# ADOPTERS Short public adoption summary for WFGY. This page highlights the **strongest current public examples** of where WFGY has already been integrated, adapted, cited, or wrapped in the open ecosystem. It is **not** a customer list, **not** an enterprise logo page, and **not** a claim that every listed project uses the full WFGY ecosystem. At the current stage, the clearest public adoption is concentrated around the **WFGY ProblemMap / 16-problem failure checklist** line. For the full and continuously maintained recognition log, see: * [WFGY Recognition Map](https://github.com/onestardao/WFGY/blob/main/recognition/README.md) ## Open-source support surface > Separate from adoption evidence, WFGY is also supported through selected open-source programs, sponsored plans, and infrastructure credits.

> This support surface should not be read as the same thing as adoption. > It is a parallel trust signal, not a substitute for the adoption evidence below. --- ## Strongest current public adoption examples These are the strongest public examples because they involve one or more of the following: * merged documentation integrations * direct tool wrapping * official troubleshooting references * research-facing citation or adaptation * structured reuse of the WFGY ProblemMap | Project | Stars | Segment | How it uses WFGY ProblemMap | Proof (PR / doc) | | --- | --- | --- | --- | --- | | [LlamaIndex](https://github.com/run-llama/llama_index) | [](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) | | [RAGFlow](https://github.com/infiniflow/ragflow) | [](https://github.com/infiniflow/ragflow) | Mainstream RAG engine | Introduced a RAG failure modes checklist guide to the RAGFlow documentation via PR, adapted from the WFGY 16-problem failure map for step-by-step RAG pipeline diagnostics. | [PR #13204](https://github.com/infiniflow/ragflow/pull/13204) | | [FlashRAG (RUC NLPIR Lab)](https://github.com/RUC-NLPIR/FlashRAG) | [](https://github.com/RUC-NLPIR/FlashRAG) | Academic lab / RAG research toolkit | 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 #224](https://github.com/RUC-NLPIR/FlashRAG/pull/224) | | [DeepAgent (RUC NLPIR Lab)](https://github.com/RUC-NLPIR/DeepAgent) | [](https://github.com/RUC-NLPIR/DeepAgent) | Academic lab / agent research | Adds a **multi-tool agent failure modes troubleshooting note** inspired by WFGY-style debugging concepts for diagnosing tool selection loops, tool misuse, and multi-tool workflow failures in agent pipelines. | [PR #15](https://github.com/RUC-NLPIR/DeepAgent/pull/15#issuecomment-4020600680) | | [ToolUniverse (Harvard MIMS Lab)](https://github.com/mims-harvard/ToolUniverse) | [](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 (University of Innsbruck)](https://github.com/DataScienceUIBK/Rankify) | [](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) | [](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) | | [LightAgent](https://github.com/wanxingai/LightAgent) | [](https://github.com/wanxingai/LightAgent) | Agent framework | Incorporates WFGY ProblemMap concepts into its documentation via a **Multi-agent troubleshooting (failure map)** section, providing a structured symptom → failure-mode → debugging checklist for diagnosing role drift, cross-agent memory issues, and coordination failures in multi-agent systems. | [PR #24](https://github.com/wanxingai/LightAgent/pull/24#event-23265428525) | | [OmniRoute](https://github.com/diegosouzapw/OmniRoute) |  | Gateway / routing infra | Adds an optional WFGY 16-problem RAG / LLM failure taxonomy to its official troubleshooting documentation, allowing teams to classify downstream RAG and agent failures with `No.1` to `No.16` alongside OmniRoute logs when the gateway itself appears healthy. | [PR #164](https://github.com/diegosouzapw/OmniRoute/pull/164) | ## What this page means The safest reading is: * WFGY already has real public ecosystem traction * the strongest traction today is around the **ProblemMap** line * WFGY is most visible as a **diagnostic and debugging layer** for RAG and agent systems * open-source program support is real, but it is a separate signal from adoption * this is stronger than a purely theoretical project, but should **not** be exaggerated into full enterprise-adoption claims ## What this page does not claim This page does not claim that: * every listed project is a paid customer * every listed project uses the full WFGY ecosystem * every listed project has deployed WFGY in production * every public reference implies endorsement of all WFGY directions * every support logo implies adoption of the WFGY stack This page is intentionally narrow: it shows the strongest public adoption evidence first. ## Need the full list? For the full, continuously maintained ecosystem record, including broader curated lists, discussions, and weaker-but-still-useful public mentions, go to: * [WFGY Recognition Map](https://github.com/onestardao/WFGY/blob/main/recognition/README.md)

Related pages

* [WFGY main repository](https://github.com/onestardao/WFGY) * [WFGY Recognition Map](https://github.com/onestardao/WFGY/blob/main/recognition/README.md) * [RAG 16 Problem Map](https://github.com/onestardao/WFGY/blob/main/ProblemMap/README.md) * [Global Debug Card](https://github.com/onestardao/WFGY/blob/main/ProblemMap/wfgy-rag-16-problem-map-global-debug-card.md) * [Work with WFGY](https://github.com/onestardao/WFGY/blob/main/WORK_WITH_WFGY.md)