jamesburton

Run the Ollama benchmark harness in this repository, capture host metadata, archive per-system benchmark snapshots, and update cross-system comparison tables. Use when Codex needs to benchmark the current machine, add another system to the benchmark matrix, or refresh summaries under results/systems and results/cross-system-summary.md.

Use when deploying Ollama models as Docker containers for use with Docker Agent, when selecting the best local models from benchmark results, or when creating docker-agent YAML configurations. Covers the full pipeline from benchmarking through containerised deployment.

Use when installing, managing, moving, reviewing, syncing, or auditing Claude Code skills — handles skill files from URLs/repos/archives, manages user vs project scope, maintains a trusted skills catalog, and enforces authoring best practices

Search and retrieve crawled web content from Qdrant vector database. Use when you need to find documentation, reference material, or any previously crawled web pages.

Agent skill guide for QdrantSkillsMCP - semantic skill search and retrieval

Use when the user needs .NET OpenTelemetry guidance for traces, metrics, logs, resource identity, semantic conventions, propagation, OTLP export, or telemetry troubleshooting in distributed services. Trigger when the work is primarily about instrumentation policy, signal coverage, correlation, or collector/exporter shape rather than AppHost composition or messaging runtime behavior.