@juspay/neurolink
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The pipe layer of an AI nervous system: one interface connecting provider neurons to your application, across three inference types — generate, stream and decide. `decide` returns typed, calibrated judgements from a non-generative model (~400ms, ~$0.00002
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{
"$schema": "./provider-catalog.schema.json",
"id": "prime-intellect",
"displayName": "Prime Intellect",
"aliases": [],
"tier": 2,
"wire": {
"baseURL": "https://api.pinference.ai/api/v1",
"apiKeyFallbackEnvVars": ["PRIME_API_KEY"]
},
"models": {
"default": "openai/gpt-4.1-mini",
"fallbacks": [
"openai/gpt-4.1",
"anthropic/claude-sonnet-4.5",
"meta-llama/llama-3.3-70b-instruct"
],
"defaultContextWindow": 131072,
"defaultMaxOutputTokens": 16384,
"catalog": {
"openai/gpt-4.1-mini": {
"contextWindow": 1047576,
"maxOutputTokens": 32768,
"pricingPerMTok": {
"input": 0.4,
"output": 1.6
},
"vision": true,
"status": "production",
"description": "Recommended default. Prime Intellect's own Evaluating Environments guide (docs.primeintellect.ai/tutorials-environments/evaluating) lists this model as \"Fast, cost-effective (default)\" and uses it as the default model of its inference-backed evaluation command. No Prime-trained model appears on this roster (119 of 125 entries are gateway-routed and the other 6 are third-party models served on Prime infrastructure), so this is the model its docs designate as the default, not a Prime-trained flagship. Figures from the unauthenticated GET https://api.pinference.ai/api/v1/models roster (2026-09-29): context_window 1,047,576, max_output_tokens 32,768, $0.4/$1.6 per MTok input/output; input modalities image/text/file; supported_parameters include response_format, structured_outputs, tool_choice, tools; serving gateway. vision: true follows the roster's image input modality (no image request was sent)."
},
"openai/gpt-4.1": {
"contextWindow": 1047576,
"maxOutputTokens": 32768,
"pricingPerMTok": {
"input": 2,
"output": 8
},
"vision": true,
"status": "production",
"description": "Listed in the Evaluating Environments guide (docs.primeintellect.ai/tutorials-environments/evaluating) as \"Higher quality\" than the default. Fallback. Figures from the unauthenticated GET https://api.pinference.ai/api/v1/models roster (2026-09-29): context_window 1,047,576, max_output_tokens 32,768, $2/$8 per MTok input/output; input modalities image/text/file; supported_parameters include response_format, structured_outputs, tool_choice, tools; serving gateway. vision: true follows the roster's image input modality (no image request was sent)."
},
"anthropic/claude-sonnet-4.5": {
"contextWindow": 1000000,
"maxOutputTokens": 64000,
"pricingPerMTok": {
"input": 3,
"output": 15
},
"vision": true,
"status": "production",
"description": "Listed in the Evaluating Environments guide (docs.primeintellect.ai/tutorials-environments/evaluating) as \"Strong reasoning\". Fallback. Figures from the unauthenticated GET https://api.pinference.ai/api/v1/models roster (2026-09-29): context_window 1,000,000, max_output_tokens 64,000, $3/$15 per MTok input/output; input modalities text/image/file; supported_parameters include response_format, structured_outputs, tool_choice, tools; serving gateway. vision: true follows the roster's image input modality (no image request was sent)."
},
"meta-llama/llama-3.3-70b-instruct": {
"contextWindow": 131072,
"maxOutputTokens": 16384,
"pricingPerMTok": {
"input": 1.04,
"output": 2.253
},
"vision": false,
"status": "production",
"description": "Listed in the Evaluating Environments guide (docs.primeintellect.ai/tutorials-environments/evaluating) as \"Open-weight, balanced\". Fallback. Figures from the unauthenticated GET https://api.pinference.ai/api/v1/models roster (2026-09-29): context_window 131,072, max_output_tokens 16,384, $1.04/$2.253 per MTok input/output; input modalities text; supported_parameters include response_format, structured_outputs, tool_choice, tools; serving gateway. No image input modality on the roster, so vision is false."
},
"google/gemini-2.5-flash": {
"contextWindow": 1048576,
"maxOutputTokens": 65535,
"pricingPerMTok": {
"input": 0.3,
"output": 2.5
},
"vision": true,
"status": "production",
"description": "Listed in the Evaluating Environments guide (docs.primeintellect.ai/tutorials-environments/evaluating) as \"Fast multimodal\". Figures from the unauthenticated GET https://api.pinference.ai/api/v1/models roster (2026-09-29): context_window 1,048,576, max_output_tokens 65,535, $0.3/$2.5 per MTok input/output; input modalities file/image/text/audio/video; supported_parameters include response_format, structured_outputs, tool_choice, tools; serving gateway. vision: true follows the roster's image input modality (no image request was sent)."
},
"Qwen/Qwen3-235B-A22B-Instruct-2507": {
"contextWindow": 262144,
"maxOutputTokens": 235929,
"pricingPerMTok": {
"input": 0.25,
"output": 1
},
"vision": false,
"status": "production",
"description": "The Evaluating Environments guide (docs.primeintellect.ai/tutorials-environments/evaluating) lists a lowercase id, qwen/qwen3-235b-a22b-instruct-2507, as \"Large MoE model\"; that lowercase id is not on today's roster, so the id here is copied character for character from the roster's differently cased entry. The roster's max_output_tokens figure is reported as served. Figures from the unauthenticated GET https://api.pinference.ai/api/v1/models roster (2026-09-29): context_window 262,144, max_output_tokens 235,929, $0.25/$1 per MTok input/output; input modalities text; supported_parameters include response_format, structured_outputs, tool_choice, tools; serving gateway. No image input modality on the roster, so vision is false."
},
"z-ai/glm-5.3": {
"contextWindow": 1048576,
"maxOutputTokens": 131072,
"pricingPerMTok": {
"input": 1.4,
"output": 4.4,
"cachedInput": 0.26
},
"vision": false,
"status": "production",
"description": "Serving \"hosted\" on today's roster — the vendor's OpenAPI spec (https://api.pinference.ai/openapi.json) defines that value as models served on Prime infrastructure. Roster display_name \"GLM 5.3\"; reasoning is marked mandatory with default effort \"max\". Its supported_parameters list tools and tool_choice but not response_format or structured_outputs. Figures from the unauthenticated GET https://api.pinference.ai/api/v1/models roster (2026-09-29): context_window 1,048,576, max_output_tokens 131,072, $1.4/$4.4 per MTok input/output ($0.26 cached-input read); input modalities text; supported_parameters include tools, tool_choice; serving hosted. No image input modality on the roster, so vision is false."
},
"openai/gpt-5.4-mini": {
"contextWindow": 400000,
"maxOutputTokens": 128000,
"pricingPerMTok": {
"input": 0.75,
"output": 4.5
},
"vision": true,
"status": "production",
"description": "Named in the Troubleshooting page's direct-API examples (docs.primeintellect.ai/inference/troubleshooting). Roster reasoning efforts: xhigh/high/medium/low/none, not mandatory. Figures from the unauthenticated GET https://api.pinference.ai/api/v1/models roster (2026-09-29): context_window 400,000, max_output_tokens 128,000, $0.75/$4.5 per MTok input/output; input modalities file/image/text; supported_parameters include response_format, structured_outputs, tool_choice, tools; serving gateway. vision: true follows the roster's image input modality (no image request was sent)."
},
"openai/gpt-oss-120b": {
"contextWindow": 131072,
"maxOutputTokens": 65536,
"pricingPerMTok": {
"input": 0.35,
"output": 0.75
},
"vision": false,
"status": "production",
"description": "Roster-listed only. Reasoning is marked mandatory (default effort \"medium\"). Figures from the unauthenticated GET https://api.pinference.ai/api/v1/models roster (2026-09-29): context_window 131,072, max_output_tokens 65,536, $0.35/$0.75 per MTok input/output; input modalities text; supported_parameters include response_format, structured_outputs, tool_choice, tools; serving gateway. No image input modality on the roster, so vision is false."
},
"deepseek/deepseek-v4-flash": {
"contextWindow": 1048576,
"maxOutputTokens": 131072,
"pricingPerMTok": {
"input": 0.44,
"output": 1.32
},
"vision": false,
"status": "production",
"description": "Roster-listed only. Figures from the unauthenticated GET https://api.pinference.ai/api/v1/models roster (2026-09-29): context_window 1,048,576, max_output_tokens 131,072, $0.44/$1.32 per MTok input/output; input modalities text; supported_parameters include response_format, structured_outputs, tool_choice, tools; serving gateway. No image input modality on the roster, so vision is false."
},
"anthropic/claude-haiku-4.5": {
"contextWindow": 200000,
"maxOutputTokens": 64000,
"pricingPerMTok": {
"input": 1,
"output": 5
},
"vision": true,
"status": "production",
"description": "Roster-listed only. Figures from the unauthenticated GET https://api.pinference.ai/api/v1/models roster (2026-09-29): context_window 200,000, max_output_tokens 64,000, $1/$5 per MTok input/output; input modalities text/image/file; supported_parameters include response_format, structured_outputs, tool_choice, tools; serving gateway. vision: true follows the roster's image input modality (no image request was sent)."
},
"Qwen/Qwen3.5-122B-A10B": {
"pricingPerMTok": {
"input": 0.3,
"output": 0.9,
"cachedInput": 0.27
},
"vision": false,
"status": "production",
"description": "Serving \"hosted\" (Prime infrastructure) on today's roster. The roster gives it no context_window, max_output_tokens, modalities or supported_parameters, so none are declared here; vision false is the schema's required default, not a vendor statement about image input. Roster-listed only. Figures from the unauthenticated GET https://api.pinference.ai/api/v1/models roster (2026-09-29): $0.3/$0.9 per MTok input/output ($0.27 cached-input read); serving hosted."
}
},
"topModels": [
"openai/gpt-4.1-mini",
"openai/gpt-4.1",
"anthropic/claude-sonnet-4.5",
"meta-llama/llama-3.3-70b-instruct",
"google/gemini-2.5-flash",
"Qwen/Qwen3-235B-A22B-Instruct-2507",
"z-ai/glm-5.3",
"openai/gpt-5.4-mini",
"openai/gpt-oss-120b",
"deepseek/deepseek-v4-flash",
"anthropic/claude-haiku-4.5",
"Qwen/Qwen3.5-122B-A10B"
]
},
"capabilities": {
"text": true,
"streaming": true,
"tools": "model-dependent",
"toolsWithStreaming": false,
"structuredOutput": true,
"structuredOutputWithTools": false,
"embeddings": false,
"thinking": false
},
"errorRules": [
{
"status": 401,
"pattern": "Authorization header or x-api-key missing|invalid_api_key|Invalid API key",
"class": "authentication",
"message": "Invalid or missing Prime Intellect API key. Check {apiKeyEnvVar}. Create a key with the Inference permission enabled at {setupUrl}"
}
],
"setup": {
"url": "https://app.primeintellect.ai/dashboard/tokens",
"apiKeyFormat": null,
"billingPolicy": "no-free-tier",
"instructions": [
"1. Visit: https://app.primeintellect.ai/dashboard/tokens (Settings -> API Keys) and sign in",
"2. Click Generate New Key and enable the Inference permission — without it requests fail with authentication errors (https://docs.primeintellect.ai/inference/overview); the key is shown only once, so copy it straight away (https://docs.primeintellect.ai/api-reference/api-keys)",
"3. Billing is automatic deduction from your Prime Intellect account balance (https://docs.primeintellect.ai/inference/overview); no free tier or trial credit is documented on the pages read, so add funds at https://app.primeintellect.ai/dashboard/billing and confirm current terms before the first call",
"4. Set {apiKeyEnvVar} in your .env file (PRIME_API_KEY, the variable Prime's own docs use, is also read)"
],
"description": "OpenAI-compatible endpoint at https://api.pinference.ai/api/v1 (docs.primeintellect.ai/inference/overview), a gateway that routes to upstream model providers plus a few models served on Prime infrastructure. The inference host (pinference.ai) differs from the docs and dashboard host (primeintellect.ai); both are confirmed on the vendor's own pages. The catalog schema has no 'unknown' billing value, so no-free-tier here means no free tier is documented, not that the vendor confirmed there is none."
},
"evidence": {
"rosterVerified": {
"date": "2026-09-29",
"method": "unauthenticated GET https://api.pinference.ai/api/v1/models — 125 models; credential-free, no key used",
"status": 200
},
"authProbe": {
"date": "2026-09-29",
"method": "unauthenticated GET https://api.pinference.ai/api/v1/models/openai/gpt-4.1-mini with no credentials — 401 {\"detail\":\"Authorization header or x-api-key missing\", ...}; only the missing-credential shape was observed, the invalid-key shape (error.code invalid_api_key) is from docs.primeintellect.ai/api-reference/inference-models and was not probed; credential-free, no key used",
"status": 401
},
"billingProbe": {
"date": "2026-09-29",
"method": "public page https://docs.primeintellect.ai/inference/overview — \"Automatic deduction from your Prime Intellect account balance\"; https://docs.primeintellect.ai/inference/troubleshooting documents an insufficient_funds error; no free tier stated; credential-free"
},
"liveMatrix": null,
"addedInPR": "https://github.com/juspay/neurolink/pull/1860"
}
}