mindmorass Research Patterns
Patterns for finding and synthesizing information, with Qdrant-first retrieval.
Workflow
1. Check Stored Knowledge First
Before external research, query Qdrant:
Tool: qdrant-find
Query: "your search query"
If relevant results exist, use them and cite the source metadata.
2. External Research If Needed
If stored knowledge is insufficient or outdated:
- Search official documentation
- Use WebSearch for current information
- Cross-reference multiple sources
3. Store Valuable Findings
For information worth persisting, use qdrant-store:
Tool: qdrant-store
Information: "<content>"
Metadata:
source: "<URL>"
type: "documentation"
harvested_at: "<ISO date>"
Research Checklist
- Query Qdrant - Always check stored knowledge first
- Assess freshness - Check
harvested_atmetadata - Define gaps - What's missing or outdated?
- Search externally - Find additional sources if needed
- Evaluate - Assess source quality and relevance
- Synthesize - Combine into coherent answer
- Cite - Reference sources including Qdrant metadata
- Store - Save valuable new findings to Qdrant
Best Practices
- Note data freshness in responses
- Cross-reference multiple sources
- Distinguish cached vs fresh information
- Keep stored documents focused (one topic each)