Dify rag pm

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

Personal agent brain catalog for coding agents: AGENTS.md, SOUL.md, MEMORY.md, skills, workflows, and a bundled loader.

Install

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

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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.

SKILL.md

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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