Kimi K3 resource library
Guides for understanding, testing, and building with Kimi K3.
Start with the model, then move into API implementation, token planning, coding agents, memberships, repositories, and open-model verification. Every guide distinguishes official Kimi facts from this site’s independent product layer.
Choose a starting point
New evaluators should begin with “What is Kimi K3?” and the context guide. Application developers should use the API implementation guide. Engineering teams choosing a coding client should continue through Kimi Code, CodePlan, OpenCode, and the coding workflow guide before granting an agent repository or terminal access.
04 guides
Model fundamentals
Understand what Kimi K3 is, how its long context works, what open-model claims mean, and where to verify official repositories and artifacts.
What Is Kimi K3? Model, Context, Vision, and Access
Kimi K3 is Moonshot AI’s flagship 2.8-trillion-parameter model for long-horizon coding, knowledge work, reasoning, and native visual understanding. This guide separates the model itself from the products and independent services used to access it.
Read guideContext without confusionKimi K3 Tokens and the 1M Context Window
Tokens are the accounting and capacity units behind Kimi K3 requests. Understanding what enters the context, what leaves room for output, and what can be cached is more useful than treating “1M tokens” as a simple document-size promise.
Read guideWeights, code, and licensesIs Kimi K3 Open Source? GitHub, Weights, and Licenses
“Open source” can refer to model weights, inference code, research code, agent software, or a permissive license. This guide shows how to verify what Moonshot AI has released for Kimi K3 instead of treating the label as a single yes-or-no property.
Read guideRepositories and provenanceKimi K3 GitHub Guide: Official Repositories, Models, SDKs, and Projects
A source-oriented map of the Kimi K3 GitHub ecosystem: how to identify official Moonshot AI repositories, distinguish model weights from clients, follow Kimi Code releases, inspect licenses, and evaluate community integrations without assuming that every project using the Kimi name is first-party.
Read guide01 guides
API implementation
Move from a first request to authenticated, observable production use while keeping official Kimi Platform access separate from this independent gateway.
05 guides
Coding tools and workflows
Choose and configure Kimi coding surfaces, agent permissions, repository context, membership, quotas, and review practices.
Kimi K3 for Coding: Workflows, Context, and Evaluation
Kimi K3 is designed for long-horizon coding: work that extends beyond a single completion into repository exploration, planning, tool calls, implementation, and verification. The best results come from combining model capability with disciplined engineering controls.
Read guideAgentic coding workflowKimi Code Guide: CLI, Models, Plans, and Tool Use
Kimi Code is Moonshot AI’s coding-agent environment for terminal and supported editor workflows. It combines models such as Kimi K3 with repository tools, approvals, sessions, configuration, and integrations for third-party coding clients.
Read guideMembership and usageKimi CodePlan Explained: Membership, Quotas, API Billing, and Tools
Kimi CodePlan searches often mix together Kimi Code membership, coding-agent quotas, Kimi Platform API charges, and independent-service credits. This guide separates those systems and explains how to evaluate a plan by completed engineering work rather than an abstract request count.
Read guideTerminal coding setupUse Kimi K3 in OpenCode: Setup and Workflow Guide
OpenCode is a terminal-based coding agent that can use Kimi K3 for model inference. This guide explains the integration boundary, a safe setup process, context and reasoning controls, validation, and the operational details that matter after the first successful prompt.
Read guideKimi, OpenClaw, and ClawBotKimi Claw and ClawBot: What They Are and How They Connect
Kimi Claw brings Kimi-assisted workflows into an OpenClaw-based environment and can connect to communication channels or device automation. “ClawBot” commonly refers to a bot entry inside a channel, not to the Kimi K3 model itself.
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