@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": "inceptron",
"displayName": "Inceptron",
"aliases": [],
"tier": 2,
"wire": {
"baseURL": "https://api.inceptron.io/v1"
},
"models": {
"default": "zai-org/GLM-5.3",
"fallbacks": [
"moonshotai/Kimi-K2.6",
"deepseek-ai/DeepSeek-V4-Flash-0731",
"zai-org/GLM-5.2"
],
"defaultContextWindow": 128000,
"defaultMaxOutputTokens": 16384,
"catalog": {
"zai-org/GLM-5.3": {
"contextWindow": 1048576,
"pricingPerMTok": {
"input": 1.4,
"output": 4.4,
"cachedInput": 0.26
},
"vision": false,
"status": "production",
"description": "NeuroLink default. The model named in the code examples on the vendor's docs Get Started page (https://docs.inceptron.io), Introduction (https://docs.inceptron.io/introduction), Chat Completions API Reference (https://docs.inceptron.io/API%20Reference/chat-completions), Error Handling and Handling Streaming Responses pages, and in the Kilo Code and OpenCode config (\"model\": \"inceptron/zai-org/GLM-5.3\") on https://docs.inceptron.io/Guides/kilo-code, which states: \"GLM-5.3 supports a 1M-token context window (1,048,576 tokens)\". The config block on that page has \"limit\" set to context 1048576 and output 1048576. Models page https://www.inceptron.io/models (2026-09-29): tags text, code, tool-calling, reasoning; 1M context; quantization fp4; size 754B; input $1.40, output $4.40 and cache read $0.26 per 1M tokens. The docs Models API Reference (https://docs.inceptron.io/API%20Reference/models) lists it with Deployment Mode Serverless. Roster (unauthenticated GET https://api.inceptron.io/v1/models, 2026-09-29): context_length 1048576, max_output_length 1048576, input_modalities [\"text\"], supported_features chat, completion, tools, reasoning, json_mode, structured_outputs. vision is false because the roster input_modalities is [\"text\"]."
},
"moonshotai/Kimi-K2.6": {
"contextWindow": 262144,
"pricingPerMTok": {
"input": 0.73,
"output": 3.5,
"cachedInput": 0.25
},
"vision": true,
"status": "production",
"description": "NeuroLink fallback. The model named in the tool-calling examples on https://docs.inceptron.io/Guides/tool-calling and https://docs.inceptron.io/API%20Reference/chat-completions (request, response and streamed tool-call response examples). Models page https://www.inceptron.io/models (2026-09-29): tags multimodal, tool-calling, reasoning; 262K context; quantization Int4; size 1T; input $0.73, output $3.50 and cache read $0.25 per 1M tokens. The docs Models API Reference (https://docs.inceptron.io/API%20Reference/models) lists it with Deployment Mode Serverless. Roster (unauthenticated GET https://api.inceptron.io/v1/models, 2026-09-29): context_length 262144, max_output_length 262144, input_modalities [\"text\",\"image\"], supported_features chat, completion, tools, reasoning, logprobs, json_mode, structured_outputs. vision is true from the models page tag multimodal and the roster input_modalities; an image request was not exercised live."
},
"deepseek-ai/DeepSeek-V4-Flash-0731": {
"contextWindow": 1048576,
"pricingPerMTok": {
"input": 0.13,
"output": 0.28,
"cachedInput": 0.03
},
"vision": false,
"status": "production",
"description": "NeuroLink fallback. Listed among the currently supported Inceptron model IDs on https://docs.inceptron.io/Guides/kilo-code and with Deployment Mode Serverless on the docs Models API Reference (https://docs.inceptron.io/API%20Reference/models). Models page https://www.inceptron.io/models (2026-09-29): tags text, code, tool-calling, reasoning; 1M context; quantization fp4; size 284B; input $0.13, output $0.28 and cache read $0.03 per 1M tokens. Roster (unauthenticated GET https://api.inceptron.io/v1/models, 2026-09-29): context_length 1048576, max_output_length 1048576, input_modalities [\"text\"], supported_features chat, completion, tools, reasoning, logprobs, json_mode, structured_outputs. vision is false because the roster input_modalities is [\"text\"]."
},
"zai-org/GLM-5.2": {
"contextWindow": 1048576,
"pricingPerMTok": {
"input": 1.2,
"output": 4.2,
"cachedInput": 0.26
},
"vision": false,
"status": "production",
"description": "NeuroLink fallback. Listed among the currently supported Inceptron model IDs on https://docs.inceptron.io/Guides/kilo-code and with Deployment Mode Serverless on the docs Models API Reference (https://docs.inceptron.io/API%20Reference/models). Models page https://www.inceptron.io/models (2026-09-29): tags text, code, tool-calling, reasoning; 1M context; quantization fp4; size 754B; input $1.20, output $4.20 and cache read $0.26 per 1M tokens. Roster (unauthenticated GET https://api.inceptron.io/v1/models, 2026-09-29): context_length 1048576, max_output_length 1048576, input_modalities [\"text\"], supported_features chat, completion, tools, reasoning, logprobs, json_mode, structured_outputs. vision is false because the roster input_modalities is [\"text\"]."
},
"moonshotai/Kimi-K2.7-Code": {
"contextWindow": 262144,
"pricingPerMTok": {
"input": 0.75,
"output": 3.5,
"cachedInput": 0.2
},
"vision": true,
"status": "production",
"description": "Listed among the currently supported Inceptron model IDs on https://docs.inceptron.io/Guides/kilo-code and with Deployment Mode Serverless on the docs Models API Reference (https://docs.inceptron.io/API%20Reference/models). Models page https://www.inceptron.io/models (2026-09-29): tags multimodal, tool-calling, reasoning; 262K context; quantization Int4; size 1T; input $0.75, output $3.50 and cache read $0.20 per 1M tokens. Roster (unauthenticated GET https://api.inceptron.io/v1/models, 2026-09-29): context_length 262144, max_output_length 262144, input_modalities [\"text\",\"image\"], supported_features chat, completion, tools, reasoning, logprobs, json_mode, structured_outputs. vision is true from the models page tag multimodal and the roster input_modalities; an image request was not exercised live."
},
"zai-org/GLM-5.3-Flash": {
"contextWindow": 1048576,
"pricingPerMTok": {
"input": 0.15,
"output": 0.5,
"cachedInput": 0.07
},
"vision": false,
"status": "production",
"description": "The vendor homepage (https://www.inceptron.io) shows the text \"Try GLM 5.3 Flash\". Models page https://www.inceptron.io/models (2026-09-29): tags text, code, tool-calling, reasoning; \"1.3M context\"; quantization fp8; size 753B; input $0.15, output $0.50 and cache read $0.07 per 1M tokens. Roster (unauthenticated GET https://api.inceptron.io/v1/models, 2026-09-29): context_length 1048576 (contextWindow uses this figure), max_output_length 1048576, input_modalities [\"text\"], supported_features chat, completion, tools, reasoning, json_mode, structured_outputs. vision is false because the roster input_modalities is [\"text\"]."
}
},
"topModels": [
"zai-org/GLM-5.3",
"moonshotai/Kimi-K2.6",
"deepseek-ai/DeepSeek-V4-Flash-0731",
"zai-org/GLM-5.2",
"moonshotai/Kimi-K2.7-Code",
"zai-org/GLM-5.3-Flash"
],
"visionModel": "moonshotai/Kimi-K2.6"
},
"capabilities": {
"text": true,
"streaming": true,
"tools": true,
"toolsWithStreaming": true,
"structuredOutput": false,
"structuredOutputWithTools": false,
"embeddings": false,
"thinking": false
},
"errorRules": [
{
"status": 401,
"class": "authentication",
"message": "Inceptron returned HTTP 401 unauthorized. The vendor's Error Handling page (https://docs.inceptron.io/Guides/error-handling) describes 401 as: Your API key is missing, invalid, or disabled. NeuroLink reads {apiKeyEnvVar}; keys come from {setupUrl}"
},
{
"status": 429,
"class": "rate-limit",
"message": "Inceptron returned HTTP 429. The vendor's Error Handling page (https://docs.inceptron.io/Guides/error-handling) describes 429 as: You have exceeded your rate limit."
}
],
"setup": {
"url": "https://console.inceptron.io",
"apiKeyFormat": null,
"billingPolicy": "no-free-tier",
"instructions": [
"1. Visit: https://console.inceptron.io and sign in or sign up — the sign-in page shows Continue with Google, Continue with GitHub and Sign in with email, and links to https://console.inceptron.io/auth/signup",
"2. Create an API key — the Introduction page says: \"After signing up, navigate to the account section of the dashboard to create an API key.\" (https://docs.inceptron.io/introduction)",
"3. Set {apiKeyEnvVar} in your .env file (the docs' examples read INCEPTRON_API_KEY)"
],
"description": "OpenAI-compatible endpoint at https://api.inceptron.io/v1 (https://docs.inceptron.io/API%20Reference/chat-completions: \"Our API is compliant with OpenAI's Chat Completions API\"), with the 6 models the unauthenticated GET /models roster listed on 2026-09-29 in models.catalog. An unauthenticated GET of https://api.inceptron.io/v1/chat/completions returned HTTP 401 with error.type invalid_request_error and error.code unauthorized (2026-09-29), so errorRules match status 401; the 429 rule uses the status the vendor's Error Handling page lists. pricingPerMTok is taken from the models page https://www.inceptron.io/models (2026-09-29); the pricing field in the roster response carries different values. models.defaultContextWindow (128000) and models.defaultMaxOutputTokens (16384) are NeuroLink placeholders for model ids outside models.catalog, not vendor figures; the roster max_output_length values are quoted in the models.catalog descriptions and no per-model maxOutputTokens is set. Each model's status field holds production, a placeholder for a value the catalog schema requires; it is not a vendor statement. billingPolicy no-free-tier is a schema placeholder (the schema has no unknown value), not a vendor statement. Verification level: docs- and roster-verified, not yet live-verified."
},
"evidence": {
"rosterVerified": {
"date": "2026-09-29",
"status": 200,
"method": "unauthenticated GET https://api.inceptron.io/v1/models — 6 models; credential-free, no key used"
},
"authProbe": {
"date": "2026-09-29",
"status": 401,
"code": "unauthorized",
"method": "unauthenticated GET https://api.inceptron.io/v1/chat/completions — error.type invalid_request_error; credential-free, no key used"
},
"liveMatrix": null,
"addedInPR": "https://github.com/juspay/neurolink/pull/1862"
}
}