agent-optimization

OpenTelemetry-native SDK for AI agent observability, tracing, evaluation, debugging, governance, and runtime policy enforcement. Framework-agnostic and built for OpenAI Agents, LangGraph, CrewAI, and LLM applications in production.

Claude Code for DSPy: Comprehensive CLI to Optimize Your DSPy Code. our AI-Powered DSPy Development Assistant

RHO: Evolving Agents in the Dark — Retrospective Harness Optimization via Self-Preference. Improving LLM agents from unlabeled past trajectories (arXiv:2606.05922).

Tune your AI Agent to best meet its KPI with a cyclic process of analyze, improve and simulate

Optimize any AI agent’s skills, tools/MCP, and prompts against your own evals.

Security optimization for AI agent systems.

SuperOptiX: Full Stack Agentic AI Framework

Turbocharge your AI Agents with TurboQuant

Agentic Environment Optimization for Autonomous AI Agents

Auto consolidate all your Agent Runtimes. Share memory across your agents.Auto highly structured task analyzer.

Official MutagenT skills for AI coding agents — Claude Code plugin marketplace for prompt optimization, evaluation, and observability.

Community skills for Claude Code: token optimization, productivity workflows, and development best practices. All skills tested with TDD methodology (RED-GREEN-REFACTOR). Features rescue-tokens skill: 90% verbosity reduction, eliminates rate limits through 9 optimization patterns.

Real-world demos for Opik Agent Optimizer: improve prompts and agents with Opik, the open-source LLM observability and evaluation platform, built by Comet.

NoeticOS: the JIT compiler for agents. Adaptive runtime intelligence for production agents, per-task-class tuning of model, temperature, topP, maxTurns, retryBudget, and contextShare with confidence-bound bandits, deterministic canary rollouts, automatic rollback, and a complete decision audit log. Zero dependencies, TypeScript, edge-ready.

Leangetic CLI - turn your AI agent into a proven cheaper hybrid. Source-available client; the optimization service is hosted at leangetic.com.

Self-evolving agent optimization system — iteratively improves AI agents via hypothesis-driven code changes. Supports Claude Code and Kiro CLI.

Optional, independently switchable agent optimization pack for Ledgered Agent Memory Fabric.

Process-Aware Agent Evaluation and Reliability Optimization — Open Core and Public Evidence Release

The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.

Automatic optimization for multi-agent systems — prompts, config, communication, topology. OpenClaw-native.