@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": "inco",
"displayName": "Inco",
"aliases": [],
"tier": 2,
"wire": {
"baseURL": "https://api.inco.ai/v1"
},
"models": {
"default": "glm-5.3",
"fallbacks": [
"deepseek-v4.1-flash",
"kimi-k3",
"glm-5.3-flash",
"minimax-m3",
"glm-5.3:fast",
"kimi-k3:fast",
"deepseek-v4.1-flash:fast",
"glm-5.3-flash:fast",
"minimax-m3:fast"
],
"defaultContextWindow": 1048576,
"defaultMaxOutputTokens": 4096,
"catalog": {
"glm-5.3": {
"contextWindow": 1048576,
"pricingPerMTok": {
"input": 1.4,
"output": 4.4,
"cachedInput": 0.26
},
"vision": false,
"status": "production",
"description": "GLM 5.3 — standard tier, 744B parameters, exposes `reasoning_effort: true` on the live catalog. Text-only (no `modalities` field in the API response). GLM-5.3-licensed; model card https://huggingface.co/zai-org/GLM-5.3. No vendor-documented recommended/default model exists (per https://platform.inco.ai/docs), so this id was chosen editorially as the catalog default for its reasoning capability and mid-range pricing among the roster. Pricing per unauthenticated GET https://api.inco.ai/v1/models (2026-09-28, HTTP 200): $1.40 / $4.40 per MTok input/output, $0.26 cached input."
},
"deepseek-v4.1-flash": {
"contextWindow": 1048576,
"pricingPerMTok": {
"input": 0.3,
"output": 1.2,
"cachedInput": 0.006
},
"vision": false,
"status": "production",
"description": "DeepSeek V4.1 Flash — standard tier, 552B parameters, `reasoning_effort: true`. Text-only (no `modalities` field); compare the `:fast` variant of this id below, which does carry a vision-capable `modalities` field. MIT-licensed; model card https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash. Pricing per unauthenticated GET https://api.inco.ai/v1/models (2026-09-28, HTTP 200): $0.30 / $1.20 per MTok input/output, $0.006 cached input. Fallback."
},
"kimi-k3": {
"contextWindow": 1048576,
"pricingPerMTok": {
"input": 3,
"output": 15,
"cachedInput": 0.3
},
"vision": false,
"status": "production",
"description": "Kimi K3 — standard tier, 2.8T parameters (MoE), `reasoning_effort: true`. Text-only (no `modalities` field). Licensed under the Kimi K3 License; model card https://huggingface.co/moonshotai/Kimi-K3. Pricing per unauthenticated GET https://api.inco.ai/v1/models (2026-09-28, HTTP 200): $3.00 / $15.00 per MTok input/output, $0.30 cached input. Fallback."
},
"glm-5.3-flash": {
"contextWindow": 1048576,
"pricingPerMTok": {
"input": 0.15,
"output": 0.5,
"cachedInput": 0.03
},
"vision": false,
"status": "production",
"description": "GLM 5.3 Flash — standard tier, 320B parameters. `reasoning_effort: false` and no `modalities` field on this id (contrast the `:fast` variant, which is vision-capable per its `modalities` field). Pricing per unauthenticated GET https://api.inco.ai/v1/models (2026-09-28, HTTP 200): $0.15 / $0.50 per MTok input/output, $0.03 cached input. Fallback."
},
"minimax-m3": {
"contextWindow": 1048576,
"pricingPerMTok": {
"input": 0.3,
"output": 1.2,
"cachedInput": 0.06
},
"vision": true,
"status": "production",
"description": "MiniMax M3 — standard tier, 428B parameters, `reasoning_effort: true`. The live catalog's `modalities` field lists `input: [text, image]`, `output: [text]` for this id, so it is marked vision-capable — not independently probed for a working image reply (no key was used; see evidence.liveMatrix). MiniMax Community License; model card https://huggingface.co/MiniMaxAI/MiniMax-M3. Pricing per unauthenticated GET https://api.inco.ai/v1/models (2026-09-28, HTTP 200): $0.30 / $1.20 per MTok input/output, $0.06 cached input. Fallback."
},
"glm-5.3:fast": {
"contextWindow": 1048576,
"pricingPerMTok": {
"input": 2.8,
"output": 8.8,
"cachedInput": 0.52
},
"vision": false,
"status": "production",
"description": "GLM 5.3 (Fast) — fast-tier sibling of the default `glm-5.3`; same context and parameter count, `reasoning_effort: false`, no `modalities` field. Pricing per unauthenticated GET https://api.inco.ai/v1/models (2026-09-28, HTTP 200): $2.80 / $8.80 per MTok input/output, $0.52 cached input — 2x the standard tier's price for the lower-latency \"fast\" variant. Fallback."
},
"kimi-k3:fast": {
"contextWindow": 1048576,
"pricingPerMTok": {
"input": 6,
"output": 30,
"cachedInput": 0.6
},
"vision": false,
"status": "production",
"description": "Kimi K3 (Fast) — fast-tier sibling of `kimi-k3`; same 2.8T parameters, `reasoning_effort: false`, no `modalities` field. Pricing per unauthenticated GET https://api.inco.ai/v1/models (2026-09-28, HTTP 200): $6.00 / $30.00 per MTok input/output, $0.60 cached input. Fallback."
},
"deepseek-v4.1-flash:fast": {
"contextWindow": 1048576,
"pricingPerMTok": {
"input": 0.6,
"output": 2.4,
"cachedInput": 0.012
},
"vision": true,
"status": "production",
"description": "DeepSeek V4.1 Flash (Fast) — fast-tier sibling of `deepseek-v4.1-flash`. The live catalog's `modalities` field lists `input: [text, image]`, `output: [text]` for this id specifically (the standard, non-fast id carries no `modalities` field), so only this entry is marked vision-capable — not independently probed for a working image reply (no key was used; see evidence.liveMatrix). Pricing per unauthenticated GET https://api.inco.ai/v1/models (2026-09-28, HTTP 200): $0.60 / $2.40 per MTok input/output, $0.012 cached input. Fallback."
},
"glm-5.3-flash:fast": {
"contextWindow": 1048576,
"pricingPerMTok": {
"input": 0.15,
"output": 0.5,
"cachedInput": 0.03
},
"vision": true,
"status": "production",
"description": "GLM 5.3 Flash (Fast) — fast-tier sibling of `glm-5.3-flash`. The live catalog's `modalities` field lists `input: [text, image]`, `output: [text]` for this id specifically (the standard, non-fast id carries no `modalities` field), so only this entry is marked vision-capable — not independently probed for a working image reply (no key was used; see evidence.liveMatrix). MIT-licensed; model card https://huggingface.co/zai-org/GLM-5.3-Flash. Pricing per unauthenticated GET https://api.inco.ai/v1/models (2026-09-28, HTTP 200): $0.15 / $0.50 per MTok input/output, $0.03 cached input — same price as the non-fast `glm-5.3-flash`. Fallback."
},
"minimax-m3:fast": {
"contextWindow": 1048576,
"pricingPerMTok": {
"input": 0.6,
"output": 2.4,
"cachedInput": 0.12
},
"vision": true,
"status": "production",
"description": "MiniMax M3 (Fast) — fast-tier sibling of `minimax-m3`; same 428B parameters and vision-capable `modalities` field, `reasoning_effort: false`. Pricing per unauthenticated GET https://api.inco.ai/v1/models (2026-09-28, HTTP 200): $0.60 / $2.40 per MTok input/output, $0.12 cached input. Fallback."
}
},
"topModels": [
"glm-5.3",
"kimi-k3",
"deepseek-v4.1-flash",
"glm-5.3-flash",
"minimax-m3"
]
},
"capabilities": {
"text": true,
"streaming": true,
"tools": false,
"toolsWithStreaming": false,
"structuredOutput": false,
"structuredOutputWithTools": false,
"embeddings": false,
"thinking": false
},
"errorRules": [
{
"status": 401,
"pattern": "invalid_api_key|key_expired",
"class": "authentication",
"message": "Invalid Inco API key. Check {apiKeyEnvVar}. Get one at {setupUrl}"
},
{
"status": 404,
"pattern": "model_not_found",
"class": "invalid-model",
"message": "Inco model '{model}' not found. Pick a current model from the public /v1/models roster or {setupUrl}"
},
{
"status": 429,
"pattern": "rate_limit_exceeded|spend_limit_exceeded",
"class": "rate-limit",
"message": "Inco rate limit exceeded (per-minute cap or monthly spend cap). Wait and retry, or check your plan at {setupUrl}"
}
],
"setup": {
"url": "https://platform.inco.ai/waitlist",
"apiKeyFormat": "^sk-inco-",
"billingPolicy": "no-free-tier",
"instructions": [
"1. Visit: https://platform.inco.ai/waitlist and request access — Inco is currently waitlist-gated, not open signup; existing users sign in at https://platform.inco.ai/sign-in",
"2. Once approved, create an API key on the dashboard's Keys page (https://platform.inco.ai/keys) — it is shown in full only once and starts with sk-inco-",
"3. Add prepaid credit before use: billing is strictly pay-per-token with no free tier, and a zero balance returns HTTP 402 (`credit_balance_exhausted`) until you top up",
"4. Set {apiKeyEnvVar} in your .env file"
],
"description": "OpenAI-compatible Chat Completions endpoint at https://api.inco.ai/v1 (per vendor docs, also reachable via an Anthropic-SDK-shaped API at the host root https://api.inco.ai). The public model catalog (GET /v1/models) is fetchable without a key — confirmed live 2026-09-28, HTTP 200 with 10 models. Access to a working key is currently gated by a waitlist (https://platform.inco.ai/waitlist), and billing is strictly prepaid pay-per-token with no stated free tier (https://platform.inco.ai/docs#limits)."
},
"evidence": {
"rosterVerified": {
"date": "2026-09-28",
"method": "unauthenticated GET https://api.inco.ai/v1/models — 10 models; credential-free, no key used",
"status": 200
},
"liveMatrix": null,
"addedInPR": "https://github.com/juspay/neurolink/pull/1848"
}
}