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 41 prompt engineering security models tracked. 1 score above 50 (established tier). The highest-rated is GURPREETKAURJETHRA/END-TO-END-GENERATIVE-AI-PROJECTS at 51/100 with 515 stars.

Get all 41 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	GURPREETKAURJETHRA/END-TO-END-GENERATIVE-AI-PROJECTS End to End Generative AI Industry Projects on LLM Models with...	51	Established	515	—
2	vtuber-plan/langport Langport is a language model inference service	49	Emerging	94	Python
3	ariannamethod/molequla molequla.ai. live ecology of GPT organisms	45	Emerging	50	C
4	ictnlp/Stream-Omni Stream-Omni is a GPT-4o-like language-vision-speech chatbot that...	44	Emerging	384	Python
5	ashleykleynhans/text-generation-docker Docker image for the Text Generation Web UI: A Gradio web UI for Large...	42	Emerging	4	Python
6	josStorer/selfhostedAI A collection of one-click self-hosted AI	42	Emerging	415	Python
7	macabdul9/AnyGen A Unified and Minimalist Pipeline for Generating Outputs with LLMs...	42	Emerging	7	Python
8	ramonclaudio/perplexity-ai-toolkit A lightweight Python API wrapper and CLI for Perplexity’s Sonar language models.	39	Emerging	65	Python
9	ChanMeng666/interactive-story-generator 【Join our constellation of stargazers!⭐️】An interactive AI-powered story...	38	Emerging	11	Python
10	theodo-group/GenossGPT One API for all LLMs either Private or Public (Anthropic, Llama V2, GPT...	34	Emerging	753	Python
11	Ramseths/app-llama2 Generative AI - LLaMA 2 7B & LangChain, to generate stories based on a genre.	34	Emerging	9	Python
12	Srijan-D/LangChain-v0.2-HuggingFace-Llama3 This project integrates LangChain v0.2.6, HuggingFace Serverless Inference...	33	Emerging	5	Python
13	hollobit/GenAI_LLM_timeline ChatGPT, GenerativeAI and LLMs Timeline	33	Emerging	956	—
14	alan-turing-institute/prompto An open source library for asynchronous querying of LLM endpoints	31	Emerging	36	Python
15	Kacper-W-Kozdon/promptflow_unify_integration The tool package for Microsoft's Prompt flow and the VS Code extension	30	Emerging	1	Python
16	LlamaGenAI/LlamaGen AI Comic Factory - Generate Comics with AI, 🦙 Llama for Scalable Anime...	29	Experimental	12	—
17	gaomingzhao666/AI-Prompts A fast and modern web page that lists useful and favorite AI/GPT prompts,...	29	Experimental	12	Svelte
18	GraphPKU/CoI Chain of Images for Intuitively Reasoning	28	Experimental	10	Python
19	jasonacox/ProtosAI A Study in Artificial Intelligence - Simple scripts that explore...	27	Experimental	12	Jupyter Notebook
20	merekat/children-stories OhanashiGPT is an application that generates personalized children's stories...	27	Experimental	12	Jupyter Notebook
21	HIYO-F/WHEN-Language 🔄 Build dynamic programs with the WHEN Language, a unique loop-based...	26	Experimental	1	Python
22	Arunkumar2510/LLM-Interview-Questions-and-Answers-Hub 🧠 Discover and prepare with 100+ LLM interview questions and answers to...	25	Experimental	2	—
23	afondiel/LangChain-For-LLM-Application-Dev-DeepLearningAI Crash course on LangChain for LLM Application Developement by DeepLearningAI	21	Experimental	9	Jupyter Notebook
24	1010code/github-models-tutorial GitHub Models API 教學，免費試玩 GPT-4o、Llama、DeepSeek，Colab 範例程式	21	Experimental	1	Jupyter Notebook
25	nisalgunawardhana/Github-Models-Demo This repository is part of the GitHub Models session and is designed to help...	21	Experimental	—	JavaScript
26	minuva/llm-flow-classification LLM conversation flow classification 💬	20	Experimental	8	Python
27	enggpt-it/Corso-LangChain Questo corso offre un percorso completo per padroneggiare LangChain, il...	19	Experimental	1	Python
28	shanselman/LLMStudyGuide Interactive study guide for LLM interview questions with 50 Q&As, extended...	19	Experimental	24	JavaScript
29	jpbelval/LaMoppe AI-powered extension for prompt safety validation	17	Experimental	—	Python
30	Firefly55lm/prompt_injection Prompt injection techniques	17	Experimental	1	Jupyter Notebook
31	shrutikakapade/Building-LLM-Pipelines-with-Hugging-Face-LangChain An end-to-end guide to building robust LLM pipelines with Hugging Face and...	16	Experimental	1	Jupyter Notebook
32	namjoo2006/Langchain-fundamental-in-model-component-access-data-using-api-keys LangChain fundamentals for model components: learn to access language and...	15	Experimental	—	Python
33	Sheryar-bit/Lang-Chain LangChain / Machine Learning / NLP, practice repository	14	Experimental	1	Jupyter Notebook
34	sanjanb/GEN-AI-with-Hugging-Face langchain-huggingface integrates seamlessly with LangChain, providing an...	13	Experimental	—	—
35	giulio98/langchain-pced LangChain integration for Parallel Context-of-Experts Decoding (PCED)	13	Experimental	—	Python
36	mazsola2k/genaiprompt GenAI LLM Python SDK-s	13	Experimental	—	Python
37	leosantos2003/Foundations-of-NLP Getting acquainted with the mechanisms behind Natural Language Processing.	13	Experimental	—	Python
38	ArslanKAS/CampusX-LangChain Gradually building my GitHub repo, applying skills learned from CampusX's...	13	Experimental	—	Jupyter Notebook
39	drakerossman/state-of-art-ai State of Art AI models you can run locally.	12	Experimental	5	HTML
40	ShafaghRastegari/docker_commands A synthetic dataset of Docker commands.	11	Experimental	1	Jupyter Notebook
41	TechCeo/SecureLLMChatbot-GuardingWithLLMGuard Prompt Injection Detection in LLaMA-based Chatbots using LLM Guard	10	Experimental	1	Jupyter Notebook

Comparisons in this category

END-TO-END-GENERATIVE-AI-PROJECTS and app-llama2 (51 vs 34)