Span schema mapper
GenAI Span Mapper turns GenAI span mapping MCP work into span schema mapper that can be reviewed, exported, and reused by the next stakeholder.
Remote MCP for AI observability schemas
LLM telemetry needs a mapping receipt every pipeline can reuse
Normalize GenAI spans before dashboards tell competing stories.
A remote MCP schema mapper for OpenTelemetry GenAI spans, provider attributes, missing fields, dashboard schemas, and mapping receipts.
Paid hosted productRemote MCP endpointMonthly pricing shown
GenAI Span Mapper live preview
Span mapping verdict
Paste a sample to generate a preview.
92
What it delivers
Evidence, alerts, and decisions your team can act on
The workflow is built around the buying intent behind GenAI span mapping MCP: fast proof, clean handoff, and a durable record.
Provider rules
GenAI Span Mapper turns GenAI span mapping MCP work into provider rules that can be reviewed, exported, and reused by the next stakeholder.
Missing attribute detection
GenAI Span Mapper turns GenAI span mapping MCP work into missing attribute detection that can be reviewed, exported, and reused by the next stakeholder.
Normalized JSON
GenAI Span Mapper turns GenAI span mapping MCP work into normalized json that can be reviewed, exported, and reused by the next stakeholder.
Dashboard schema export
GenAI Span Mapper turns GenAI span mapping MCP work into dashboard schema export that can be reviewed, exported, and reused by the next stakeholder.
Mapping receipts
GenAI Span Mapper turns GenAI span mapping MCP work into mapping receipts that can be reviewed, exported, and reused by the next stakeholder.
Workflow
A compact workflow for urgent review moments
Submit span samples, provider names, and field dictionaries.
Map fields into OpenTelemetry GenAI attributes and dashboard schemas.
Flag missing attributes and provider-version drift.
Return normalized JSON and archive a mapping receipt.
Pricing
Annual checkout for teams that need the record to last
Prices are shown as monthly rates. Annual checkout applies a 50% annual discount in hosted payment.
Starter
$49/mo
One service and 2,000 span maps
- Span mapper
- Missing fields
- Receipt export
Team
$149/mo
Team observability schemas
- 10,000 maps
- Provider rules
- Dashboard schema export
Scale
$399/mo
Multi-service telemetry governance
- 75,000 maps
- Schema history
- Priority MCP support
Resources
Useful guides for GenAI span mapping MCP
GenAI span mapping MCP
How to evaluate GenAI span mapping MCP with practical steps, risks, and a product workflow.
OpenTelemetry GenAI attributes MCP
How to evaluate OpenTelemetry GenAI attributes MCP with practical steps, risks, and a product workflow.
LLM observability schema gate
How to evaluate LLM observability schema gate with practical steps, risks, and a product workflow.
AI telemetry mapping receipt
How to evaluate AI telemetry mapping receipt with practical steps, risks, and a product workflow.
GenAI span JSON normalizer
How to evaluate GenAI span JSON normalizer with practical steps, risks, and a product workflow.
remote MCP observability tool
How to evaluate remote MCP observability tool with practical steps, risks, and a product workflow.
LLM span diff MCP
How to evaluate LLM span diff MCP with practical steps, risks, and a product workflow.
AI observability schema mapper
How to evaluate AI observability schema mapper with practical steps, risks, and a product workflow.