calls per service limits",
    "evidence": "lane-attested",
    "http": 403,
    "id": "census-2026-11-02T06:25:00Z-search-pat",
    "provenance": "Event #1 of record (owner directive 2026-11-01 22:28 PT). Registry lane (ac8e5e6b) firsthand report to main at 22:25 PT: GitHub Search API secondary limit hit mid-census on involves:<actor> queries over timerloggedout-spec/termux-monorepo. NOT core-bucket exhaustion - PAT core stayed >=3,049 all night (quota-gaps attestation).",
    "surface": "Search API"
   }
  ]
 },
 "gaps": [
  "readings used/remaining are null in the public projection by design (account values withheld); per-provider remaining/usage render only where the census or a usage series establishes them.",
  "families with no census row carry census=null - their allocation state is not-established, not zero."
 ]
}
