Summary
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.
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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: support@aigeamy.com
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
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.
Featured
Keeps your Mac awake while Claude Code, Codex or Cursor works. Lets it sleep when they are done.
Try free for 7 days →Block distracting apps from your iPhone permanently without a 3rd party app. Free and open source.
Block now (100% free) →Notes, actions and memory. Without a meeting bot. First month 100% off.
Download for free →belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →Free an open-source skills that make AI coding agents easier to understand, verify, and control.
Download for free →Connect your Claude agent to live crypto prices and trading routes via 1inch
Get the MCP →
