onestardao/WFGY
WFGY is heading toward WFGY 5.0 Polaris Protocol, a major open-source release for AI reasoning, RAG, agents, and real-world workflows. Includes Problem Map, Global Debug Card, WFGY 4.0, and the CFV Easter Egg. observed · 2026-08-28
Health v2 · maintenance only
80/100
- Activity 99
- Release rhythm 83
- Longevity 32
Flags: no_license
How is this computed?
round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-02. Adoption (stars, forks) is never an input.
- gap_med: 16.5
- age_days: 455
- days_rel: 114
- days_push: 7
- n_releases_24m: 11
Adoption not part of the score
1785 stars · 165 forks observed · 2026-08-28
What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded
WFGY is an open-source ecosystem of protocols and tools for debugging and improving AI reasoning, RAG pipelines, and agent workflows, currently rolling out its WFGY 5.0 Polaris Protocol in stages. It includes components like Problem Map 3.0, Global Debug Card, Polaris Goal Compiler, and Cite First Verification for diagnosing broken LLM pipelines and reducing hallucinations.
Use cases
- debug a broken rag pipeline
- reduce llm hallucinations
- evaluate ai agent workflows
- add citation verification to llm answers
- diagnose why my agent fails
- improve retrieval augmented generation quality
- structure llm reasoning with a protocol
When to choose
- you need structured debugging tools for RAG or agent pipelines
- you want protocol-level approaches to hallucination and citation verification
- you want to follow an evolving open methodology for LLM reasoning reliability
When to avoid
- you need a production-ready library with stable APIs rather than staged protocol documents
- you want a lightweight drop-in dependency instead of a methodology ecosystem
- you require a permissive license - the license is non-standard (NOASSERTION)
Facets
framework · maturity active
rag agent-framework prompt-engineering large-language-models developer-tools artificial-intelligence python cross-platform hallucination-mitigation llm-debugging knowledge-graph graphrag reasoning-protocol polaris-protocol debugging evaluation retrieval-augmented-generation ai-agents
2 sources
- readme: https://github.com/onestardao/WFGY · fetched 2026-08-28 · 163e95dd40cd
- homepage: https://github.com/onestardao/WFGY · fetched 2026-08-29 · 47a7a7be2d3f
Member repositories
| Repository | Role | Health v2 |
|---|---|---|
| onestardao/WFGY | main | 80 |
For agents
Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem