Prompt Tuning Python Packages

gliner

Generalist and Lightweight Model for Named Entity Recognition (Extract any entity types from texts)

prompt-poet

Streamlines and simplifies prompt design for both developers and non-technical users with a low code approach.

tapeagents

TapeAgents is a framework that facilitates all stages of the LLM Agent development lifecycle

sentrytriage

Local AI Sentry triage with FastAPI dashboard, thumbs feedback, tune-prompt, A/B evaluate. Multi-source: tesla/wyze/reolink/unifi/ring/nest.

tree-of-thoughts

Plug in and Play Implementation of Tree of Thoughts: Deliberate Problem Solving with Large Language Models that Elevates Model Reasoning by atleast 70%

agentic-store-mcp

AgenticStore: The secure toolkit for AI agents. Instantly equip Claude Desktop, Cursor, and Windsurf with 27+ MCP tools, persistent memory, and SearXNG search, all protected by a built-in PII prompt firewall to protect your data from being exposed to AI agents.

textlasso

Simple packege for working with LLM text responses and prompts.

docoreai

DoCoreAI is a next-gen open-source AI profiler that optimizes reasoning, creativity, precision and temperature in a single step—cutting token usage by 15-30% and lowering LLM API costs

sammo

A library for prompt engineering and optimization (SAMMO = Structure-aware Multi-Objective Metaprompt Optimization)

deltakg

A Library for Dynamically Editing PLMs-Based Knowledge Graph Embeddings.

aydie-prompt-forge

A modern toolkit for creating, managing, and testing LLM prompts as code.

lopace

Lossless Optimized Prompt Accurate Compression Engine

cognify-ai

The Automated Optimizer for GenAI Workflows

vibeprompt

🦩VibePrompt. A lightweight Python package for adapting prompts by tone, style, and audience. Built on top of LangChain, VibePrompt supports multiple LLM providers and enables structured, customizable prompt transformations for developers, writers, and researchers.

segmate

SegMate package

promptify

Use GPT or other prompt based models to get structured output

genetic-prompt-lab

GeneticPromptLab uses genetic algorithms for automated prompt engineering (for LLMs), enhancing quality and diversity through iterative selection, crossover, and mutation, while efficiently exploring minimal yet diverse samples from the training set.

dynamic-prompting

Dynamic Few-Shot Prompting is a Python package that dynamically selects N samples that are contextually close to the user's task or query from a knowledge base (similar to RAG) to include in the prompt.

prompt-hyperopt

Reliable language-model prompts through templates, calibration, and hyperparameter optimization

kgeditor

PromptKG Family: a Gallery of Prompt Learning & KG-related research works, toolkits, and paper-list.

promptdrifter

🧭 PromptDrifter – one‑command CI guardrail that catches prompt drift and fails the build when your LLM answers change.

promptimal

A very fast, very minimal prompt optimizer

state-op

A pipeline for Prompt-tuning