Prompt Engineering Systems AI Agents
Tools and frameworks for designing, optimizing, and managing AI agent prompts through systematic approaches like prompt templates, multi-perspective reasoning, automatic optimization, and persona-based configuration. Does NOT include general LLM APIs, agent orchestration platforms, or domain-specific agent implementations.
There are 93 prompt engineering systems agents tracked. 1 score above 50 (established tier). The highest-rated is akougkas/wtf-p at 50/100 with 10 stars and 74 monthly downloads.
Get all 93 projects as JSON
curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=agents&subcategory=prompt-engineering-systems&limit=20"
Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.
| # | Agent | Score | Tier |
|---|---|---|---|
| 1 |
akougkas/wtf-p
The academic meta-prompting framework for AI agents like Claude Code, Gemini... |
|
Established |
| 2 |
edlsh/pi-ask-user
Interactive decision-gating extension for pi — lets AI agents ask users... |
|
Emerging |
| 3 |
leeex1/Quillan-Ronin
Attempt at A. G. I. Strive to enhance it through iterative processes,... |
|
Emerging |
| 4 |
appboypov/pew-pew-plaza-packs
AI-powered project management framework based on an opinionated view on... |
|
Emerging |
| 5 |
AKzar1el/god-prompt
The universal system prompt for AI software development. Enforces strict... |
|
Emerging |
| 6 |
Burhan-Q/proompt
Structured abstractions for object-oriented Python LLM prompts |
|
Emerging |
| 7 |
m3dcodie/prompt-contract
The formal framework for Context Engineering. Move from "un-deterministic "... |
|
Emerging |
| 8 |
aleeepassarelli/ACC
Minimalismo cirúrgico para engenharia de prompts: cada palavra com... |
|
Emerging |
| 9 |
sancovp/the_sanctuary_system
This is a repo where I, OVP, am trying to learn thru allegories... |
|
Emerging |
| 10 |
AbstergoSweden/VY-Prompt-Master
This repo is intended to be used to create prompt for VY (vercept.com) AI.... |
|
Emerging |
| 11 |
Umbraflamma/SANCTIS-cognitive-architecture
A model-agnostic layered cognitive framework for LLMs. Improves coherence,... |
|
Emerging |
| 12 |
Strategic-Automation/dspy-compounding-engineering
A local-first AI engineering agent that learns from your codebase using DSPy. |
|
Emerging |
| 13 |
SiliconeShojo/TagForge
Advanced AI tagging and prompt generation studio. |
|
Experimental |
| 14 |
gusthemole/lexideck
A modular, polymorphic, multi-agent framework for meta-prompting. |
|
Experimental |
| 15 |
trololollo78/Prompt-Engineering
🚀 Master prompt engineering to optimize AI interactions with guides,... |
|
Experimental |
| 16 |
gsepcore/gsep
🧬 GSEP — Genomic Self-Evolving Prompts | Make any AI agent self-evolving in... |
|
Experimental |
| 17 |
hungf1511/awesome-prompt-engineering
✨ Explore essential resources and techniques for effective prompt... |
|
Experimental |
| 18 |
mihazs/petk
Petk is an open-source CLI tool for creating, managing, and testing prompts... |
|
Experimental |
| 19 |
BenjaminPiette/craftswarm
One prompt, one app. Multi-agent AI engine that builds software projects... |
|
Experimental |
| 20 |
Zz-OnRoad/agent-persona-skill
English： AI Agent persona creation tool based on a three-layer cognitive... |
|
Experimental |
| 21 |
CantCode023/peo.ai
Optimize your prompts for better AI interactions. |
|
Experimental |
| 22 |
piyushkadam96k/prompts-for-ai
🧠 Explore the hidden system prompts of 30+ AI tools (Claude, GPT, Gemini, and more). |
|
Experimental |
| 23 |
gsepcore/pga-platform
🧬 GSEP — Genomic Self-Evolving Prompts | Make any AI agent self-evolving in... |
|
Experimental |
| 24 |
agent-arts/prompt-editor
基于 CodeMirror 6 的提示词编辑器，纯 TypeScript 实现，框架无关。 |
|
Experimental |
| 25 |
1nn0k3sh4/Kimi-Case-Battle-For-Pricing
This repository documents an unprecedented interaction between a human... |
|
Experimental |
| 26 |
DeanShandler123/promptier
Compose, lint, and trace LLM system prompts |
|
Experimental |
| 27 |
gabrielcardoso30/opencommands
Aumente sua produtividade com prompts validados para desenvolvimento e... |
|
Experimental |
| 28 |
LucioLiu/nuwa-mas-compiler
Nüwa (女娲): Self-evolving AI Agent Prompt Architect (自进化的AI智能体提示词架构师). Copy &... |
|
Experimental |
| 29 |
cosmaadrian/apo-feature-discovery
Repository for "Automatic Prompt Optimization for Dataset-Level Feature Discovery" |
|
Experimental |
| 30 |
edgeless-ai/prompt-engineering-os
The complete system for writing AI prompts that work in production. 30... |
|
Experimental |
| 31 |
Banyango/Cantina
A website for the margarita + lime + salt ecosystem |
|
Experimental |
| 32 |
rjspence3/dpsyAPI
DSPy API platform — deploy DSPy-optimized AI agents as REST APIs. 10-30x... |
|
Experimental |
| 33 |
Hassannewcode/AI-system-prompts
A list of AI system prompts and architectures that AI has given out through... |
|
Experimental |
| 34 |
bmf-san/prompt-registry
Personal prompts management system for AI agents. |
|
Experimental |
| 35 |
ramongs-dev/xml-prompt-docs
XML Prompt Docs & Generator |
|
Experimental |
| 36 |
jihadkhawaja/OneShotPrompt
one prompt, one shot, done. |
|
Experimental |
| 37 |
hckhanh/format-prompt
A utility to format prompts for a cleaner presentation and optimal token... |
|
Experimental |
| 38 |
broomva/prompt-library
Reusable, versioned prompt library for AI agents. Pull, push, and manage... |
|
Experimental |
| 39 |
ma-ziwei/fathom-mode
Your AI answers before it understands. Fathom Mode fixes that. |
|
Experimental |
| 40 |
Cinct00/ai-toolkit
Reusable agents, prompts, and orchestration systems for structured... |
|
Experimental |
| 41 |
sshkeda/ask-agi
Human-as-API for frontier models — compile prompts, deliver via Telegram,... |
|
Experimental |
| 42 |
dwgoldie/gestalt
A thinking protocol for language models |
|
Experimental |
| 43 |
Courtney9265/re-think_protocol
Transform probabilistic LLMs into deterministic state machines to improve... |
|
Experimental |
| 44 |
kakarotoncloud/prompt-atlas
A clean, auto-updated prompt library for real-world work: coding, data... |
|
Experimental |
| 45 |
elbenhawy007/Kimi-Case-Battle-For-Pricing
🛠️ Build a collaborative framework for pricing strategies using AI,... |
|
Experimental |
| 46 |
NeoSkillFactory/prompt-optimizer
Automatically analyzes and optimizes prompts for better LLM performance,... |
|
Experimental |
| 47 |
ramongs-dev/xml-prompt-agent
XML Prompt Agent |
|
Experimental |
| 48 |
AlexsanderHamir/PromptMash
PromptMash lets you spawn, and orchestrate AI agents. |
|
Experimental |
| 49 |
ajaxdude/speakprompt
A practical solution using Whisper.cpp & Llama.cpp for anyone wanting to... |
|
Experimental |
| 50 |
mmorerasanchez/democrito
Visual foundation for prompt-x —prompt engineering workspace— lately... |
|
Experimental |
| 51 |
Beunec/asps
ASPS™ is not a prompt engineering technique. It is a three-layer skill... |
|
Experimental |
| 52 |
uwence/shadow-genesis
er self-replicating prompt-engineering |
|
Experimental |
| 53 |
breezy89757/AiLabShowcase
All-in-one AI Lab Showcase featuring Prompt Optimizer, Smart Optimization... |
|
Experimental |
| 54 |
aschuman0/promptmd
A VS Code (and related IDEs) extension that provides a custom editor for prompt files |
|
Experimental |
| 55 |
benkimz/promptx
The Prompt-as-Code Specification - write executable programs in natural... |
|
Experimental |
| 56 |
n3roc/the_cortex_method
A paradigm shift in prompt engineering for massive context LLMs (Gemini... |
|
Experimental |
| 57 |
daniel-st3/ai-analytics-prompt-playbook
A strict-mode AI prompt and automation playbook for modern data teams.... |
|
Experimental |
| 58 |
nicorickert/prompt-trunk
Decouple prompts from your codebase. A centralized registry for AI agent... |
|
Experimental |
| 59 |
djeada/llm-queries
Practical Tips for Getting the Most Out of GPT and Other Large Language Models |
|
Experimental |
| 60 |
ChrisSc/prompt-chaining
Turnkey prompt-chaining template for Claude/OpenAI workflows.... |
|
Experimental |
| 61 |
forxhunter/Scientific-Project-Initiation-Prompt-Workflow
This project include the prompts to initalize a genral scientific project... |
|
Experimental |
| 62 |
KazKozDev/dspy-prompt-optimizer
AI agent that writes DSPy programs for you. Task description + examples →... |
|
Experimental |
| 63 |
danielrosehill/System-Prompt-Generation-Configurations
System prompts for using AI tools to generate and improve system prompts |
|
Experimental |
| 64 |
ubugeeei/start
The initial prompts for my projects (Rust, TypeScript, Vue) |
|
Experimental |
| 65 |
AwakeningCore/FractalPresenceCore
System prompt invoking differential mirror. |
|
Experimental |
| 66 |
Brew-and-Bugs-with-Ayush/MetaMind_Tuner
A meta-cognitive prompt-finetuning system designed to boost LLM... |
|
Experimental |
| 67 |
NeuralBlitz/epa
Ethical Prompt Architecture |
|
Experimental |
| 68 |
pablo-chacon/Adversarial-LLM-Threats
The triad of noisy prompts, weighted prompts, and context-key poisoning... |
|
Experimental |
| 69 |
Dean-H-H/ai-report-parser
📋 AI Agent skill pack for parsing structured reports. AI文档解析技能包 |
|
Experimental |
| 70 |
ranitraj/multi-agent-prompt-optimizer
Auto prompt optimizer consisting of two specialized agents working together... |
|
Experimental |
| 71 |
kirt8330-crypto/Synthesis-mode-v8.5
Single-prompt multi-agent proto-AGI framework (Bro-Safe Mirror Edition) |
|
Experimental |
| 72 |
LAJBY/LAJBI
LAJBI: A powerful, structured prompt framework for multi-agent AI. Enables... |
|
Experimental |
| 73 |
slee124565/two_tips_for_llm_prompt
This project introduces two practical prompt engineering techniques,... |
|
Experimental |
| 74 |
stretchable-borsh402/free-ai-prompt-templates
Provide structured, free AI prompt templates using the RCTFE framework for... |
|
Experimental |
| 75 |
NafisRayan/Master-Prompt-Architect
A powerful, professionally designed web application for generating... |
|
Experimental |
| 76 |
mabu96/system-prompts-reference
Curated collection of system prompts from 35+ AI products (Claude, GPT,... |
|
Experimental |
| 77 |
gentic-ai/askable-widget
Askable Widget Docs |
|
Experimental |
| 78 |
YoRez/agi-in-md
Map cognitive prompts to markdown to enhance language models’ reasoning and... |
|
Experimental |
| 79 |
skandardjerah/Optimize-My-Prompt
Full-stack AI application for prompt enhancement, code review, and SQL generation |
|
Experimental |
| 80 |
haneef1104/Prompt-Factory
🚀 Generate high-quality AI prompts with Prompt Factory, a multi-agent system... |
|
Experimental |
| 81 |
Yashraghuvans/Apex-ai-brain
An agentic framework and prompt architecture |
|
Experimental |
| 82 |
nabinkhair42/ai-agent-configurations
A curated collection of specialized AI agent system prompts for development,... |
|
Experimental |
| 83 |
arenagroove/augmented-intelligence-toolkit
Modular prompt system for transparent, multi-perspective, non-human AI reasoning. |
|
Experimental |
| 84 |
rokoss21/FACET
FACET (Feature‑Aware Contracted Extension for Text) is a human‑readable,... |
|
Experimental |
| 85 |
yawatako/CoreLink-Persona-Engine
Multi-persona prompt framework for ChatGPT |
|
Experimental |
| 86 |
ximilsoft/ai-assistants-maker
Toolkit for creating and managing custom AI assistants, engineering prompts,... |
|
Experimental |
| 87 |
Shreyas-J-U/Promptly
Promptly is a premium, AI native workspace designed for high performance... |
|
Experimental |
| 88 |
pomazanbohdan/party-for-company
AI Expert Panel System: Simulate discussions with 100+ world-class... |
|
Experimental |
| 89 |
Gloomsen-SD/Gemini-Roleplay-Core
Gemini Roleplay Core systemprompt, a framework for highly immersive,... |
|
Experimental |
| 90 |
peplxx/jan-assistants
Collection of useful Jan assistant presets. |
|
Experimental |
| 91 |
pvenkatesh282675-ops/Promptly
Promptly is a premium, AI native workspace designed for high performance... |
|
Experimental |
| 92 |
Open330/quickstart-for-agents
Generate Quickstart-for-Agents README sections with styled prompt blocks. |
|
Experimental |
| 93 |
Hotion13/cx-prompts
A tool to manage custom prompts hard-linking for codex-cli |
|
Experimental |