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Articles on Claude Code, Codex, AI coding agents, and LLM cost control.
Best Price-to-Performance AI Models for Coding (October 2026 Ranking)
Which AI model gives the best coding results per dollar in October 2026: official prices per million tokens for Claude Opus 5.5, Sonnet 5.5, GPT-6.1 Sol, Gemini 4 Argon, Kimi K3.1 Pro, DeepSeek V4.1 Flash, GLM-5.3, Qwen3.8 Max and more, what one agent task costs on each, and which model to use for which job.
Claude Code and Claude API Pricing (2026): Every Model per Million Tokens
Claude Code and Claude API prices per million tokens for every model: Opus 5.5 $4/$20, Sonnet 5.5 $2/$10, Haiku 5.5 from $0.10/$0.50, Fable 5.1 $10/$50. How caching, batch and long context change the bill, and what a Claude Code session costs.
Claude CLI Is Claude Code: What It Does vs Claude Web
Claude CLI is Claude Code, Anthropic's coding agent started with the claude command in a terminal. Run it pay-per-use with one Moyi API key, no Max plan.
Claude Subscriptions: Pro $20, Max $100–$200 vs API (2026)
Claude subscriptions cost $20/month for Pro and $100 or $200 for Max; both include Claude Code. Hit the limits? Pay per token instead with one Moyi API key.
Claude Code Banned? The October 2026 Ban Wave: Reasons and What to Do
Claude banned accounts again in October 2026, hitting VPN users in Russia and Hong Kong. The 5 most common ban reasons, an appeal template, recovery steps, and how to keep using Claude Code through the API without an Anthropic account.
Codex CLI Install: One npm Command (Windows, Mac, Linux)
Codex CLI installs with npm install -g @openai/codex on Windows, macOS and Linux. Then run it with a Moyi API API key, pay per token, no ChatGPT plan needed.
GPT-6 Astra API Cost: How to Control Spend with Model Routing
How to control GPT-6 Astra API cost now that it has shipped at $10/$50 per million tokens (2.5x GPT-5.6 Sol on input and output): task-based model routing, the 20/40/40 budget split, fallback chains, and why a multi-model gateway (Moyi API) is the cheapest way to run an expensive flagship.
GPT-6 Astra Benchmarks: What We Know So Far
GPT-6 Astra benchmark roundup, updated post-release: ARC-AGI-3, OSWorld computer use, agentic long-task scores, the math-proof reveal, why independent evaluators dispute OpenAI's table, and which numbers actually matter for your workload.
GPT-6 Astra for Coding: What It Delivers and How to Test It
GPT-6 Astra for coding, updated after the September 3, 2026 release: the multi-agent architecture, the vendor-reported 74.1% on DeepSWE v1.1 and why independent coding results are mixed, how to test it against your current model, and realistic integration advice at $10/$50 per million tokens.
GPT-6 Astra Pricing: $10/$50 per 1M Tokens vs GPT-5.6 Sol/Terra/Luna
How much does GPT-6 Astra cost? Released September 3, 2026 at $10/$50 per million input/output tokens (cache reads $1.00, cache writes $12.50) — compared with GPT-5.6's three tiers (Sol $4/$20, Terra $2/$12, Luna $0.20/$1.20), plus the long-context surcharge, the $2,000-per-problem token cost, and how the pre-launch price prediction held up.
GPT-6 Astra Release Date: September 3, 2026 — Full Timeline
GPT-6 Astra was released on September 3, 2026. The full timeline of OpenAI's flagship — the August 1 paper, the August 7 cybersecurity delay, what prediction markets expected (~72% by Sep 30) — and how to call gpt-6-astra today.
GPT-6 Astra via Moyi API: One Key, Every Model
Why run GPT-6 Astra (released September 3, 2026; model ID gpt-6-astra) through Moyi API: one OpenAI-compatible key across GPT-6 Astra, Claude, and DeepSeek, 500+ aggregated suppliers, automatic failover, and task-based routing — the setup explained.
GPT-6 Astra vs DeepSeek V4 Pro vs Claude Fable 5: Coding Comparison
GPT-6 Astra (released September 3, 2026; $10/$50 per million tokens, 1.05M-token context), DeepSeek V4 Pro, and Claude Fable 5 compared for coding: architecture, strengths, pricing, and availability — and why task-based model routing beats picking a single 'best' model.
GPT-6 Astra's 10 Math Problems: The $2,000 and Lean 4 Story
How GPT-6 Astra's 10 math problems became OpenAI's most credible reveal yet: the 249-page paper, the ~$2,000 per-problem token cost, and why Lean 4 formal verification changes how AI capability is measured.
GPT-6 Astra's Native Multi-Agent Architecture, Explained
What 'natively multi-agent' means for GPT-6 Astra, released September 3, 2026: how training multi-agent coordination from pretraining differs from framework-based agents, and what it changes for API calls, cost at $10/$50 per million tokens, and developer practice.
GPT-6 Release Date: GPT-6 Astra Came Out September 3, 2026 (Specs)
When did GPT-6 come out? GPT-6 Astra, the first GPT-6 model and OpenAI's new flagship, was released on September 3, 2026: 1.05M-token context, $10/$50 per million tokens, native multi-agent reasoning, SOTA computer use — plus the Astra/mewfour backstory and how it differs from GPT-5.6 Sol.
How Many Parameters Does GPT-6 Astra Have? OpenAI Hasn't Said (the ~10T MoE Rumor)
How many parameters does GPT-6 Astra have? OpenAI has not published a parameter count. The ~10-trillion-parameter Mixture-of-Experts figure is a rumor. What is official: released September 3, 2026, a ~1.05M-token context window and $10 / $50 per million tokens.
How to Access the GPT-6 Astra API (OpenAI-Compatible)
How to access the GPT-6 Astra API now that it has shipped (September 3, 2026): the OpenAI-compatible endpoint, base_url and the gpt-6-astra model ID, and how a multi-model gateway like Moyi API gives you one key across GPT-6 Astra, Claude, and DeepSeek.
How to Use GPT-6 Astra in Codex, Cursor, and Claude Code
How to use GPT-6 Astra (released September 3, 2026) in Codex, Cursor, and Claude Code: the base_url + gpt-6-astra model ID setup for each tool, and how one OpenAI-compatible key from Moyi API switches between GPT-6 Astra, Claude, and DeepSeek.
Is GPT-6 the Same as Astra? GPT-6 Astra vs GPT-5.6 Sol Compared
GPT-6 Astra is the flagship of OpenAI's GPT-6 line, released September 3, 2026; GPT-6.1 Sol, GPT-6.1 Terra and GPT-6 Luna are its cheaper models. Astra vs GPT-5.6 Sol: $10/$50 vs $4/$20 per million tokens, native multi-agent reasoning, and when the price jump is worth it.
Why GPT-6 Astra's Release Was Delayed: The Cybersecurity 'Critical' Review
Why GPT-6 Astra was delayed: OpenAI's flagship hit a 'Critical' cybersecurity evaluation on August 7, 2026, triggering isolated testing, before shipping on September 3. Here's what that meant, the historical precedent, and what developers should know now.
Connect DeepSeek Harness (dsh) to Moyi API: settings.yaml and DEEPSEEK_BASE_URL in dsh 0.2.x
Two tested ways to point DeepSeek Harness (dsh 0.2.x) at Moyi API: an OpenAI-compatible provider in ~/.dsh/settings.yaml, or DEEPSEEK_BASE_URL and DEEPSEEK_API_KEY. What each one does, and why DEEPSEEK_DEFAULT_MODEL has no effect.
Connect DeepSeek V4 Pro to Codex: config.toml Setup | Moyi API
Codex speaks the OpenAI protocol but reads its endpoint from ~/.codex/config.toml, not OPENAI_BASE_URL. Here are the config.toml and profile setups for running DeepSeek V4 Pro (deepseek-v4-pro) inside Codex.
Connect DeepSeek V4 Pro to OpenCode, Cline, and Cherry Studio | Moyi API
OpenCode, Cline, and Cherry Studio all connect to DeepSeek V4 Pro through an OpenAI-compatible provider. Here are the exact steps for each — base URL, API key, and model ID. All three use the same model ID: deepseek-v4-pro.
DeepSeek Harness Headless Mode: A Background Coding Agent via Env Vars | Moyi API
DeepSeek Harness supports a headless coding agent beyond the Web UI. Configure DEEPSEEK_API_KEY via env vars or .env and run an agent that reads files, runs commands, and edits code in the background — ideal for CI and automation.
DeepSeek Harness Plugin Architecture: Everything Is a Plugin (Cordis) | Moyi API
DeepSeek Harness is built on 'everything is a plugin', driven by the Cordis runtime. Here's what Cordis is, the three-role seam model behind swappable capabilities, and the practical payoff: trimmable capability, swappable providers, custom tools.
DeepSeek Harness Tool Catalog: bash, Files, Subagents, Web Search | Moyi API
What tools can a DeepSeek Harness agent actually call? A tour of bash, file read/write, subagents, web_search/web_fetch, ask_user_question, and LSP — with typical scenarios and how to run them through Moyi API.
DeepSeek Harness vs Claude Code, Codex, OpenCode: Which Agent Framework? | Moyi API
How to choose between DeepSeek Harness, Claude Code, Codex, and OpenCode. We compare architecture, ecosystem, cost, and customization — and show how to feed all four from a single Moyi API key.
DeepSeek Harness Web UI Guide: Getting Started on localhost:3080 | Moyi API
DeepSeek Harness's Web UI at http://127.0.0.1:3080 is a full agent console, not a chat window. Here's a tour of its sessions, model picker, tool panel, and goals — and how to wire it to DeepSeek V4 Pro through Moyi API.
DeepSeek V4 Pricing After Aug 16: How DeepSeek's Peak/Off-Peak Pricing Works | Moyi API
On 2026-08-16 16:00 UTC, DeepSeek moves V4 to peak/off-peak pricing — output doubles at peak and cache-hit input jumps ~12x. Here's how the mechanism works, how much prices rose, and a monthly cost example.
DeepSeek V4 Pro Integration Guide: One OpenAI-Compatible Endpoint, Every Tool | Moyi API
DeepSeek V4 Pro connects through an OpenAI-compatible endpoint. Point the base URL at https://api.moyi-api.com/v1, fill in your key, pick a model ID, and it works in dsh, OpenCode, Cline, Cherry Studio, and Codex. Here's the unified pattern and per-tool quick reference.
DeepSeek V4 Pro vs Flash: Route by Difficulty, Not Habit | Moyi API
DeepSeek V4 Pro or V4 Flash — which work goes to which? A practical difficulty-based split: hard work to deepseek-v4-pro, volume light work to Flash, and the classic mistake of burning Pro on trivia.
npx @deepseek-ai/dsh web: Install and Run DeepSeek Harness (dsh)
Run DeepSeek Harness with npx @deepseek-ai/dsh web: the Web UI opens at http://127.0.0.1:3080. DeepSeek Harness (dsh) is DeepSeek's open-source agent harness; how to install and run it locally, build from source, and point it at DeepSeek V4 Pro / Flash through Moyi API.
AI Coding Cost Optimization: A Developer's Workflow Guide (2026) | Moyi API
Practical strategies to cut AI coding costs by 60-80% without sacrificing quality. Covers model selection, prompt caching, hybrid routing, free tier utilization, batch scheduling, and workflow design patterns that save real money.
DeepSeek V4 Pro Latest Updates: What's New in 2026 | Moyi API
Tracking the latest DeepSeek V4 Pro updates in 2026 — pricing changes, new features, benchmark improvements, tooling integrations, and how V4 Pro compares to V4 Flash and frontier models from OpenAI and Anthropic.
How to Access AI APIs from China Without a VPN (2026 Guide) | Moyi API
A practical guide for developers in China to access OpenAI, Anthropic, DeepSeek, and Google AI APIs without a VPN. Covers API gateways, proxy configurations, regional alternatives, and the legal landscape in 2026.
How to Set Up DeepSeek V4 Flash in Claude Code, Cursor, and Codex | Moyi API
Complete setup guide for DeepSeek V4 Flash free tier across Claude Code, Cursor, Codex, Cline, and OpenClaw. Step-by-step configuration with code examples for every tool — start coding for free in under 5 minutes.
Multi-Model Routing with Moyi API: Claude + DeepSeek + GPT | Moyi API
How to route coding tasks to Claude, DeepSeek, and GPT by task type, complexity, and budget with one Moyi API key: a routing table you keep in your own code, example rules, tool configs, and cost analysis.
Claude Card Declined? Why It Happens and 8 Fixes (2026)
Fix Claude's 'Your card was declined', 'does not support this type of purchase' and 'This purchase cannot be completed' errors: billing country, 3DS, virtual cards, and how to pay for Claude without a card (Alipay).
Claude Code Setup for Beginners: Install & Configure in 2026
Set up Claude Code from scratch in 2026. Step-by-step install on macOS, Windows, and Linux, API key configuration, Moyi API gateway setup, and your first AI coding session.
Claude Code Subscription vs API: Which Is Cheaper? (2026 Math)
A typical Claude Code session costs about $0.59 on the Opus 5.5 API ($0.29 on Sonnet 5.5). Under ~5 sessions a day Pro wins; past the plan limits, the API does.
Codex API Key (2026): How to Get One and Use It in Codex CLI
How to get a Codex API key (from the OpenAI platform or a gateway), register it with codex login --with-api-key, point config.toml at a custom provider, and fix 401, 404 and insufficient-balance errors.
Codex Fast Mode (/fast) in 2026: Supported Models, Speed, Cost and Ultrafast
Codex Fast mode (/fast) speeds up GPT-6.1 Sol, GPT-6.1 Terra, GPT-6 Astra, GPT-6 Sol and GPT-6 Luna, using included subscription limits at 2.5x (credits at 2x). How to turn it on in the CLI and config.toml, and how the new Ultrafast mode differs.
Codex Request Timed Out? 7 Fixes That Actually Work (2026)
Codex request timed out, connection timeout, or ETIMEDOUT? 7 fixes for proxy, sandbox, MCP, SSH and DNS issues, plus what "workspace routing discovery timed out", "FrameArrived timed out" and "js execution timed out; kernel reset" mean.
DeepSeek Harness: A Deep Dive into the New Agent Framework | Moyi API
DeepSeek's Harness framework — 'Model + Harness = Agent' — is the engineering layer that turns raw LLMs into reliable coding agents. Here's what Harness does, why DeepSeek is building it, the five core modules, and how to get started with DeepSeek models today.
DeepSeek Harness: What It Is, Agents, Goal and Team (2026)
DeepSeek Harness is DeepSeek's open-source agent framework (@deepseek-ai/dsh), built to rival Claude Code. How its agents run, the goal check, team, benchmarks.
DeepSeek V4 Flash vs GPT 5.6 Sol: Cheapest Fast Model in 2026? | Moyi API
DeepSeek V4 Flash ($0.14/$0.28) vs GPT-5.6 Sol ($4/$20) with Fast mode — which is the cheapest fast coding model of 2026? We compare pricing, latency, context, agent benchmarks, and show a cost table that decides the argument.
DeepSeek V4 Flash: The Fastest Cheap Coding Model of 2026? | Moyi API
DeepSeek V4 Flash is the cheapest major coding API of 2026 at $0.14/$0.28 per million tokens. We tested the 0731 release, benchmarked it against V4 Pro and GPT-5.6 Sol, and show you how to route coding workloads to it for up to 64% cost savings.
DeepSeek V4 Pro vs Claude Fable 5: Coding Benchmark 2026 | Moyi API
DeepSeek V4 Pro vs Claude Fable 5 head-to-head: SWE-bench, LiveCodeBench, Codeforces, agentic coding, and a real cost-per-task analysis. V4 Pro costs up to 57x less per output token, but Fable 5 dominates on long-horizon agent tasks. Which should you route where?
GPT Fast Mode Explained: What OpenAI Fast Mode Is, 2× Price, and When It's Worth It
OpenAI Fast mode (formerly Priority processing, renamed July 30, 2026) runs GPT requests up to 2.5× faster for twice the Standard token price; GPT-5.6 Sol Fast is $8 / $40 per million tokens. How to turn it on with service_tier fast, which models support it, and when it is worth paying for.
How to Use GPT 5.6 Sol Fast Mode via the Moyi API API | Moyi API
A practical guide to GPT 5.6 Sol Fast mode through the Moyi API API: what it is, what it costs, how to enable service_tier "fast" in Chat Completions and Responses API, project-wide defaults, streaming, and latency tuning.
How to Use GPT 5.6 Sol Fast Mode via the Moyi API API | Moyi API
Step-by-step guide to enabling GPT 5.6 Sol Fast mode through the Moyi API API. Set service_tier to "fast" on Chat Completions or Responses, verify it's active, set project defaults, and cut latency up to 2.5x on one key.
Switching from Claude to DeepSeek V4 Pro: A Migration Guide 2026 | Moyi API
A step-by-step guide to migrating from Claude to DeepSeek V4 Pro in 2026. Compare costs, understand the Anthropic-to-OpenAI protocol change, configure Cline/opencode/OpenClaw, adapt your prompts, and set up a hybrid Claude+DeepSeek routing strategy.
Codex CLI vs Codex App: Terminal or Desktop GUI? (2026)
Codex CLI vs Codex app: pick the CLI for terminal work, scripts, SSH and CI; pick the desktop app for a GUI with visual diffs. Same models and sign-in for both.
Codex Request Blocked? Here Is Why and How to Fix It
Codex request blocked, or a command "rejected: blocked by policy"? The difference between blocked, timeout and quota errors, the most common causes, and step-by-step fixes, including how to route around regional blocks.
Codex Request Timed Out? 7 Fixes That Actually Work
Codex request timed out? Here are 7 fixes that actually work — from proxy and timeout config to API gateways and server-side causes. Diagnose and fix it fast.
Does Claude Work in China? Is It Blocked, and How to Use It After the VPN Bans (2026)
No: claude.ai and the official API are blocked in mainland China, and in October 2026 Anthropic suspended many Claude accounts used over a VPN. How to use Claude and Claude Code from China anyway: an API gateway that needs no Anthropic account, set up in minutes.
Is Codex an IDE? The Codex IDE Extension (VS Code, JetBrains), CLI and App Explained
Is Codex an IDE? No: it's an AI coding agent. How the Codex IDE extension for VS Code and JetBrains, the CLI, the web version and the desktop app fit together, and what to do when the VS Code extension says "Codex could not start".
Anthropic API Key: How to Get It and Add It to Claude Code
Get an Anthropic API key at console.anthropic.com and set it as ANTHROPIC_API_KEY for Claude Code. No card Anthropic accepts? Get a Claude key from Moyi API.
Claude API Recharge for Chinese Developers 2026: Complete Top-Up Guide | Moyi API
How to top up Claude API credits from China without an overseas bank card. Step-by-step Alipay/WeChat充值 walkthrough via Moyi API, avoid代充 scams, and cost optimization tips for Chinese developers in 2026.
Claude Code Setup: Install, API Key, First Run (Beginners)
Claude Code setup in 3 steps: install Node.js, run npm install -g @anthropic-ai/claude-code, add an API key and type claude in your project. Beginner fixes too.
Claude Code to Codex Migration Guide 2026: Transfer History, Settings, and Workflow
Moving from Claude Code to Codex in 2026? This guide covers migrating conversation history, custom commands, MCP servers, and API configs. Learn the fastest migration path with Moyi API as a unified gateway.
Claude Code vs Codex Comparison 2026: Features, Pricing, and Real-World Performance
Comprehensive Claude Code vs Codex comparison for 2026: feature breakdown, cost analysis, editing accuracy, multi-file refactoring benchmarks, and how to run both through a single Moyi API gateway.
Claude Complete Guide 2026: Download, Deploy, API Key, Proxy Setup | Moyi API
The ultimate Claude complete guide for 2026. Learn how to download and use Claude (Web, API, Claude Code, Claude Desktop), set up your API key, configure a proxy for China users, and unify everything through Moyi API.
Claude Fable 5.1 Beginner Guide 2026: Getting Started with Anthropic's Latest Model | Moyi API
Updated for Claude Fable 5.1 (Sept 2026): what Anthropic's new flagship actually changes vs Fable 5 — general availability, 1M context, the 75% cache-read cut, adaptive reasoning, and how Mythos 5.1 fits in — plus how to make your first API call and set it up in Claude Code.
Claude Fable 5.1 Migration Guide 2026: From Older Models to the Latest Release
Updated for Claude Fable 5.1 (Sept 2026): the three breaking API changes — forced tool calls now return 400 errors, thinking-block restrictions, conversation-history editing limits — plus the new model ID, 75% cheaper cache reads, and a full migration checklist.
Claude Payment Methods & Declined Card Fixes (No PayPal)
Claude payment works by credit or debit card, or App Store/Google Play in its apps; no PayPal. Card declined? Use Claude via API with Alipay on Moyi API.
Claude Proxy Setup for China Users 2026: Complete Configuration Guide | Moyi API
Complete guide to Claude proxy setup for China users in 2026. Learn VPN, relay station, and direct gateway approaches for Claude Code and Claude Web, with step-by-step configuration for reliable access without blocked requests.
Gemini vs Codex vs Claude Code: Does Gemini Have a Codex?
Yes: Gemini CLI is Google's answer to Codex and Claude Code, a terminal coding agent. How the three compare on features, pricing, benchmarks, and which to use.
How to Use Claude in China 2026: Complete Guide for Chinese Users | Moyi API
A comprehensive guide to accessing and using Claude in China in 2026. Covers VPN, mirror sites, relay stations, and direct gateway methods. Learn why Moyi API is the most stable approach for Chinese users.
Install Claude CLI on Windows, Mac & Linux (Claude Code)
Install Claude CLI (Claude Code) with npm install -g @anthropic-ai/claude-code on Windows, macOS or Linux. No Claude plan? Run it with a Moyi API API key.
'codex' Is Not Recognized on Windows: Fix PATH, PowerShell, WSL2
'codex' is not recognized as an internal or external command, or as the name of a cmdlet? Add npm's global folder to PATH. Plus execution policy and WSL2 fixes.
Can't Access Codex from China? Real Causes and Stable Solutions (2026)
Codex is inaccessible in China due to GFW DPI/SNI blocking, DNS poisoning, and IP-based geo-restrictions. This article explains why CLI fails even when the browser works, and recommends a VPN-free fix: a compatible API gateway like Moyi API with a one-line baseUrl change.
Codex "Request Timed Out" or "Stream Disconnected": How to Fix
Codex says "request timed out" or "stream disconnected before completion" when it can't reach the API. Why the terminal skips your proxy and how to fix it.
Codex Account Ban Risks: A Complete Guide for Chinese Developers (2026)
What triggers an OpenAI/Codex account ban? Phone number risk scoring, payment source audits, multi-account linking, and abnormal API Key usage patterns. This article explains each trigger and offers a mitigation strategy through Moyi API, which eliminates the need for an OpenAI account entirely.
Codex Can't Log In or Account Banned? Emergency Guide for Developers
Can't log into your OpenAI Codex account or got banned? This guide covers common account issues and the Moyi API API gateway solution that lets you use Codex, Claude Code, and Gemini CLI without a native account.
Codex China Alternatives: The Complete 2026 Guide
A comprehensive comparison of four alternatives for using Codex from China: API relay/gateway (Moyi API, as low as 10% of official pricing), self-configured proxy, alternative AI coding agents, and domestic coding tools. Includes detailed setup guides and cost comparison.
Codex CLI vs Web vs Desktop App vs IDE Plugin: Which One Is Right for You
An in-depth comparison of Codex CLI, Web, Desktop App, and IDE plugins. Compare network requirements, feature completeness, billing, and usability for Chinese developers. Find the best entry point for your workflow.
Codex Login with an API Key: Set, Change or Switch from ChatGPT Sign-in
How to switch Codex from ChatGPT sign-in to an API key, change or replace the key, set OPENAI_API_KEY, point config.toml at a gateway, and fix invalid-key, balance and model-permission errors.
Codex Proxy Settings (2026): HTTPS_PROXY, ~/.codex/.env, Network Proxy, npm, Git and WSL2
How to set a proxy for Codex: HTTPS_PROXY / HTTP_PROXY / NO_PROXY in the terminal and in ~/.codex/.env, npm and Git proxies, WSL2 and IDEs, and what Codex's built-in network proxy ([permissions.<profile>.network]) does and does not do.
Codex Rate Limits and "Quota Exceeded": ChatGPT Plan Limits vs API Key Limits (2026)
Codex says "Quota exceeded. Check your plan and billing details", "Too many requests" or insufficient_quota? Signed in with ChatGPT, it's your plan's five-hour and weekly Codex limits; with an API key, it's balance, RPM/TPM rate limits or a spend cap. How to tell which and fix it.
Codex Usage Cost Too High? Moyi API Slashes API Fees to 1/10
Codex API costs eating your budget? Moyi API's API gateway offers >99% cache hit rates and floating rates as low as 10-20% of official pricing, with unified access to Codex, Claude Code, and Gemini CLI.
Codex vs Claude Code vs Gemini CLI: 2026 AI Coding Agent Deep Comparison
An in-depth comparison of Codex, Claude Code, and Gemini CLI — the three leading AI coding agents. Compare usage experience, model capabilities, network availability, costs, and learn how Moyi API provides unified access to all three.
How to Use Codex in China: 2026 Complete Guide for Developers (Including Moyi API)
Complete guide for Chinese developers to use Codex CLI—from native account registration and VPN setup to the Moyi API API gateway. Supports Codex, Claude Code, and Gemini CLI unified access.
Native Codex Account Too Much Hassle? Moyi API Is the Shortcut for Chinese Devs
Chinese developers face overseas bank cards, VPN requirements, and account bans when signing up for OpenAI Codex. Moyi API API gateway provides hassle-free access in under 1 minute.
No Overseas Bank Card for Codex? How Chinese Developers Pay for OpenAI API (2026)
Can't pay for Codex without an overseas bank card? OpenAI API requires an international credit card, blocking most Chinese developers. This article explains the payment barriers and presents a viable alternative — Moyi API, which accepts Alipay top-ups, no credit card needed, one Key for Codex, Claude Code, and Gemini CLI.
CC Switch Provider Ranking 2026: How to Choose the Best Backend Provider
CC Switch ships with 50+ built-in providers — which one should you choose? This article compares providers across 5 dimensions: cache hit rate, pricing, stability, latency, and support. Moyi API tops the ranking with 99.3% cache hit rate.
CC Switch vs VPN: The Ultimate Solution to Local Routing Conflicts
CC Switch keeps disconnecting, showing 'reconnecting', losing config? This article dives into the technical root cause of CC Switch local routing conflicts with system proxies, compares local routing vs direct gateway architecture, and provides a complete migration path to Moyi API's direct gateway solution.
CC Switch: From Zero to Pro (2026 Complete Tutorial)
What is CC Switch, how to install it, and how to configure it? This is the most comprehensive CC Switch tutorial covering installation, provider management, troubleshooting, team collaboration, and advanced multi-provider load balancing. Designed for newcomers.
Claude Code Usage Limits and Quota (2026): 5-Hour and Weekly Limits, API Rate Limits, Context Size
Claude Code limits explained: the five-hour session and weekly usage limits on Pro, Max 5x and Max 20x, Anthropic API rate limits by usage tier (RPM, ITPM, OTPM), and the 1M-token context and 128K output limits of current Claude models, with what each limit message means and what to do.
LLM API Cost Optimization Guide: From Bill Shock to Fine-Tuned Operations
API costs spiraling out of control? This article starts from the LLM API bill structure, analyzes the 5 most common cost explosion causes, and delivers practical solutions including caching strategies, model routing, request optimization, and cost monitoring. Real case study: monthly bill from $1,200 to $180.
LLM Gateway Selection Guide 2026: OpenRouter vs Moyi API vs LiteLLM vs Cloudflare AI Gateway
With more LLM gateway options than ever, how should technical decision-makers choose? This article compares six major solutions — OpenRouter, Moyi API, LiteLLM, Cloudflare AI Gateway, Helicone, and Portkey — with a decision tree framework and migration paths.
Moyi API vs OpenRouter: In-Depth LLM Gateway Comparison (2026)
What's the difference between Moyi API and OpenRouter? Which one is better for Claude Code and Codex users? This article compares pricing, cache hit rates, routing strategies, latency, and China-market friendliness to help you choose.
Relay Station Safety Guide 2026: Safe Harbor or Risk Source Under the Ban Wave?
Under the 2026 ban wave, developers are questioning relay station safety. Will a relay station steal your tokens? Will it get your account banned? This article provides a 5-point safety checklist and dives into the security architecture that compliant relay stations should have.
2026 Relay Service Comparison Review: Claude, CC, and Major Platforms — Which Is Worth Using
How to conduct a fair relay service review in 2026? This article presents a reproducible five-dimensional evaluation method — cache hit rate, stability, pricing, protocol compatibility, and model substitution — compares the differences between mainstream approaches, and explains why Moyi API leads in composite score under this framework.
Are Claude / CC / Codex Relay Services Reliable? How to Tell in 2026
Are Claude, CC, and Codex relay services actually trustworthy? This article starts with a direct conclusion, then provides five self-test signals and a method for verifying whether Opus is genuine — teaching you how to distinguish legitimate relay services from adulterated ones, and why direct gateways are more reliable than account pool relays.
Best AI Relay Platforms & Token Relay Services: How to Choose a Compliant API Gateway
How to pick a safe and reliable AI relay platform or token relay service? This article lays out compliance-first selection criteria — legitimate upstream providers, transparent pricing, and stable service — explains the real value of a compliant API gateway, and shows how Moyi API achieves compliant direct connections with published rates and official upstream.
Best Relay API Providers for CC Switch: How to Choose a Channel That Doesn't Cut Corners
Which relay API provider is the best value in CC Switch? This article presents 4 hard criteria (cache hit rate, published pricing, no charge for failures, direct connection support), explains why account pool relays ruin the CC Switch experience and silently swap models, and demonstrates the complete setup for Moyi API, which achieves >99% cache hit rate, in CC Switch.
CC Switch Proxy Conflicts: Complete Guide to Fixing Reconnecting and Connection Errors
Getting constant reconnecting, connection failures, or proxy conflicts with CC Switch? This article explains the root cause (local proxy handshake loop with system proxy), provides a quick reference table for 401/402/502/400 errors, shows how to permanently fix configuration reverting to flash, and presents the Moyi API direct baseUrl solution that eliminates proxy conflicts entirely.
CC Switch vs CCX: Which to Choose, Key Differences, and How to Migrate
CC Switch vs CCX — how do you choose? This article first clarifies what CC Switch is (don't confuse it with a VPN), compares the two tools with a feature table, provides step-by-step migration instructions from CCX to CC Switch, and explains why pairing either tool with a quality gateway like Moyi API delivers the best experience.
Claude Mirror Sites vs Relay Services: What's the Difference and Which One Is Right for You (2026)
What are the mechanical differences between Claude mirror sites, relay services, and direct connection gateways? This article uses a comparison table to explain the principles, risks, and target users for each, examines the account security, quality, and data privacy risks of mirror sites, and explains why direct connection gateways are more stable for developers using Claude Code and Codex.
Configuring Codex Relay/Direct Connection with CC Switch: One BaseUrl Setup
How to configure Codex relay or direct connection in CC Switch? This article explains why the /v1/responses protocol determines whether Codex can connect directly, provides step-by-step instructions for adding a Codex provider in CC Switch, compares relay vs. direct connection, and shows how to complete setup with a single Moyi API baseUrl.
How to Use Codex from Restricted Regions (2026): Avoiding Verification Tightening Pitfalls and the Most Stable Setup
How to use Codex from regions with restrictions? With verification tightening and payment limitations in 2026, this article outlines three available paths and their respective risks — including shared account pitfalls and the myth of phone-free registration — and explains why going through a direct gateway that supports /v1/responses like Moyi API is the most stable approach: just fill in a baseUrl, no verification issues.
What Is Moyi API and Is It Trustworthy? The Best LLM Router for Claude Code, Self-Proven
What is Moyi API and is it trustworthy? A one-line definition (an Agent-native LLM gateway, not an account-pool relay), three verifiable facts that prove it out, and honest answers to the three big fears: vanishing, model-swapping, and account bans.
Build a Full-Power AI Coding Setup: Installing CC Switch and Configuring Moyi API
CC Switch manages Claude Code, Codex, Gemini CLI and other agent configs from one place, with hot-swappable API routing. This guide walks you through installing CC Switch and connecting it to Moyi API, a unified LLM gateway built for agent workloads, so you avoid the runaway bills caused by broken prompt caching.
How to Choose a Claude Code Relay Station in 2026: Picking One That Doesn't Cut Corners
How do you judge a Claude Code relay station? This article lays out the community's five-point checklist, compares relay stations, mirror sites, and direct gateways, and shows how Moyi API proves itself point by point: public rate tables, tiered discounts, and no local router.
How to Choose a Codex Relay Station in 2026: Carpooling Risks vs. a Direct Connection
Is a Codex relay station worth using? This article compares four ways to use Codex, account carpooling, paid top-ups, relay stations, and direct gateways, with a risk checklist and self-tests, then shows how a gateway that supports /v1/responses lets Codex connect with a single baseUrl.