algorithmicsuperintelligence/optillm - OSS Alternative - Discover Top Open Source Alternatives to Popular Software
AI Inference Optimization Proxy
3.5k 2026-04-30

algorithmicsuperintelligence/optillm

OptiLLM is an OpenAI API-compatible inference proxy that uses 20+ state-of-the-art techniques to significantly boost LLM accuracy and performance on reasoning tasks without requiring any training.

Core Features

Instant Improvements: 2-10x better accuracy on math, coding, and logical reasoning.
Drop-in Replacement: Works with any OpenAI-compatible API endpoint.
20+ Optimization Techniques: From simple best-of-N to advanced MCTS and planning.
Zero Training Required: Enhances existing LLM calls via proxy.
Multi-Provider Support: OpenAI, Anthropic, Google, Cerebras, and 100+ models via LiteLLM.

Quick Start

pip install optillm

Detailed Introduction

OptiLLM is an innovative optimizing inference proxy designed to dramatically enhance the accuracy and performance of Large Language Models (LLMs) on complex reasoning tasks. By implementing over 20 state-of-the-art techniques, including advanced methods like MCTS and planning, it achieves 2-10x improvements without any model training or fine-tuning. It acts as a drop-in replacement for OpenAI-compatible API endpoints, making it easy to integrate into existing workflows. Supporting multiple LLM providers, OptiLLM allows users to leverage frontier model capabilities from less powerful models, effectively bridging performance gaps through intelligent inference-time computation.

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