| .. | ||
| README.md | ||
🧭 Not sure where to start ? Open the WFGY Engine Compass
WFGY System Map
(One place to see everything; links open the relevant section.)
| Layer | Page | What it’s for |
|---|---|---|
| ⭐ Proof | WFGY Recognition Map | External citations, integrations, and ecosystem proof — 🔴 YOU ARE HERE 🔴 |
| ⚙️ Engine | WFGY 1.0 | Original PDF-based tension engine blue |
| ⚙️ Engine | WFGY 2.0 | Production tension kernel and math engine for RAG and agents. |
| ⚙️ Engine | WFGY 3.0 | TXT-based Singularity tension engine (131 S-class set) |
| 🗺️ Map | Problem Map 1.0 | Flagship 16-problem RAG failure checklist and fix map |
| 🗺️ Map | Problem Map 2.0 | RAG-focused recovery pipeline |
| 🗺️ Map | Problem Map 3.0 | Global Debug Card — image as a debug protocol layer |
| 🗺️ Map | Semantic Clinic | Symptom → family → exact fix |
| 🧓 Map | Grandma’s Clinic | Plain-language stories, mapped to PM 1.0 |
| 🏡 Onboarding | Starter Village | Guided tour for newcomers |
| 🧰 App | TXT OS | .txt semantic OS — 60-second boot |
| 🧰 App | Blah Blah Blah | Abstract/paradox Q&A (built on TXT OS) |
| 🧰 App | Blur Blur Blur | Text-to-image with semantic control |
| 🧰 App | Blow Blow Blow | Reasoning game engine & memory demo |
| 🧪 Research | Semantic Blueprint | Modular layer structures (future) |
| 🧪 Research | Benchmarks | Comparisons & how to reproduce |
| 🧪 Research | Value Manifest | Why this engine creates $-scale value |
🌐 WFGY Recognition Map · RAG & Agent Ecosystem
A verified record of public citations and integrations of WFGY ProblemMap across the RAG and agent ecosystem.
Last updated: 2026-03-01 · Manually maintained.
ℹ️ About this recognition list
This page is the central record of third-party integrations, citations, mentions, and curated-list inclusions related to WFGY.
At the current stage, most external recognition is tied to the WFGY ProblemMap line, especially the RAG 16 Problem Map / 16-problem failure checklist. That is the part most commonly adopted, cited, or adapted by other repositories, docs, and discussions.
This does not mean that every external project on this page is using the full WFGY product series, or every WFGY module equally. In most cases, the recognized entry point is the ProblemMap-style diagnostic framework for RAG, LLM robustness, and reliability workflows.
A smaller portion of entries also references WFGY 3.0 / Singularity Demo and related stress-test material. Since this is still a transition period, they are kept together in one list for simplicity.
This page exists to keep recognition in one place, reduce duplication across other docs, and make future updates easier to maintain.
If your repository, article, benchmark, documentation page, or discussion has included WFGY, you are welcome to:
- open a PR
- open an issue
- fork and reference this list
- suggest missing entries or proof links
Contributions are welcome. If you have cited, integrated, adapted, or discussed WFGY in a public resource, feel free to add it here.
📌 Scope note
For accuracy and transparency:
- The majority of entries below are about the WFGY ProblemMap / RAG 16 Problem Map line
- Some entries mention broader WFGY 3.0 materials
- This list should be read as a recognition log, not as a claim that all listed projects adopted the full WFGY ecosystem
1. Core integrations & research
| Project | Stars | Segment | How it uses WFGY ProblemMap | Proof (PR / doc) |
|---|---|---|---|---|
| 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 |
| LlamaIndex |  |
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 |
| ToolUniverse (Harvard MIMS Lab) |  |
Academic lab / tools | Provides a WFGY_triage_llm_rag_failure tool that wraps the 16 mode map for incident triage. |
PR #75 |
| Rankify (Univ. of Innsbruck) |  |
Academic lab / system | Uses the 16 failure patterns in RAG and re-ranking troubleshooting docs. | PR #76 |
| Multimodal RAG Survey (QCRI LLM Lab) |  |
Academic lab / survey | Cites WFGY as a practical diagnostic resource for multimodal RAG. | PR #4 |
2. High-impact curated lists, benchmarks & discussions
| Project | Stars | How it uses WFGY ProblemMap | Proof |
|---|---|---|---|
| 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 #520 |
| Awesome Data Science – academic |  |
Lists WFGY as a reference for LLM and RAG diagnostic workflows in data science infrastructure. | PR #543 |
| 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 #144 |
| 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 #298 |
| Awesome AI in Finance |  |
Lists WFGY as a tool for stress testing and validating RAG-based financial systems. | PR #45 |
| ruoyi-ai |  |
Includes WFGY in its RAG troubleshooting / FAQ guidance as a reference checklist for diagnosing RAG answer inconsistencies and retrieval-related failures in knowledge base workflows. | PR #268 |
| 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. | Issue #10 |
| 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 #24 |
| 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 #224 |
| Awesome AI Books |  |
Mentions the WFGY TXT and PDF packs in the LLM reading list. | PR #14 |
| Awesome AI Web Search (discussion 15) |  |
Discusses the 16 mode map as a candidate taxonomy for RAG failure modes in web search agents. | Issue #49 |
3. Other public mentions
| Project | Stars | How it uses WFGY ProblemMap |
|---|---|---|
| awesome-gpt-security |  |
Includes WFGY Problem Map in its GPT security resource list as a structured diagnostic handbook that catalogs common failure modes in RAG/agent systems, helping practitioners go from symptom identification to concrete remediation. |
| 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 |  |
Lists WFGY under LLM robustness and debugging infrastructure. |
| 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. |
| Awesome AI Tools |  |
Includes WFGY as an open-source framework for debugging LLM agents and RAG pipelines. |
| LLM-Agent-Benchmark-List |  |
Lists WFGY 3.0 · Singularity Demo (BlackHole-131) as a long-horizon, text-only stress test for LLM agents, covering 131 S-class problems for tension-based reasoning and robustness evaluation. |
| Awesome-Data-Science |  |
Adds WFGY ProblemMap under “Practical Guides & Debugging” as a reference for diagnosing and fixing RAG/LLM pipeline failures. |
| Awesome-Prompt-Engineering-ZH-CN |  |
Includes WFGY 16 Problem Map in the Tools & Code section as a vendor-neutral failure map for LLM/RAG pipelines, describing the 16 failure modes and minimal recovery strategies in Chinese. |
| AI Agents for Cybersecurity |  |
References the 16 mode map as a debugging guide for RAG-heavy security agents. |
| Awesome Artificial Intelligence Research |  |
Links to WFGY in the NLP section as a project on LLM robustness, debugging, and reliability. |
| Awesome-Prompt-Engineering |  |
Lists “WFGY 16 Problem Map” in the Key Reading section as a troubleshooting guide for RAG and LLM pipelines. |
| Awesome-LLM-based-Evaluators |  |
Lists WFGY 3.0 · Singularity Demo and the WFGY ProblemMap in its “Robustness and stress-test resources” section as a TXT-based long-horizon tension reasoning benchmark and failure map for RAG and LLM robustness evaluation. |
⭐ Star-powered Proof
The WFGY project has been starred by a diverse group of developers, maintainers, and ecosystem contributors.
Stars are not the same as technical integrations or formal citations, but they show who cared enough to follow WFGY and keep an eye on its work.
This section highlights some early and notable “Star Gators” who starred the project in its first growth waves.
Explore the full list of notable supporters:
👉 Star Gators · notable stargazers
🤝 Contributing
If you find a public repository, benchmark, article, doc page, course page, or discussion that includes WFGY, you are welcome to help keep this list accurate.
You can contribute by:
- adding a missing entry
- updating an outdated description
- attaching a better proof link
- correcting categorization
- submitting a PR with a new citation or integration
Forks and PRs are welcome. If your project includes WFGY in any public form, feel free to add it to this recognition list with a short description and a verifiable link.