---

name: rag-wrapper description: Patterns for wrapping any agent with RAG context from Qdrant. Use to add persistent memory to imported or external agents.

RAG Wrapper Patterns

Patterns for augmenting any agent with Qdrant context retrieval.

Quick Start

To wrap an agent with RAG:

CopyUse rag-proxy agent:
  Target: {agent-to-wrap}
  Task: {the task}

Manual Wrapping Pattern

If you need custom control, follow this pattern:

Step 1: Query Relevant Context

CopyTool: qdrant-find
Query: {key terms from task}

Step 2: Format Context Block

Copy## Retrieved Context

### Source: {metadata.source}
Harvested: {metadata.harvested_at}
Type: {metadata.type}

{document content}

---

Step 3: Prepend to Task

Copy{context blocks}

## Task

{original task}

---
Note: Above context is from stored knowledge. Verify if needed.

Step 4: Delegate

CopyTool: Task
Agent: {target-agent}
Prompt: {enriched prompt}

Enriched Prompt Template

Copy# Context from Stored Knowledge

The following relevant information was retrieved from project memory:

{{#each contexts}}
## From Qdrant
**Source:** {{metadata.source}}
**Harvested:** {{metadata.harvested_at}}

{{content}}

---
{{/each}}

# Your Task

{{original_task}}

---

**Note:** The context above comes from previously harvested research.
Use it if relevant, but verify currency for time-sensitive information.
The `harvested_at` dates indicate when the content was stored.

Selective Wrapping

Not all tasks need RAG. Skip for:

Agent-Collection Affinity

Map agent types to useful query topics:

Storing Results

After the target agent completes:

CopyTool: qdrant-store
Information: "<valuable findings>"
Metadata:
  source: "agent-output"
  type: "generated"
  harvested_at: "<ISO date>"
  tags: "<relevant,keywords>"

Error Handling