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nextcloud-mcp-server/docs
Chris Coutinho fc3ab8d0ac docs: Add Ollama embeddings capacity analysis and investigation
Documents Ollama embedding service evaluation for ADR-003 semantic search
implementation, including performance benchmarks and capacity analysis.

## Documentation

### Ollama Capacity Analysis
- Performance metrics for ollama.internal.coutinho.io
- Model: nomic-embed-text:latest
- Embedding generation benchmarks (single, batch, parallel)
- Latency analysis and throughput measurements
- Resource usage and capacity recommendations

### Ollama Embeddings Investigation
- Evaluation of Ollama for semantic search use case
- Comparison with other embedding providers
- Integration considerations with ADR-003 architecture
- Deployment scenarios and operational requirements

## Key Findings

 Ollama instance operational and performing well
 Reasonable latency for small-medium workloads
 Good parallelism support
 Suitable for development and small production deployments

## References

- ADR-003: Vector Database Semantic Search
- Ollama API documentation
- nomic-embed-text model specifications

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
2025-10-31 03:07:44 +01:00
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