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Awesome-LLM-Prompt-Optimization: a curated list of advanced prompt optimization and tuning methods in Large Language Models

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LLM Optimization

Use this list with your AI agent

Add the Context Awesome MCP server to Claude, Cursor, or any MCP client, then ask:

"Show me llm optimization resources from awesome-llm-prompt-optimization"

Installation instructions →

What's inside

LLM Optimization

  • FutureAGI agent-opt

    AI game master with persistent memory for your characters and uploaded lore; solo or multiplayer, with 5e and Pathfinder 2e modes.

  • FutureAGI future-agi

    Open-source self-hostable end-to-end agent engineering and optimization platform unifying tracing, evals, simulations, datasets, gateway, and guardrails for LLM and AI agent applications.

  • Weco — eval-driven optimization with LangSmith/Langfuse

    Runs autoresearch code/prompt optimization directly against your existing LangSmith and Langfuse datasets and evaluators.

Showing a sample of 3 resources. View the full list on GitHub →