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# 🚀 WFGY 3.0 · RAG 16 Problem Map — Global Debug Card
### 🖼️ Image as a Structured Debug Prompt for RAG / Agent Pipelines
<details>
<summary>🌐 Recognition & ecosystem integration</summary>
<br>
> As of 2026-03, the **WFGY RAG 16 Problem Map** line has been adopted or referenced by
> **20+ frameworks, academic labs, and curated lists** in the RAG and agent ecosystem.
> Most external references use the WFGY ProblemMap as a diagnostic layer for RAG / agent pipelines,
> not the full WFGY product stack.
> A smaller but growing set also uses **WFGY 3.0 · Singularity Demo** as a long-horizon TXT stress test.
Some representative integrations:
| Project | Stars | Segment | How it uses WFGY ProblemMap | Proof (PR / doc) |
| --- | --- | --- | --- | --- |
| [RAGFlow](https://github.com/infiniflow/ragflow) | [![GitHub Repo stars](https://img.shields.io/github/stars/infiniflow/ragflow?style=social)](https://github.com/infiniflow/ragflow) | Mainstream RAG engine | Adds a RAG failure modes checklist guide in its official docs, adapted from the WFGY 16-problem failure map for step-by-step RAG pipeline diagnostics. | [PR #13204](https://github.com/infiniflow/ragflow/pull/13204) |
| [LlamaIndex](https://github.com/run-llama/llama_index) | [![GitHub Repo stars](https://img.shields.io/github/stars/run-llama/llama_index?style=social)](https://github.com/run-llama/llama_index) | Mainstream RAG infra | Integrates the WFGY 16-problem RAG failure checklist into its official RAG troubleshooting docs as a structured failure-mode reference. | [PR #20760](https://github.com/run-llama/llama_index/pull/20760) |
| [ToolUniverse (Harvard MIMS Lab)](https://github.com/mims-harvard/ToolUniverse) | [![GitHub Repo stars](https://img.shields.io/github/stars/mims-harvard/ToolUniverse?style=social)](https://github.com/mims-harvard/ToolUniverse) | Academic lab / tools | Provides a `WFGY_triage_llm_rag_failure` tool that wraps the 16-mode map for incident triage. | [PR #75](https://github.com/mims-harvard/ToolUniverse/pull/75) |
| [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) |
For the complete 20+ project list (frameworks, benchmarks, curated lists), see the 👉 **[WFGY Recognition Map](https://github.com/onestardao/WFGY/blob/main/recognition/README.md)**
> If your project uses the WFGY ProblemMap and you would like to be listed,
> feel free to open an issue or pull request in this repository.
---
</details>
A production-first failure map for RAG / agent pipelines, compressed into one portable image.
The poster defines objects, metrics, ΔS zones, failure types, and mode patterns in a single unified view.