If you're running OpenTelemetry GenAI spans from multiple providers and your dashboards are showing inconsistent attribution, this remote MCP handles the normalization layer. It exposes five tools: map_genai_span_fields, normalize_provider_attributes, detect_missing_genai_attributes, issue_mapping_receipt, and export_observability_schema. You'd reach for this when Anthropic, OpenAI, and other LLM provider spans don't map cleanly to a unified schema and you need receipts on what got transformed. It's a paid service hosted at genaispanmapper.clauxel.com, aimed at observability teams and SREs who need consistent telemetry before the data hits Grafana or Datadog.
claude mcp add --transport http clauxel-genai-span-mapper-mcp https://genaispanmapper.clauxel.com/mcp