# 🔀 Alternative Model Combinations > [← back to README](../README.md#12--alternative-model-combinations) · run ARIS with non-default executor / reviewer providers. Don't have Claude / OpenAI API access? You can swap in other models — same cross-model architecture, different providers. > ⭐ **We strongly recommend Claude + GPT-5.5 (default setup).** It's the most tested and reliable combination. Alternative setups work but may require prompt tuning. Beyond the default Claude × GPT-5.5 route, ARIS ships **10 alternative routes (Alt A-I + C.1)** covering Z.ai's GLM, Alibaba's Kimi/Qwen/GLM/MiniMax bundle, ModelScope's free DeepSeek-V3.1, Codex-as-executor with Claude or Gemini reviewers, and Google Antigravity as the executor.

Show full routing table — Default + Alt A-I × executor / reviewer / Claude-API needed / OpenAI-API needed / guide link

| | Executor | Reviewer | Need Claude API? | Need OpenAI API? | Guide | |---|----------|----------|:---:|:---:|-------| | **Default** ⭐ | Claude Opus/Sonnet | GPT-5.5 (Codex MCP) | Yes | Yes | [Quick Start](#quick-start) | | **Alt A** | GLM-5 (Z.ai) | GPT-5.5 (Codex MCP) | No | Yes | [Setup below](#alt-a-glm--gpt) | | **Alt B** | GLM-5 (Z.ai) | MiniMax-M3 | No | No | [MINIMAX_MCP_GUIDE](docs/MINIMAX_MCP_GUIDE.md) | | **Alt C** | Any CC-compatible | Any OpenAI-compatible | No | No | [LLM_API_MIX_MATCH_GUIDE](docs/LLM_API_MIX_MATCH_GUIDE.md) | | **Alt C.1** | Claude / any CC-compatible | OpenRouter pinned model via `llm-chat` | Optional | No | [OPENROUTER_GUIDE](docs/OPENROUTER_GUIDE.md) | | **Alt D** | Kimi-K2.5 / Qwen3.5+ | GLM-5 / MiniMax-M3 | No | No | [ALI_CODING_PLAN_GUIDE](docs/ALI_CODING_PLAN_GUIDE.md) | | **Alt E** 🆓 | DeepSeek-V3.1 / Qwen3-Coder | DeepSeek-R1 / Qwen3-235B | No | No | [MODELSCOPE_GUIDE](docs/MODELSCOPE_GUIDE.md) | | **Alt F** | Codex CLI (GPT-5.5) | Codex `spawn_agent` (GPT-5.5) | No | Yes | [skills-codex/](skills/skills-codex/) | | **Alt G** 🆕 | Codex CLI | Claude Code CLI (`claude-review` MCP) | No* | No* | [CODEX_CLAUDE_REVIEW_GUIDE](docs/CODEX_CLAUDE_REVIEW_GUIDE.md) | | **Alt H** 🆕 | Antigravity (Claude Opus 4.6 / Gemini 3.1 Pro) | GPT-5.5 (Codex MCP) or any via llm-chat | No | Optional | [ANTIGRAVITY_ADAPTATION](docs/ANTIGRAVITY_ADAPTATION.md) | | **Alt I** 🆕 | Codex CLI | Gemini direct API (`gemini-review` MCP) | No | No | [CODEX_GEMINI_REVIEW_GUIDE](docs/CODEX_GEMINI_REVIEW_GUIDE.md) |

**How to choose:** - **Default** — you have Claude + OpenAI access and want the most tested route. - **Alt A** — only swap Claude for GLM, keep GPT-5.5 as reviewer via Codex MCP. - **Alt B** or **Alt E** — no Claude API, no OpenAI API (Alt E is free via ModelScope). - **Alt C** or **Alt D** — OpenAI-compatible mix-and-match (Alt D = one Alibaba key for both sides). - **Alt C.1** — [OpenRouter](docs/OPENROUTER_GUIDE.md) as an opt-in `llm-chat` reviewer backend: one key, many models; pin a concrete reviewer model and keep it in a different family from the executor. - **Alt G** or **Alt I** — Codex stays as executor, only the reviewer changes (Claude or Gemini). - **Alt H** — Antigravity as the executor (Claude Opus 4.6 or Gemini 3.1 Pro), GPT-5.5 or any `llm-chat` reviewer. \* Alt G normally relies on local Codex CLI and Claude Code CLI logins. Direct API keys are optional, not required.

Show detailed provider notes for Alt C/D/E/G/H/I

**Alt C** supports tested providers: GLM (Z.ai), Kimi (Moonshot), LongCat (Meituan) as executors; DeepSeek, MiniMax as reviewers. Any OpenAI-compatible API should also work via the generic [`llm-chat`](mcp-servers/llm-chat/) MCP server. **Alt D** uses [Alibaba Coding Plan](https://bailian.console.aliyun.com/) — one API key for both executor and reviewer, 4 models included (Kimi, Qwen, GLM, MiniMax). **Alt E** uses [ModelScope](https://www.modelscope.cn/) — **free** (2000 calls/day), one key, no automation restrictions. **Alt G** keeps Codex as executor but swaps the reviewer to Claude Code CLI via the local `claude-review` MCP bridge, with async polling for long paper/review prompts. **Alt H** uses [Google Antigravity](https://antigravity.google/) as the executor with native SKILL.md support — choose Claude Opus 4.6 (Thinking) or Gemini 3.1 Pro (high) as the execution model. **Alt I** keeps Codex as executor, adds only a thin `skills-codex-gemini-review` overlay, and routes the reviewer-aware predefined skills through the local `gemini-review` MCP bridge with direct Gemini API by default. It is the closest Gemini analogue to the existing Codex+Claude review path, while minimizing skill changes and now also covers poster PNG review via the same bridge. Free-tier availability, rate limits, and data-use terms remain subject to Google's current policy.

### 12.1 Alt A: GLM + GPT Only replace the executor (Claude → GLM via Z.ai), keep GPT-5.5 as reviewer via Codex MCP. Codex CLI reuses your existing `OPENAI_API_KEY` (from `~/.codex/config.toml` or environment); no extra reviewer-side config.

Show Alt A setup commands and ~/.claude/settings.json

```bash npm install -g @anthropic-ai/claude-code npm install -g @openai/codex codex setup # set model to gpt-5.5 ``` Configure `~/.claude/settings.json`: ```json { "env": { "ANTHROPIC_AUTH_TOKEN": "your_zai_api_key", "ANTHROPIC_BASE_URL": "https://api.z.ai/api/anthropic", "API_TIMEOUT_MS": "3000000", "ANTHROPIC_DEFAULT_HAIKU_MODEL": "glm-4.5-air", "ANTHROPIC_DEFAULT_SONNET_MODEL": "glm-4.7", "ANTHROPIC_DEFAULT_OPUS_MODEL": "glm-5" }, "mcpServers": { "codex": { "command": "/opt/homebrew/bin/codex", "args": ["mcp-server"] } } } ```

### 12.2 Alt B: GLM + MiniMax No Claude or OpenAI API needed. Uses a custom MiniMax MCP server instead of Codex (because MiniMax doesn't support OpenAI's Responses API). Full guide: [`docs/MINIMAX_MCP_GUIDE.md`](docs/MINIMAX_MCP_GUIDE.md). ### 12.3 Alt C: Any Executor + Any Reviewer Mix and match freely using the generic `llm-chat` MCP server. Supports any OpenAI-compatible API as reviewer. Full guide: [`docs/LLM_API_MIX_MATCH_GUIDE.md`](docs/LLM_API_MIX_MATCH_GUIDE.md). Example combinations: GLM + DeepSeek, Kimi + MiniMax, Claude + DeepSeek, LongCat + GLM, etc. ### 12.4 After Setup: Install Skills & Verify Use the project-local symlink install from [§ Install Skills above](#install-skills) — that's the recommended path for all routes. The global-copy fallback below also works if you prefer everything under `~/.claude/skills/`.

Show global-copy fallback install commands and the non-Claude executor verification prompt

```bash git clone https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep.git cd Auto-claude-code-research-in-sleep cp -r skills/* ~/.claude/skills/ claude ``` > **⚠️ For non-Claude executors (GLM, Kimi, etc.):** Let the model read through the project once to ensure skills are correctly parsed. This is especially important if you've [rewritten skills](#alternative-model-combinations) to use a different reviewer MCP (e.g., `mcp__llm-chat__chat` instead of `mcp__codex__codex`) — the new executor needs to understand the changed tool call patterns: > > ``` > Read through this project and verify all skills are working: > /idea-creator, /research-review, /auto-review-loop, /novelty-check, > /idea-discovery, /research-pipeline, /research-lit, /run-experiment, > /analyze-results, /monitor-experiment, /pixel-art > ```

> ⚠️ **Note:** Alternative models may behave differently from Claude and GPT-5.5. You may need to tune prompt templates for best results. The core cross-model architecture remains the same.