Projects in Awesome Lists tagged with prompt-optimization

https://github.com/linshenkx/prompt-optimizer

An AI prompt optimizer for writing better prompts and getting better AI results.

ai-prompts ai-tools llm prompt prompt-engineering prompt-optimization prompt-optimizer prompt-testing prompt-toolkit prompt-tuning

Last synced: 25 Apr 2026

https://github.com/zou-group/textgrad

TextGrad: Automatic ''Differentiation'' via Text -- using large language models to backpropagate textual gradients.

ai-optimization compound-systems large-language-models prompt-optimization textual-gradients

Last synced: 13 May 2025

https://github.com/abilzerian/llm-prompt-library

My personal prompt library for various LLMs + scripts & tools. Suitable for models from Deepseek, OpenAI, Claude, Meta, Mistral, Google, Grok, and others.

adaptive-learning meta-prompting multimodal prompt prompt-engineering prompt-evaluation prompt-generator prompt-injection prompt-learning prompt-management prompt-optimization prompt-template prompt-toolkit prompt-tuning promptengineering prompting rag text-analysis

Last synced: 20 Apr 2025

https://github.com/microsoft/trace

End-to-end Generative Optimization for AI Agents

agentic-agi agentic-workflow agents ai autodiff compound-systems end-to-end generative-optimization large-language-models llm machine-learning optimization optimizer prompt-optimization python

Last synced: 14 May 2025

https://github.com/teilomillet/gollm

Unified Go interface for Language Model (LLM) providers. Simplifies LLM integration with flexible prompt management and common task functions.

ai anthropic dspy genai generative-ai generative-ai-tools go golang groq language-model llm openai prompt-engineering prompt-optimization structured-output

Last synced: 13 May 2025

https://github.com/microsoft/Trace

End-to-end Generative Optimization for AI Agents

agentic-agi agentic-workflow agents ai autodiff compound-systems end-to-end generative-optimization large-language-models llm machine-learning optimization optimizer prompt-optimization python

Last synced: 06 Aug 2025

https://github.com/vibe-log/vibe-log-cli

A CLI tool for logging and analyzing Claude Code and Cursor ai-driven coding session.

ai-assisted-development ai-coding ai-coding-assistant analysis claude claude-code cursor dev-analytics developer-analytics developer-productivity logging productivity project-management prompt-engineering prompt-optimization session-analytics tui vibe-coding workflow-optimization

Last synced: 19 Apr 2026

https://github.com/shobrook/promptimal

A very fast, very minimal prompt optimizer

evolutionary-algorithm genetic-algorithm prompt-engineering prompt-learning prompt-optimization prompt-tuning

Last synced: 25 Dec 2025

https://github.com/automl/promptolution

A unified, modular Framework for Prompt Optimization

automated-prompt-engineering automated-prompt-optimization llm prompt prompt-engineering prompt-optimization prompt-tuning

Last synced: 21 Feb 2026

https://github.com/zerosumeval/zerosumeval

A framework for pitting LLMs against each other in an evolving library of games ⚔

dspy games large-language-models llm-evaluation open-source prompt-optimization

Last synced: 13 May 2025

https://github.com/OmidZamani/dspy-skills

Collection of Claude Skills for DSPy framework - program language models, optimize prompts, and build RAG pipelines systematically

agent-skills claude-code claude-skills dspy llm prompt-optimization rag

Last synced: 07 Feb 2026

https://github.com/kochetkov-ma/claude-brewcode

Brewcode - full-featured development platform for Claude Code: infinite focus tasks with automatic context handoff, prompt optimization, skill/agent creation, quorum code reviews, project rules management, and knowledge persistence

ai-agents brewcode claude-code claude-code-plugin code-review context-management developer-tools prompt-optimization task-automation

Last synced: 10 Apr 2026

https://github.com/finitearth/capo

We introduce CAPO, a novel prompt optimization algorithm that integrates racing and multi-objective optimization for cost-efficiency and leverages few-shot examples and task descriptions, outperforming SOTA discrete prompt optimization methods.

automated-prompt-engineering automated-prompt-optimization llm prompt prompt-engineering prompt-optimization prompt-tuning

Last synced: 17 Jan 2026

https://github.com/superbrucejia/promptcraft

PromptCraft is a prompt perturbation toolkit from the character, word, and sentence levels for prompt robustness analysis. PyPI Package: pypi.org/project/promptcraft

character-editing large-language-models llm llm-robustness llms llms-adversarial-attack natural-language-prompts prompt prompt-engineering prompt-generator prompt-optimization prompt-perturbation prompt-robustness prompt-toolkit sentence-paraphrasing word-manipulation

Last synced: 25 Oct 2025

https://github.com/exponential-os/prompt-engineering-in-action

Prompt engineering techniques that work in practice. Co-Dialectic: your AI coaches your prompts, you coach its answers. Paste one file into any AI. Five systems activate automatically — personas, prompt coaching, context management, auto-learning, teaching. Free and open-source.

ai-prompts ai-tools chatgpt claude co-dialectic co-intelligence free-tools gemini human-ai-collaboration llm open-source prompt-engineering prompt-optimization prompt-patterns socratic-prompting

Last synced: 29 Apr 2026

https://github.com/ttcs60cntt3/meta-ai-orchestrator

🐙 Meta-AI Orchestrator unifies multiple LLMs with dynamic routing, RAG search, and DAG pipelines for enterprise AI workloads across providers, with observability and QA.

async automation context-management copilot dspy game-ai-framework llm llm-orchestration machine-learning multi-agent-systems multi-llm openai opentelemetry performance prompt-optimization rag vector-database workflow

Last synced: 07 Apr 2026

https://github.com/amey-thakur/mathematics-distillation-challenge

algebra algebraic-equations amey ameyarc ameythakur challenge equational-logic equational-programming equational-reasoning equational-theory magma math-olympiad mathematical-programming mathematics prompt-optimization sair sair-lab

Last synced: 07 Apr 2026

https://github.com/MrTsepa/autoevolve

AI agent evolving strategies through automated self-play overnight. Generic framework with GEPA-inspired feedback loop and Elo tracking.

agent-evals ai-agents autonomous-agents evolutionary-algorithms game-ai genetic-algorithm llm-agents prompt-optimization python self-play

Last synced: 26 Apr 2026

https://github.com/bjornmelin/ai-powered-development-prompts

Expert-level prompt templates for modern software development using AI pair programming.

agents generative-ai prompt-engineering prompt-optimization prompt-template python reference typescript

Last synced: 13 Apr 2025

https://github.com/tverney/llm-proxy-babylon

Multilingual LLM proxy that optimizes non-English prompts for better quality, lower token costs, and stronger safety alignment

ai-safety aws-bedrock cost-optimization language-detection llm low-resource-languages multilingual openai-api prompt-optimization proxy token-optimization translation

Last synced: 20 Apr 2026

https://github.com/yinsang0910-star/prompt-rewrite

ai claude-code deepseek nlp prompt-engineering prompt-optimization python

Last synced: 01 Jun 2026

https://github.com/relic71/carafagio

CaRaFagio transforms Claude into your complete generative art assistant with compressed knowledge of art history, techniques, and AI model expertise - just chat naturally and create.

ai-art ai-assistant ai-creativity art-history artistic-knowledge artistic-reference claude-ai comfyui creative-ai diffusion-models flux-ai generative-art image-generation machine-learning midjourney-alternative prompt-engineering prompt-optimization sdxl stable-diffusion text-to-image

Last synced: 29 Oct 2025

https://github.com/apartsinprojects/synsmith

Multi-Objective Prompt Debugging for Realistic, Diverse, and Attribute-Controlled Synthetic Data Generation

active-learning data-augmentation llm prompt-engineering prompt-optimization research synthetic-data

Last synced: 03 Jun 2026

https://github.com/xvvcs/wdym

Wdym is a lightweight macOS app that instantly turns your messy speech-to-text into sharp, AI-ready prompts with a single shortcut. Works with any app - Claude Code, Cursor, OpenCode. You name it.

ai-tool open-source prompt-engineering prompt-optimization prompt-tuning

Last synced: 08 Mar 2026

https://github.com/shinpr/rashomon

Compare, improve, and verify prompt changes with evidence — not vibes.

ai-tools claude-code developer-tools llm prompt-engineering prompt-evaluation prompt-optimization

Last synced: 18 May 2026

https://github.com/fswair/fswair

Applied AI & Python Engineer

acp agents cpp dspy fastapi flask gepa logfire mcp prompt-optimization pydantic pydantic-ai python skills

Last synced: 01 Apr 2026

https://github.com/henryhamon/dc-toon

Token-Oriented Object Notation (TOON) encoder/decoder for InterSystems IRIS ObjectScript – a compact, human-readable alternative to JSON that cuts LLM prompt size by ~30–50% while preserving full structure for RAG and agents.

intersystems-iris json-alternative llm objectscript prompt-optimization rag token-economy token-efficiency token-oriented-object-notation toon

Last synced: 28 Jan 2026

https://github.com/nshkrdotcom/gepa_ex

Elixir implementation of GEPA: LLM-driven evolutionary optimization using Pareto-efficient search for text-based systems. Features OpenAI/Gemini integration, BEAM concurrency, OTP supervision, 218 tests with 75% coverage.

ai-optimization artificial-intelligence beam concurrent-programming elixir erlang erlang-otp evolutionary-algorithms functional-programming gemini genetic-algorithms llm machine-learning metaheuristics multi-objective-optimization openai optimization otp pareto-optimization prompt-optimization