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 50 prompt engineering systems agents tracked. 2 score above 50 (established tier). The highest-rated is edlsh/pi-ask-user at 50/100 with 7 stars.

Get all 50 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	Stars	Language
1	edlsh/pi-ask-user Interactive decision-gating extension for pi — lets AI agents ask users...	50	Established	7	TypeScript
2	akougkas/wtf-p The academic meta-prompting framework for AI agents like Claude Code, Gemini...	50	Established	10	JavaScript
3	leeex1/Quillan-Ronin Attempt at A. G. I. Strive to enhance it through iterative processes,...	47	Emerging	17	Python
4	appboypov/pew-pew-plaza-packs AI-powered project management framework based on an opinionated view on...	44	Emerging	82	Shell
5	sancovp/the_sanctuary_system This is a repo where I, OVP, am trying to learn thru allegories...	40	Emerging	10	Mermaid
6	aleeepassarelli/ACC Minimalismo cirúrgico para engenharia de prompts: cada palavra com...	39	Emerging	7	TypeScript
7	AKzar1el/god-prompt The universal system prompt for AI software development. Enforces strict...	36	Emerging	2	HTML
8	Umbraflamma/SANCTIS-cognitive-architecture A model-agnostic layered cognitive framework for LLMs. Improves coherence,...	35	Emerging	11	—
9	AbstergoSweden/VY-Prompt-Master This repo is intended to be used to create prompt for VY (vercept.com) AI....	34	Emerging	7	HTML
10	Strategic-Automation/dspy-compounding-engineering A local-first AI engineering agent that learns from your codebase using DSPy.	34	Emerging	44	Python
11	gusthemole/lexideck A modular, polymorphic, multi-agent framework for meta-prompting.	33	Emerging	19	—
12	SiliconeShojo/TagForge Advanced AI tagging and prompt generation studio.	28	Experimental	33	C#
13	gsepcore/gsep 🧬 GSEP — Genomic Self-Evolving Prompts \| Make any AI agent self-evolving in...	27	Experimental	3	TypeScript
14	Zz-OnRoad/agent-persona-skill English： AI Agent persona creation tool based on a three-layer cognitive...	26	Experimental	1	—
15	BenjaminPiette/craftswarm One prompt, one app. Multi-agent AI engine that builds software projects...	26	Experimental	2	TypeScript
16	1nn0k3sh4/Kimi-Case-Battle-For-Pricing This repository documents an unprecedented interaction between a human...	25	Experimental	6	—
17	gabrielcardoso30/opencommands Aumente sua produtividade com prompts validados para desenvolvimento e...	25	Experimental	6	JavaScript
18	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 &...	23	Experimental	1	—
19	gsepcore/pga-platform 🧬 GSEP — Genomic Self-Evolving Prompts \| Make any AI agent self-evolving in...	23	Experimental	1	TypeScript
20	rjspence3/dpsyAPI DSPy API platform — deploy DSPy-optimized AI agents as REST APIs. 10-30x...	22	Experimental	—	Python
21	AwakeningCore/FractalPresenceCore System prompt invoking differential mirror.	22	Experimental	1	HTML
22	Beunec/asps ASPS™ is not a prompt engineering technique. It is a three-layer skill...	22	Experimental	1	TypeScript
23	danielrosehill/System-Prompt-Generation-Configurations System prompts for using AI tools to generate and improve system prompts	22	Experimental	20	Python
24	uwence/shadow-genesis er self-replicating prompt-engineering	22	Experimental	1	PowerShell
25	ma-ziwei/fathom-mode Your AI answers before it understands. Fathom Mode fixes that.	22	Experimental	—	Python
26	Cinct00/ai-toolkit Reusable agents, prompts, and orchestration systems for structured...	22	Experimental	—	—
27	sshkeda/ask-agi Human-as-API for frontier models — compile prompts, deliver via Telegram,...	22	Experimental	—	TypeScript
28	elbenhawy007/Kimi-Case-Battle-For-Pricing 🛠️ Build a collaborative framework for pricing strategies using AI,...	21	Experimental	—	—
29	ramongs-dev/xml-prompt-agent XML Prompt Agent	21	Experimental	—	—
30	bmf-san/prompt-registry Personal prompts management system for AI agents.	21	Experimental	—	Go
31	n3roc/the_cortex_method A paradigm shift in prompt engineering for massive context LLMs (Gemini...	21	Experimental	—	—
32	jihadkhawaja/OneShotPrompt one prompt, one shot, done.	21	Experimental	—	C#
33	aschuman0/promptmd A VS Code (and related IDEs) extension that provides a custom editor for prompt files	21	Experimental	—	TypeScript
34	breezy89757/AiLabShowcase All-in-one AI Lab Showcase featuring Prompt Optimizer, Smart Optimization...	21	Experimental	—	C#
35	AlexsanderHamir/PromptMash PromptMash lets you spawn, and orchestrate AI agents.	19	Experimental	—	TypeScript
36	ximilsoft/ai-assistants-maker Toolkit for creating and managing custom AI assistants, engineering prompts,...	19	Experimental	3	PHP
37	NeuralBlitz/epa Ethical Prompt Architecture	17	Experimental	—	Python
38	kirt8330-crypto/Synthesis-mode-v8.5 Single-prompt multi-agent proto-AGI framework (Bro-Safe Mirror Edition)	17	Experimental	—	Roff
39	ubugeeei/start The initial prompts for my projects (Rust, TypeScript, Vue)	16	Experimental	3	—
40	Dean-H-H/ai-report-parser 📋 AI Agent skill pack for parsing structured reports. AI文档解析技能包	15	Experimental	1	—
41	pomazanbohdan/party-for-company AI Expert Panel System: Simulate discussions with 100+ world-class...	15	Experimental	5	—
42	rokoss21/FACET FACET (Feature‑Aware Contracted Extension for Text) is a human‑readable,...	15	Experimental	—	Python
43	nabinkhair42/ai-agent-configurations A curated collection of specialized AI agent system prompts for development,...	15	Experimental	—	—
44	Yashraghuvans/Apex-ai-brain An agentic framework and prompt architecture	14	Experimental	—	JavaScript
45	gentic-ai/askable-widget Askable Widget Docs	14	Experimental	—	—
46	YoRez/agi-in-md Map cognitive prompts to markdown to enhance language models’ reasoning and...	13	Experimental	—	—
47	tuanle96/promptly Transform vague prompts into clear, actionable instructions - promptly and...	13	Experimental	7	Python
48	Open330/quickstart-for-agents Generate Quickstart-for-Agents README sections with styled prompt blocks.	13	Experimental	—	JavaScript
49	skandardjerah/Optimize-My-Prompt Full-stack AI application for prompt enhancement, code review, and SQL generation	13	Experimental	—	JavaScript
50	Hotion13/cx-prompts A tool to manage custom prompts hard-linking for codex-cli	12	Experimental	3	Python