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.
Install
$ agentstack add skill-samzong-agent-brains-dify-rag-pm ✓ scanned · ✓ verified — works with Claude Code, Cursor, and more.
Security review
✓ PassedNo issues found. Passed automated security review. · v0.1.0 How review works →
- ✓ Prompt-injection patterns
- ✓ Secret / credential exfiltration
- ✓ Dangerous shell & filesystem operations
- ✓ Untrusted network calls
- ✓ Known-malicious package signatures
What it can access
- ✓ Network access No
- ✓ Filesystem access No
- ✓ Shell / process execution No
- ✓ Environment & secrets No
- ✓ Dynamic code execution No
From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.
About
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
Source & license
This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.
- Author: samzong
- Source: samzong/agent-brains
- License: MIT
Install and usage instructions live in the source repository linked above.
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Versions
- v0.1.0 Imported from the upstream source.