Prompt Engineering Security Transformer Models

Tools for engineering, testing, executing, and securing prompts in LLM workflows—including batching systems, injection detection, jailbreak research, and multi-model prompt distribution. Does NOT include general prompt templates, LLM APIs, or non-security-focused prompt optimization.

There are 49 prompt engineering security models tracked. The highest-rated is ariannamethod/molequla at 46/100 with 50 stars.

Get all 49 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=transformers&subcategory=prompt-engineering-security&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

#	Model	Score	Tier	Stars	Language
1	ariannamethod/molequla molequla.ai. live ecology of GPT organisms	46	Emerging	50	C
2	GURPREETKAURJETHRA/END-TO-END-GENERATIVE-AI-PROJECTS End to End Generative AI Industry Projects on LLM Models with...	44	Emerging	515	—
3	vtuber-plan/langport Langport is a language model inference service	42	Emerging	94	Python
4	ictnlp/Stream-Omni Stream-Omni is a GPT-4o-like language-vision-speech chatbot that...	38	Emerging	384	Python
5	ashleykleynhans/text-generation-docker Docker image for the Text Generation Web UI: A Gradio web UI for Large...	38	Emerging	4	Python
6	josStorer/selfhostedAI A collection of one-click self-hosted AI	35	Emerging	415	Python
7	macabdul9/AnyGen A Unified and Minimalist Pipeline for Generating Outputs with LLMs...	35	Emerging	7	Python
8	ramonclaudio/perplexity-ai-toolkit A lightweight Python API wrapper and CLI for Perplexity’s Sonar language models.	32	Emerging	65	Python
9	ChanMeng666/interactive-story-generator 【Join our constellation of stargazers!⭐️】An interactive AI-powered story...	31	Emerging	11	Python
10	Ramseths/app-llama2 Generative AI - LLaMA 2 7B & LangChain, to generate stories based on a genre.	27	Experimental	9	Python
11	krishnaadithya/AIChildrensBookGen Welcome to the future of storytelling with the Curious George Adventure...	27	Experimental	6	Jupyter Notebook
12	theodo-group/GenossGPT One API for all LLMs either Private or Public (Anthropic, Llama V2, GPT...	27	Experimental	753	Python
13	Srijan-D/LangChain-v0.2-HuggingFace-Llama3 This project integrates LangChain v0.2.6, HuggingFace Serverless Inference...	26	Experimental	5	Python
14	hollobit/GenAI_LLM_timeline ChatGPT, GenerativeAI and LLMs Timeline	26	Experimental	956	—
15	alan-turing-institute/prompto An open source library for asynchronous querying of LLM endpoints	24	Experimental	36	Python
16	Arunkumar2510/LLM-Interview-Questions-and-Answers-Hub 🧠 Discover and prepare with 100+ LLM interview questions and answers to...	24	Experimental	2	—
17	HIYO-F/WHEN-Language 🔄 Build dynamic programs with the WHEN Language, a unique loop-based...	23	Experimental	1	Python
18	Kacper-W-Kozdon/promptflow_unify_integration The tool package for Microsoft's Prompt flow and the VS Code extension	23	Experimental	1	Python
19	binbadose/jailbreak Automate Roblox Jailbreak with keyless scripts for autofarming, silent aim,...	22	Experimental	—	—
20	Frosy01/Krita-Ollama-Prompt-Generator 🖌️ Generate and refine prompts directly in Krita with the local LLM-powered...	22	Experimental	—	—
21	gaomingzhao666/AI-Prompts A fast and modern web page that lists useful and favorite AI/GPT prompts,...	22	Experimental	12	Svelte
22	LlamaGenAI/LlamaGen AI Comic Factory - Generate Comics with AI, 🦙 Llama for Scalable Anime...	22	Experimental	12	—
23	GraphPKU/CoI Chain of Images for Intuitively Reasoning	21	Experimental	10	Python
24	jasonacox/ProtosAI A Study in Artificial Intelligence - Simple scripts that explore...	20	Experimental	12	Jupyter Notebook
25	merekat/children-stories OhanashiGPT is an application that generates personalized children's stories...	20	Experimental	12	Jupyter Notebook
26	nisalgunawardhana/Github-Models-Demo This repository is part of the GitHub Models session and is designed to help...	19	Experimental	—	JavaScript
27	kyahikaru/hinglish-prompt-injection-detector A detection system for identifying prompt injection attempts in Hinglish...	17	Experimental	2	Python
28	namjoo2006/Langchain-fundamental-in-model-component-access-data-using-api-keys LangChain fundamentals for model components: learn to access language and...	16	Experimental	—	Python
29	gbti-network/py-snapshots-for-ai This python script creates a machine readable markdown file that describes...	16	Experimental	4	Python
30	jpbelval/LaMoppe AI-powered extension for prompt safety validation	15	Experimental	—	Python
31	1010code/github-models-tutorial GitHub Models API 教學，免費試玩 GPT-4o、Llama、DeepSeek，Colab 範例程式	14	Experimental	1	Jupyter Notebook
32	erbro61/Prompt-Engineering 🏋️♂️ Boost your AI skills with quick, high-intensity prompt engineering...	14	Experimental	—	—
33	afondiel/LangChain-For-LLM-Application-Dev-DeepLearningAI Crash course on LangChain for LLM Application Developement by DeepLearningAI	14	Experimental	9	Jupyter Notebook
34	kilkelly/multiprompt Send a prompt to multiple LLMs / text models / image models simultaneously	13	Experimental	7	Svelte
35	shanselman/LLMStudyGuide Interactive study guide for LLM interview questions with 50 Q&As, extended...	13	Experimental	24	JavaScript
36	Kind-Unes/Flutter-Kids-Story-Telling-Application Storify is our (skill-issue team) submission for the BATNA Hackathon 2023....	13	Experimental	6	Python
37	minuva/llm-flow-classification LLM conversation flow classification 💬	13	Experimental	8	Python
38	forgeai-it/Corso-LangChain Questo corso offre un percorso completo per padroneggiare LangChain, il...	12	Experimental	1	Python
39	shrutikakapade/Building-LLM-Pipelines-with-Hugging-Face-LangChain An end-to-end guide to building robust LLM pipelines with Hugging Face and...	12	Experimental	1	Jupyter Notebook
40	ArslanKAS/CampusX-LangChain Gradually building my GitHub repo, applying skills learned from CampusX's...	11	Experimental	—	Jupyter Notebook
41	s-memos/lets-chat-one Experimenting with GitHub Models and Azure AI in Codespaces	11	Experimental	—	Jupyter Notebook
42	aisudoapp/ai-model-providers 📋 A curated list of configurations for various free AI model providers.	11	Experimental	2	—
43	giulio98/langchain-pced LangChain integration for Parallel Context-of-Experts Decoding (PCED)	11	Experimental	—	Python
44	leosantos2003/Foundations-of-NLP Getting acquainted with the mechanisms behind Natural Language Processing.	11	Experimental	—	Python
45	mazsola2k/genaiprompt GenAI LLM Python SDK-s	11	Experimental	—	Python
46	tripathiji1312/promptimus AI for your command line. Turns natural language into shell commands.	11	Experimental	—	Jupyter Notebook
47	sanjanb/GEN-AI-with-Hugging-Face langchain-huggingface integrates seamlessly with LangChain, providing an...	11	Experimental	—	—
48	ZigaoWang/ai-notebook Zigao 的 AI 笔记本	11	Experimental	2	MDX
49	Firefly55lm/prompt_injection Prompt injection techniques	10	Experimental	1	Jupyter Notebook