Multi Provider Llm Integration Via Mcp

via “mcp server architecture with multi-provider llm support”

ARIS ⚔️ (Auto-Research-In-Sleep) — Lightweight Markdown-only skills for autonomous ML research: cross-model review loops, idea discovery, and experiment automation. No framework, no lock-in — works with Claude Code, Codex, OpenClaw, or any LLM agent.

Unique: Abstracts LLM provider differences behind MCP protocol, enabling seamless switching between OpenAI, Anthropic, Ollama, and custom endpoints. Supports asymmetric model selection (fast executor + slow reviewer) with unified token budgeting and rate limiting. Most research tools lock into a single provider; ARIS enables provider-agnostic research automation.