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@ -101,20 +101,25 @@ A verified record of public citations and integrations of WFGY ProblemMap across
| [Rankify (Univ. of Innsbruck)](https://github.com/DataScienceUIBK/Rankify) | [![GitHub Repo stars](https://img.shields.io/github/stars/DataScienceUIBK/Rankify?style=social)](https://github.com/DataScienceUIBK/Rankify) | Academic lab / system | Uses the 16 failure patterns in RAG and re-ranking troubleshooting docs. | [PR #76](https://github.com/DataScienceUIBK/Rankify/pull/76) |
| [Multimodal RAG Survey (QCRI LLM Lab)](https://github.com/llm-lab-org/Multimodal-RAG-Survey) | [![GitHub Repo stars](https://img.shields.io/github/stars/llm-lab-org/Multimodal-RAG-Survey?style=social)](https://github.com/llm-lab-org/Multimodal-RAG-Survey) | Academic lab / survey | Cites WFGY as a practical diagnostic resource for multimodal RAG. | [PR #4](https://github.com/llm-lab-org/Multimodal-RAG-Survey/pull/4) |
### 2. Curated lists, benchmarks & discussions
### 2. High-impact curated lists, benchmarks & discussions
| Project | Stars | How it uses WFGY ProblemMap | Proof |
| --- | --- | --- | --- |
| [Awesome LLM Apps](https://github.com/Shubhamsaboo/awesome-llm-apps/) | [![GitHub Repo stars](https://img.shields.io/github/stars/Shubhamsaboo/awesome-llm-apps?style=social)](https://github.com/Shubhamsaboo/awesome-llm-apps) | Includes the **RAG Failure Diagnostics Clinic** tutorial, designed by the WFGY author as a small, framework-agnostic clinic built around the WFGY 16-problem failure map for hands-on RAG debugging. | [PR link](#) |
| [Awesome Data Science – academic](https://github.com/academic/awesome-datascience) | [![GitHub Repo stars](https://img.shields.io/github/stars/academic/awesome-datascience?style=social)](https://github.com/academic/awesome-datascience) | Lists WFGY as a reference for LLM and RAG diagnostic workflows in data science infrastructure. | [PR link](#) |
| [Awesome AI Apps](https://github.com/Arindam200/awesome-ai-apps/) | [![GitHub Repo stars](https://img.shields.io/github/stars/Arindam200/awesome-ai-apps?style=social)](https://github.com/Arindam200/awesome-ai-apps) | Lists **WFGY 16 Problem Map LLM Debugger** under the *RAG Applications* section as a 16-mode map-based debugger for LLM and RAG bugs, alongside major RAG starter templates and production-ready pipelines. | [PR link](#) |
| [Awesome-AITools](https://github.com/ikaijua/Awesome-AITools) | [![GitHub Repo stars](https://img.shields.io/github/stars/ikaijua/Awesome-AITools?style=social)](https://github.com/ikaijua/Awesome-AITools) | Lists WFGY ProblemMap as an open-source RAG failure-mode checklist and diagnostics toolkit for LLM pipelines (data, embeddings, retrievers, tools, evaluation). | [PR link](#) |
| [Awesome AI in Finance](https://github.com/georgezouq/awesome-ai-in-finance) | [![GitHub Repo stars](https://img.shields.io/github/stars/georgezouq/awesome-ai-in-finance?style=social)](https://github.com/georgezouq/awesome-ai-in-finance) | Lists WFGY as a tool for stress testing and validating RAG-based financial systems. | [PR link](#) |
| [Awesome GPT Super Prompting](https://github.com/CyberAlbSecOP/Awesome_GPT_Super_Prompting) | [![GitHub Repo stars](https://img.shields.io/github/stars/CyberAlbSecOP/Awesome_GPT_Super_Prompting?style=social)](https://github.com/CyberAlbSecOP/Awesome_GPT_Super_Prompting) | Includes **onestardao/WFGY** under Secure Prompting as a structured 16 failure-mode map for RAG and agent pipelines, including prompt injection patterns with practical mitigation checklists. | [PR link](#) |
| [awesome-agentic-patterns](https://github.com/nibzard/awesome-agentic-patterns) | [![GitHub Repo stars](https://img.shields.io/github/stars/nibzard/awesome-agentic-patterns?style=social)](https://github.com/nibzard/awesome-agentic-patterns) | Adds the **Reliability Problem Map Checklist for RAG and Agents** pattern in the Reliability and Eval category, based on the WFGY ProblemMap and linking back to WFGY as a reliability checklist for RAG-heavy agents. | [PR link](#) |
| [FlashRAG](https://github.com/RUC-NLPIR/FlashRAG) | [![GitHub Repo stars](https://img.shields.io/github/stars/RUC-NLPIR/FlashRAG?style=social)](https://github.com/RUC-NLPIR/FlashRAG) | Adapts the **WFGY ProblemMap** as a structured RAG failure checklist in its documentation. The 16-mode taxonomy is cited to support reproducible debugging and systematic failure-mode reasoning for RAG experiments. | [PR link](#) |
| [Awesome AI Books](https://github.com/zslucky/awesome-ai-books) | [![GitHub Repo stars](https://img.shields.io/github/stars/zslucky/awesome-ai-books?style=social)](https://github.com/zslucky/awesome-ai-books) | Mentions the WFGY TXT and PDF packs in the LLM reading list. | [PR link](#) |
| [Awesome AI Web Search (discussion 15)](https://github.com/felladrin/awesome-ai-web-search/discussions/15) | [![GitHub Repo stars](https://img.shields.io/github/stars/felladrin/awesome-ai-web-search?style=social)](https://github.com/felladrin/awesome-ai-web-search) | Discusses the 16 mode map as a candidate taxonomy for RAG failure modes in web search agents. | [PR link](#) |
### 3. Other public mentions
| Project | Stars | How it uses WFGY ProblemMap |
| --- | --- | --- |
| [Awesome LLM Apps](https://github.com/Shubhamsaboo/awesome-llm-apps/) | [![GitHub Repo stars](https://img.shields.io/github/stars/Shubhamsaboo/awesome-llm-apps?style=social)](https://github.com/Shubhamsaboo/awesome-llm-apps) | Includes the **RAG Failure Diagnostics Clinic** tutorial, designed by the WFGY author as a small, framework-agnostic clinic built around the WFGY 16-problem failure map for hands-on RAG debugging. |
| [Awesome Data Science – academic](https://github.com/academic/awesome-datascience) | [![GitHub Repo stars](https://img.shields.io/github/stars/academic/awesome-datascience?style=social)](https://github.com/academic/awesome-datascience) | Lists WFGY as a reference for LLM and RAG diagnostic workflows in data science infrastructure. |
| [Awesome AI Apps](https://github.com/Arindam200/awesome-ai-apps/) | [![GitHub Repo stars](https://img.shields.io/github/stars/Arindam200/awesome-ai-apps?style=social)](https://github.com/Arindam200/awesome-ai-apps) | Lists **WFGY 16 Problem Map LLM Debugger** under the *RAG Applications* section as a 16-mode map-based debugger for LLM and RAG bugs, alongside major RAG starter templates and production-ready pipelines. |
| [Awesome-AITools](https://github.com/ikaijua/Awesome-AITools) | [![GitHub Repo stars](https://img.shields.io/github/stars/ikaijua/Awesome-AITools?style=social)](https://github.com/ikaijua/Awesome-AITools) | Lists WFGY ProblemMap as an open-source RAG failure-mode checklist and diagnostics toolkit for LLM pipelines (data, embeddings, retrievers, tools, evaluation). |
| [Awesome AI in Finance](https://github.com/georgezouq/awesome-ai-in-finance) | [![GitHub Repo stars](https://img.shields.io/github/stars/georgezouq/awesome-ai-in-finance?style=social)](https://github.com/georgezouq/awesome-ai-in-finance) | Lists WFGY as a tool for stress testing and validating RAG-based financial systems. |
| [Awesome GPT Super Prompting](https://github.com/CyberAlbSecOP/Awesome_GPT_Super_Prompting) | [![GitHub Repo stars](https://img.shields.io/github/stars/CyberAlbSecOP/Awesome_GPT_Super_Prompting?style=social)](https://github.com/CyberAlbSecOP/Awesome_GPT_Super_Prompting) | Includes **onestardao/WFGY** under Secure Prompting as a structured 16 failure-mode map for RAG and agent pipelines, including prompt injection patterns with practical mitigation checklists. |
| [awesome-agentic-patterns](https://github.com/nibzard/awesome-agentic-patterns) | [![GitHub Repo stars](https://img.shields.io/github/stars/nibzard/awesome-agentic-patterns?style=social)](https://github.com/nibzard/awesome-agentic-patterns) | Adds the **Reliability Problem Map Checklist for RAG and Agents** pattern in the Reliability and Eval category, based on the WFGY ProblemMap and linking back to WFGY as a reliability checklist for RAG-heavy agents. |
| [FlashRAG](https://github.com/RUC-NLPIR/FlashRAG) | [![GitHub Repo stars](https://img.shields.io/github/stars/RUC-NLPIR/FlashRAG?style=social)](https://github.com/RUC-NLPIR/FlashRAG) | Adapts the **WFGY ProblemMap** as a structured RAG failure checklist in its documentation. The 16-mode taxonomy is cited to support reproducible debugging and systematic failure-mode reasoning for RAG experiments. |
| [Awesome AI Books](https://github.com/zslucky/awesome-ai-books) | [![GitHub Repo stars](https://img.shields.io/github/stars/zslucky/awesome-ai-books?style=social)](https://github.com/zslucky/awesome-ai-books) | Mentions the WFGY TXT and PDF packs in the LLM reading list. |
| [Awesome AI Web Search (discussion 15)](https://github.com/felladrin/awesome-ai-web-search/discussions/15) | [![GitHub Repo stars](https://img.shields.io/github/stars/felladrin/awesome-ai-web-search?style=social)](https://github.com/felladrin/awesome-ai-web-search) | Discusses the 16 mode map as a candidate taxonomy for RAG failure modes in web search agents. |
| [machine-learning-repos](https://github.com/recodehive/machine-learning-repos) | [![GitHub Repo stars](https://img.shields.io/github/stars/recodehive/machine-learning-repos?style=social)](https://github.com/recodehive/machine-learning-repos) | Lists **WFGY** under GitHub resources as an open-source framework for debugging LLM agents and RAG pipelines, highlighting the 16-mode ProblemMap and practical triage checklists. |
| [Awesome AI System](https://github.com/lambda7xx/awesome-AI-system) | [![GitHub Repo stars](https://img.shields.io/github/stars/lambda7xx/awesome-AI-system?style=social)](https://github.com/lambda7xx/awesome-AI-system) | Lists WFGY under LLM robustness and debugging infrastructure. |
| [free-ai-agents-resources](https://github.com/avinash201199/free-ai-agents-resources) | [![GitHub Repo stars](https://img.shields.io/github/stars/avinash201199/free-ai-agents-resources?style=social)](https://github.com/avinash201199/free-ai-agents-resources) | Lists **onestardao/WFGY** as an open-source framework for debugging and stress testing LLM agents and RAG pipelines, highlighting the 16-problem failure map and reproducible prompt-driven triage workflow. |
@ -132,7 +137,6 @@ A verified record of public citations and integrations of WFGY ProblemMap across
---
### ⭐ Star-powered Proof