Documentation

Master CCJK

Official onboarding, tutorials, comparisons, and best practices for modern AI coding workflows

Quick Start

v9.4.1 · npm v13.5.7

1Run
npx ccjk
2Automate
export ANTHROPIC_API_KEY="sk-ant-..." && npx ccjk init --silent
3Optimize
npx ccjk boost

Provider Decision Snapshot

Provider Decision Snapshot

CCJK documentation now includes provider governance signals so teams can move from reading to operational decisions faster.

Last live check

Mar 17, 2026

Tracked providers

19

Live verified

8

Partial / blocked

11

OpenAI

Partial / blocked

Required official source types exist, but live verification is currently blocked from this environment or region.

Baseline

Direct model provider · complete

Recommendation

First-party preferred

Use OpenAI directly when model quality, roadmap alignment, and first-party support matter more than multi-vendor convenience.

Attention

documentationpricingsupport

302.AI

Partial / blocked

Required official source types exist, but live verification is currently blocked from this environment or region.

Baseline

Relay / aggregation layer · complete

Recommendation

Use with guardrails

Reasonable when you need broad model access and China-friendly delivery, but do not treat it as identical to direct first-party procurement.

Attention

documentationpricingsupportterms

Doubao

Partial / blocked

Required official source types exist, but live verification is currently blocked from this environment or region.

Baseline

Cloud platform access · complete

Recommendation

Recommended

Recommended when Doubao is a target model family and your procurement path can run through Volcengine Ark's cloud account model.

Attention

documentationpricingsupportterms

Anthropic

Partial / blocked

Some required official source types are live-verified, while others are blocked or broken and need follow-up.

Baseline

Direct model provider · complete

Recommendation

First-party preferred

Use Anthropic directly when Claude is strategic and you want first-party support, pricing, and model policy alignment.

Attention

documentationpricing

ChatAnywhere

Partial / blocked

Some required official source types are live-verified, while others are blocked or broken and need follow-up.

Baseline

Relay / aggregation layer · partial

Recommendation

Evaluation only

Useful for low-risk testing and quick China-friendly access, but current commercial and terms clarity is still too weak for formal production procurement.

Attention

terms

Google AI

Partial / blocked

Some required official source types are live-verified, while others are blocked or broken and need follow-up.

Baseline

Direct model provider · complete

Recommendation

First-party preferred

Use Google AI directly when Gemini is a target model family and you want first-party docs, pricing, and support ownership.

Attention

documentationpricing

Tutorials

Step-by-step guides to get you started

View all

Best Practices

Tips and recommendations for optimal usage

View all

Ready to get started?

Open the official onboarding path and keep your environment aligned with upstream CCJK.

Open Getting Started