GenAI Span Mapper

Normalize GenAI spans before dashboards tell competing stories.

GenAI Span Mapper is a paid remote MCP schema mapper for OpenTelemetry GenAI spans, provider attributes, missing fields, dashboard schemas, and mapping receipts.

This is a public documentation project for GenAI Span Mapper MCP. The structure is modeled after the public documentation pattern used by MiroFish: a short front door, a clear reading order, practical guides, reference pages, and public-safe architecture notes.

Start Here

• Website: https://genaispanmapper.clauxel.com/?utm_source=github&utm_medium=documentation&utm_campaign=genaispanmapper_public_docs&utm_content=readme_primary_home
• Pricing: https://genaispanmapper.clauxel.com/pricing/?utm_source=github&utm_medium=documentation&utm_campaign=genaispanmapper_public_docs&utm_content=readme_pricing
• Checkout: https://genaispanmapper.clauxel.com/checkout/?utm_source=github&utm_medium=documentation&utm_campaign=genaispanmapper_public_docs&utm_content=readme_checkout
• Support: [email protected]

Remote MCP

• Endpoint: https://genaispanmapper.clauxel.com/mcp
• Server card: https://genaispanmapper.clauxel.com/server-card.json
• Registry name: com.clauxel.genaispanmapper/genaispanmapper-mcp
• Tools: map_genai_span_fields, normalize_provider_attributes, detect_missing_genai_attributes, issue_mapping_receipt, export_observability_schema

Reading Order

1. Quickstart
2. Evaluation guide
3. Checkout and pricing
4. Workflow notes
5. Public link reference

Audience

observability teams, LLM platform teams, data engineers, and SREs.

Capabilities

• span schema mapper
• provider rules
• missing attribute detection
• normalized JSON
• dashboard schema export

Public-Safe Boundary

This repository does not contain production source code, credentials, payment configuration, Cloudflare configuration, customer records, private analytics, or local machine paths.