modelparams.dev
API MCP GitHub

Providers

Alibaba Anthropic Bedrock Cerebras Cohere DeepSeek Fireworks Google Groq Meta MiniMax Mistral Moonshot AI NVIDIA OpenAI Opencode Go Perplexity Thinking Machines Vertex xAI Xiaomi Z.ai

Providers

Alibaba Anthropic Bedrock Cerebras Cohere DeepSeek Fireworks Google Groq Meta MiniMax Mistral Moonshot AI NVIDIA OpenAI Opencode Go Perplexity Thinking Machines Vertex xAI Xiaomi Z.ai
Sampling integer 83 models

Top K top_k

Limits token sampling to the top K most likely next tokens.

Type
integer
Default
varies by model
Range
0 – 100

top_k by model

The exact type, default, range, and conditions for top_k on each model that documents it.

Model Provider Type Default Range / values Condition
Claude 3 Opus 20240229 Anthropic integer 0 0…+∞
Not when thinking.type ∈ {"adaptive", "enabled"}
Claude 3 Opus Latest Anthropic integer 0 0…+∞
Not when thinking.type ∈ {"adaptive", "enabled"}
Claude 3.5 Haiku 20241022 Anthropic integer 0 0…+∞
Not when thinking.type ∈ {"adaptive", "enabled"}
Claude 3.5 Haiku Latest Anthropic integer 0 0…+∞
Not when thinking.type ∈ {"adaptive", "enabled"}
Claude 3.5 Sonnet 20241022 Anthropic integer 0 0…+∞
Not when thinking.type ∈ {"adaptive", "enabled"}
Claude 3.5 Sonnet Latest Anthropic integer 0 0…+∞
Not when thinking.type ∈ {"adaptive", "enabled"}
Claude 3.7 Sonnet 20250219 Anthropic integer 0 0…+∞
Not when thinking.type ∈ {"adaptive", "enabled"}
Claude 3.7 Sonnet Latest Anthropic integer 0 0…+∞
Not when thinking.type ∈ {"adaptive", "enabled"}
Claude Haiku 4 Anthropic integer 0 0…+∞
Not when thinking.type ∈ {"adaptive", "enabled"}
Claude Haiku 4 Subscription Anthropic integer 0 0…+∞
Not when thinking.type ∈ {"adaptive", "enabled"}
Claude Haiku 4.5 Anthropic integer 0 0…+∞
Not when thinking.type ∈ {"adaptive", "enabled"}
Claude Haiku 4.5 Subscription Anthropic integer 0 0…+∞
Not when thinking.type ∈ {"adaptive", "enabled"}
Claude Haiku 4.5 20251001 Anthropic integer 0 0…+∞
Not when thinking.type = "enabled"
Claude Haiku 4.5 20251001 Subscription Anthropic integer 0 0…+∞
Not when thinking.type = "enabled"
Claude Opus 4 Subscription Anthropic integer 0 0…+∞
Not when thinking.type ∈ {"adaptive", "enabled"}
Claude Opus 4 20250514 Anthropic integer 0 0…+∞
Not when thinking.type = "enabled"
Claude Opus 4 20250514 Subscription Anthropic integer 0 0…+∞
Not when thinking.type = "enabled"
Claude Opus 4.1 20250805 Anthropic integer 0 0…+∞
Not when thinking.type = "enabled"
Claude Opus 4.1 20250805 Subscription Anthropic integer 0 0…+∞
Not when thinking.type = "enabled"
Claude Opus 4.5 20251101 Anthropic integer 0 0…+∞
Not when thinking.type = "enabled"
Claude Opus 4.5 20251101 Subscription Anthropic integer 0 0…+∞
Not when thinking.type = "enabled"
Claude Opus 4.6 Anthropic integer 0 0…+∞
Not when thinking.type ∈ {"enabled", "adaptive"}
Claude Opus 4.6 Subscription Anthropic integer 0 0…+∞
Not when thinking.type ∈ {"enabled", "adaptive"}
Claude Sonnet 4 Subscription Anthropic integer 0 0…+∞
Not when thinking.type ∈ {"adaptive", "enabled"}
Claude Sonnet 4 20250514 Anthropic integer 0 0…+∞
Not when thinking.type = "enabled"
Claude Sonnet 4 20250514 Subscription Anthropic integer 0 0…+∞
Not when thinking.type = "enabled"
Claude Sonnet 4.5 Anthropic integer 0 0…+∞
Not when thinking.type ∈ {"adaptive", "enabled"}
Claude Sonnet 4.5 Subscription Anthropic integer 0 0…+∞
Not when thinking.type ∈ {"adaptive", "enabled"}
Claude Sonnet 4.5 20250929 Anthropic integer 0 0…+∞
Not when thinking.type = "enabled"
Claude Sonnet 4.5 20250929 Subscription Anthropic integer 0 0…+∞
Not when thinking.type = "enabled"
Claude Sonnet 4.6 Anthropic integer 0 0…+∞
Not when thinking.type ∈ {"enabled", "adaptive"}
Claude Sonnet 4.6 Subscription Anthropic integer 0 0…+∞
Not when thinking.type ∈ {"enabled", "adaptive"}
DeepSeek v4 Flash 0731 Fireworks integer — 1…100 —
DeepSeek v4 Flash Vision Exp Fireworks integer — 1…100 —
DeepSeek v4 Pro Fireworks integer — 1…100 —
DeepSeek v4 Pro 0813 Fireworks integer — 1…100 —
DeepSeek V4p1 Flash Fireworks integer — 1…100 —
Ember 1 Fireworks integer — 1…100 —
GLM-5p2 Fireworks integer — 1…100 —
GLM-5p3 Fireworks integer — 1…100 —
GLM-5p3 Flash Fireworks integer — 1…100 —
GPT-OSS 120B Fireworks integer — 1…100 —
GPT-OSS 20B Fireworks integer — 1…100 —
Inkling Fireworks integer — 1…100 —
Kimi K2p6 Fireworks integer — 1…100 —
Kimi K2p7 Code Fireworks integer — 1…100 —
Kimi K3 Fireworks integer — 1…100 —
MiniMax M2p7 Fireworks integer — 1…100 —
MiniMax M3 Fireworks integer — 1…100 —
Muse Glimmer 30B Fireworks integer — 1…100 —
Nemotron 3 Ultra Nvfp4 Fireworks integer — 1…100 —
Nemotron Lightning 3p5 30B A3B Fireworks integer — 1…100 —
Qwen3p7 Plus Fireworks integer — 1…100 —
Qwen3p8 2p4t A95B Fireworks integer — 1…100 —
Qwen3p8 Max Fireworks integer — 1…100 —
Gemma 3 12B IT Google integer 64 0…+∞ —
Gemma 3 1B IT Google integer 64 0…+∞ —
Gemma 3 27B IT Google integer 64 0…+∞ —
Gemma 3 4B IT Google integer 64 0…+∞ —
Gemma 3n E2B IT Google integer 64 0…+∞ —
Gemma 3n E4B IT Google integer 64 0…+∞ —
Gemma 4 12B IT Google integer 64 0…+∞ —
Gemma 4 E2B IT Google integer 64 0…+∞ —
Gemma 4 E4B IT Google integer 64 0…+∞ —
Llama 3.3 70B Instruct Meta integer — — —
Llama 3.3 8B Instruct Meta integer — — —
Llama 4 Maverick 17B 128E Instruct FP8 Meta integer — — —
Llama 4 Scout 17B 16E Instruct FP8 Meta integer — — —
DeepSeek Flash Subscription Opencode Go integer — 1…+∞ —
DeepSeek v4 Flash Vision Exp Subscription Opencode Go integer — 1…+∞ —
GLM-5.3 Subscription Opencode Go integer — 1…+∞ —
GLM-5.3 Flash Subscription Opencode Go integer — 1…+∞ —
Hy3 Subscription Opencode Go integer — 1…+∞ —
Hy4 Preview Subscription Opencode Go integer — 1…+∞ —
Longcat 2.0 Subscription Opencode Go integer — 1…+∞ —
Longcat 2.5 Preview Free Subscription Opencode Go integer — 1…+∞ —
MiMo v2.6 Flash Subscription Opencode Go integer — 1…+∞ —
MiMo v2.6 Pro Subscription Opencode Go integer — 1…+∞ —
MiniMax M2.7 Subscription Opencode Go integer — 1…+∞ —
Omen Alpha Subscription Opencode Go integer — 1…+∞ —
Qwen3.8 Flash Subscription Opencode Go integer — 1…+∞ —
Qwen3.8 Max Subscription Opencode Go integer — 1…+∞ —
Space Bunny Free Subscription Opencode Go integer — 1…+∞ —

Models without top_k documented yet

These models don't list top_k in the catalog. That may mean the provider doesn't accept it, or it simply hasn't been added yet — the data is community-maintained.

Alibaba

DeepSeek v3.2 DeepSeek v4 Flash DeepSeek v4 Flash 0731 DeepSeek v4 Pro DeepSeek v4 Pro 0813 DeepSeek v4.1 Flash GLM-5.1 GLM-5.2 GLM-5.3 GLM-5.3 Prime Kimi K2.7 Code Kimi K3 Qvq Max Qwen Coder Plus Qwen Flash Qwen Flash Character Qwen Max Qwen Plus Qwen Plus Character Qwen Plus Latest Qwen Turbo Qwen Vl Max Qwen Vl Plus Qwen3 14B Qwen3 235B A22B Qwen3 235B A22B Instruct 2507 Qwen3 235B A22B Thinking 2507 Qwen3 30B A3B Qwen3 30B A3B Instruct 2507 Qwen3 30B A3B Thinking 2507 Qwen3 8B Qwen3 Coder 480B A35B Instruct Qwen3 Coder Flash Qwen3 Coder Next Qwen3 Coder Plus Qwen3 Max Qwen3 Max Preview Qwen3 Next 80B A3B Instruct Qwen3 Next 80B A3B Thinking Qwen3 Omni Flash Qwen3 Omni Flash 2025-09-15 Qwen3 Omni Flash 2025-12-01 Qwen3 Vl 235B A22B Instruct Qwen3 Vl 235B A22B Thinking Qwen3 Vl Flash Qwen3 Vl Flash 2026-01-22 Qwen3 Vl Plus Qwen3 Vl Plus 2025-09-23 Qwen3 Vl Plus 2025-12-19 Qwen3.5 Qwen3.5 122B A10B Qwen3.5 27B Qwen3.5 35B A3B Qwen3.5 397B A17B Qwen3.5 Flash Qwen3.5 Omni Flash Qwen3.5 Omni Flash 2026-03-15 Qwen3.5 Omni Plus Qwen3.5 Omni Plus 2026-03-15 Qwen3.5 Plus Qwen3.5 Plus 2026-02-15 Qwen3.5 Plus 2026-04-20 Qwen3.6 27B Qwen3.6 35B A3B Qwen3.6 Flash Qwen3.6 Max Preview Qwen3.6 Plus Qwen3.7 Flash Qwen3.7 Max Qwen3.7 Max Preview Qwen3.7 Plus Qwen3.8 2.4t A95B Qwen3.8 27B Qwen3.8 Flash Qwen3.8 Max Qwen3.8 Max 0902 Qwen3.8 Omni Flash QwQ Plus

Anthropic

Claude Fable 5 Claude Fable 5 Claude Fable 5.1 Claude Opus 4.7 Claude Opus 4.7 Claude Opus 4.8 Claude Opus 4.8 Claude Opus 5 Claude Opus 5 Claude Sonnet 5 Claude Sonnet 5

Bedrock

Claude Haiku 4.5 Claude Opus 4.5 20251101 Claude Opus 4.6 Claude Sonnet 4.5 Claude Sonnet 4.6 DeepSeek R1 DeepSeek v3.2 Devstral 2 123B Gemma 3 12B IT Gemma 3 27B IT Gemma 3 4B IT GLM-4.7 GLM-4.7 Flash GLM-5 GPT-OSS 120B GPT-OSS 20B GPT-OSS Safeguard 120B GPT-OSS Safeguard 20B Kimi K2 Thinking Kimi K2.5 Llama3 1 70B Instruct Llama3 1 8B Instruct Llama3 3 70B Instruct Llama3 70B Instruct Llama3 8B Instruct Magistral Small 2509 MiniMax M2 MiniMax M2.1 MiniMax M2.5 Ministral 3 14B Instruct Ministral 3 3B Instruct Ministral 3 8B Instruct Mistral 7B Instruct Mistral Large 2402 Mistral Large 3 675B Instruct Mistral Small 2402 Mixtral 8x7b Instruct Nemotron Nano 12B Nemotron Nano 3 30B Nemotron Nano 9B Nemotron Super 3 120B Nova 2 Lite Nova Lite Nova Micro Nova Pro Palmyra Vision 7B Palmyra X4 Palmyra X5 Pixtral Large 2502 Qwen3 32B Qwen3 Coder 30B A3B Qwen3 Coder Next Qwen3 Next 80B A3B Qwen3 Vl 235B A22B Voxtral Mini 3B 2507 Voxtral Small 24B 2507

Cerebras

Zai GLM-4.7

Cohere

Command A 03 2025 Command A Plus 05 2026 Command A Reasoning 08 2025 Command A Translate 08 2025 Command A Vision 07 2025 Command R 08 2024 Command R Plus 08 2024 Command R7B 12 2024

DeepSeek

DeepSeek Chat DeepSeek Reasoner DeepSeek-V4 Flash DeepSeek-V4 Pro

Google

Gemini 2.5 Flash Gemini 2.5 Flash Gemini 2.5 Flash Lite Gemini 2.5 Flash Lite Gemini 2.5 Pro Gemini 2.5 Pro Gemini 3 Flash Preview Gemini 3 Flash Preview Gemini 3.1 Flash Lite Gemini 3.1 Flash Lite Gemini 3.1 Flash Lite Preview Gemini 3.1 Flash Lite Preview Gemini 3.1 Pro Preview Gemini 3.1 Pro Preview Gemini 3.1 Pro Preview Customtools Gemini 3.5 Flash Gemini 3.5 Flash Lite Gemini 3.6 Flash Gemini 3.7 Flash Gemini 3.8 Flash Gemini Flash Latest Gemma 4 26B A4B IT Gemma 4 31B IT

Groq

Allam 2 7B GPT-OSS 120B GPT-OSS 20B GPT-OSS Safeguard 20B Qwen3 32B Qwen3.6 27B Qwen3.8 27B

Meta

Muse Spark 1.1 Muse Spark 1.2 Contributor

MiniMax

MiniMax M2 MiniMax M2 MiniMax M2.1 MiniMax M2.1 MiniMax M2.1 Highspeed MiniMax M2.1 Highspeed MiniMax M2.5 MiniMax M2.5 MiniMax M2.5 Highspeed MiniMax M2.5 Highspeed MiniMax M2.7 MiniMax M2.7 MiniMax M2.7 Highspeed MiniMax M2.7 Highspeed MiniMax M3 MiniMax M3

Mistral

Codestral 2508 Codestral Latest Devstral 2512 Devstral Latest GLM-5.2 Magistral Medium Latest Magistral Small Latest Ministral 14B 2512 Ministral 14B Latest Ministral 3B 2512 Ministral 3B Latest Ministral 8B 2512 Ministral 8B Latest Mistral Code Latest Mistral Large 2512 Mistral Large Latest Mistral Medium Mistral Medium 2604 Mistral Medium 3 Mistral Medium 3.5 Mistral Medium Latest Mistral NeMo Mistral Small 2603 Mistral Small Latest Voxtral Small 2507 Voxtral Small Latest Zai GLM-5 Zai GLM-5.2 Zai GLM-5.3 Zai GLM-Latest

Moonshot AI

Kimi K2.5 Kimi K2.6 Kimi K2.6 Kimi K2.7 Code Kimi K2.7 Code Kimi K2.7 Code Highspeed Kimi K2.7 Code Highspeed Kimi K3 Moonshot v1 128K Moonshot v1 32K Moonshot v1 8K

NVIDIA

DeepSeek v4 Flash 0731 DeepSeek v4 Pro 0813 Diffusiongemma 26B A4B IT Gemma 4 31B IT GLiNER PII GLM-5.3 Flash GPT-OSS 120B GPT-OSS 20B Kimi K3 Laguna Xs 2.1 Llama 3.1 NemoGuard 8B Topic Control Llama 3.1 Nemotron Nano 8B v1 Llama 3.1 Nemotron Safety Guard 8B v3 Llama 3.1 Nemotron Ultra 253B v1 Llama 3.2 11B Vision Instruct Llama 3.2 90B Vision Instruct Llama 3.3 Nemotron Super 49B v1 Llama 3.3 Nemotron Super 49B v1.5 MiniMax M3 Mistral Nemotron Muse Glimmer 30B NemoGuard Jailbreak Detect Nemotron 3 Nano 30B A3B Nemotron 3 Nano Omni 30B A3B Reasoning Nemotron 3 Super 120B A12B Nemotron 3 Ultra Nemotron 3 Ultra 550B A55B Nemotron 3.5 Lightning 30B A3B Nemotron Content Safety Reasoning 4B Nemotron Mini 4B Instruct Riva Translate 4B Instruct v1.1 USDCode Llama 3.1 70B Instruct

OpenAI

ChatGPT 4o Latest GPT-3.5 Turbo GPT-3.5 Turbo 0125 GPT-3.5 Turbo 1106 GPT-3.5 Turbo 16K GPT-4 GPT-4 0613 GPT-4 Turbo GPT-4 Turbo 2024-04-09 GPT-4.1 GPT-4.1 Mini GPT-4.1 Nano GPT-4o GPT-4o 2024-11-20 GPT-4o mini GPT-5 GPT-5 Chat Latest GPT-5 Mini GPT-5 Nano GPT-5.1 GPT-5.1 Codex GPT-5.1 Codex Max GPT-5.2 GPT-5.2 GPT-5.2 Codex GPT-5.2 Pro GPT-5.3 Codex GPT-5.3 Codex GPT-5.3 Codex Spark GPT-5.4 GPT-5.4 GPT-5.4 Mini GPT-5.4 Mini GPT-5.4 Nano GPT-5.4 Pro GPT-5.4 Pro GPT-5.5 GPT-5.5 GPT-5.5 Pro GPT-5.5 Pro GPT-5.6 GPT-5.6 Luna GPT-5.6 Luna GPT-5.6 Sol GPT-5.6 Sol GPT-5.6 Terra GPT-5.6 Terra GPT-6 Astra GPT-6 Luna GPT-6 Sol GPT-6.1 Sol GPT-OSS 120B GPT-OSS 20B GPT-OSS Safeguard 120B GPT-OSS Safeguard 20B o1 o1-mini o1-preview o3 o3-mini o3-pro o4-mini

Opencode Go

Grok 4.6

Perplexity

Sonar Sonar Deep Research Sonar Pro Sonar Reasoning Pro

Thinking Machines

Inkling

Vertex

Gemini 2.5 Flash Gemini 2.5 Flash Lite Gemini 2.5 Pro Gemini 3 Flash Preview Gemini 3.1 Flash Lite Gemini 3.1 Pro Preview Gemini 3.1 Pro Preview Customtools Gemini 3.5 Flash Gemini 3.5 Flash Lite Gemini 3.6 Flash Gemini 3.7 Flash

xAI

Grok 4.20 0309 Non Reasoning Grok 4.20 0309 Non Reasoning Grok 4.20 0309 Reasoning Grok 4.20 0309 Reasoning Grok 4.20 Multi Agent 0309 Grok 4.3 Grok 4.3 Grok 4.5 Grok 4.5 Grok 4.6 Grok 4.6 Grok 4.7 Grok Build 0.1 Grok Build 0.1

Xiaomi

MiMo v2.5 MiMo v2.5 MiMo v2.5 Pro

Z.ai

GLM-4.5 GLM-4.5 GLM-4.5-Air GLM-4.5-Air GLM-4.5-AirX GLM-4.5-Flash GLM-4.5-X GLM-4.6 GLM-4.6 GLM-4.7 GLM-4.7 GLM-4.7-Flash GLM-4.7-FlashX GLM-5 GLM-5 GLM-5-Turbo GLM-5-Turbo GLM-5.1 GLM-5.1 GLM-5.2 GLM-5.2 GLM-5.3 GLM-5.3 Flash GLM-5.3 Flashx

Related sampling parameters

Temperature temperature Top P top_p Frequency penalty frequency_penalty Presence penalty presence_penalty Top K extra_body.top_k Temperature inferenceConfig.temperature Top P inferenceConfig.topP Seed seed Seed generationConfig.seed Temperature generationConfig.temperature Top K generationConfig.topK Top P generationConfig.topP

Resources

All parameters Use the API Full catalog

How to use

Building with an AI agent? Hit Copy to grab this whole guide as Markdown and paste it in — or point your agent straight at /llms.txt.

modelparams.dev is an open, community-maintained catalog of model parameters. Each entry shows the knobs you can turn — type, default, range, and the conditions that gate it.

The same model accessed via an API key and via a subscription usually exposes a different set of parameters. We list both as separate entries so the data stays honest.

Catalog API

The full catalog is static JSON, CORS-enabled, served from the edge.

curl https://modelparams.dev/api/v1/models.json

Each entry is keyed by provider/model for API-key variants; subscription variants append -subscription.

If you only need the params for one model contract, use the providerless endpoint. Subscription contracts are model slugs with -subscription. 

curl https://modelparams.dev/api/v1/models/openai/gpt-5.5.json
curl https://modelparams.dev/api/v1/models/openai/gpt-5.5-subscription.json

Single model

curl https://modelparams.dev/api/v1/models/anthropic/claude-opus-4-7.json
curl https://modelparams.dev/api/v1/models/anthropic/claude-opus-4-7-subscription.json

JSON Schema

Every entry validates against a JSON Schema you can use in your editor or pipeline. 

curl https://modelparams.dev/api/v1/schema.json

Add this header to any YAML you author for autocomplete in VS Code: 

# yaml-language-server: $schema=https://modelparams.dev/api/v1/schema.json

Logos

Provider logos are available at /assets/logos/{provider}.svg where {provider} is the provider slug. They use currentColor so they inherit your text color. 

curl https://modelparams.dev/assets/logos/anthropic.svg

Logos are sourced from the models.dev repo (MIT) and used under nominative fair use.

Contribute

The data lives in YAML under models/{provider}/{model}-{auth}.yaml in the GitHub repo. Open a PR; CI validates against the schema and rebuilds.

Edit on GitHub MIT licensed