Dify rag pm

Skill samzong/agent-brains/agents/dify-rag-pm/skills/dify-rag-pm

Analyze, plan, design, and review Dify Dataset, Knowledge, and RAG product work. Use for Dataset lifecycle, Workflow Knowledge Retrieval nodes, field contracts, user stories, and KnowledgeFS-to-Dify product translation.From its SKILL.md

Install

npx -y skills add samzong/agent-brains --skill dify-rag-pm

Assembled from the repository path, not quoted from the project. Check it against their README if it does not work.

One thing to look at

6 stars6 stars. Stars are a popularity signal and not a quality one, but at this level it is likely that nobody has read this closely except its author, and you would be relying on your own review.

SKILL.md

1.9 KB, 410 tokens by cl100k_base, as published. Nobody here has run it

dify-rag-pm Skill

Use this skill when analyzing, planning, designing, or reviewing Dify Dataset / Knowledge / RAG product work.

Trigger Situations

Dataset lifecycle, source ingestion, document management, indexing, retrieval, metadata, or hit testing.
Workflow Knowledge Retrieval node fields or runtime behavior.
KnowledgeFS to Dify Dataset 2.0 mapping.
Product requirements, user stories, feature matrix, or prototype design for Dataset/RAG.

Workflow

Read code first.
Identify the product surface.
Extract fields and runtime rules.
Separate current behavior from proposal.
Translate technical internals into Dify user language.
Produce field contract and user story map.
State non-goals and invalid combinations.

Required Evidence

Prefer these source areas:

/Users/x/git/lg/dify/api/models/dataset.py
/Users/x/git/lg/dify/api/models/enums.py
/Users/x/git/lg/dify/api/services/dataset_service.py
/Users/x/git/lg/dify/api/core/rag/retrieval/dataset_retrieval.py
/Users/x/git/lg/dify/api/core/workflow/nodes/knowledge_retrieval/
/Users/x/git/lg/dify/web/models/datasets.ts
/Users/x/git/lg/dify/web/app/components/datasets/
/Users/x/git/lg/dify/web/app/components/workflow/nodes/knowledge-retrieval/
/Users/x/git/lg/knowledge-fs/packages/core/src/models.ts
/Users/x/git/lg/knowledge-fs/packages/api/src/retrieval-types.ts
/Users/x/git/lg/knowledge-fs/packages/api/src/gateway-route-schemas.ts

Output Checklist

Current behavior
Code evidence
Product implication
Dataset 2.0 proposal
Field contract
Story map
Information flow
Non-goals
Prototype implications

What ships with it

Read from the repository

Just SKILL.md. No reference files, no scripts.