genaispanmapper-mcp — Claude Code MCP server: setup guide
A remote MCP server for standardizing OpenTelemetry GenAI spans. It detects missing provider attributes and produces consistent schemas for observability dashboards.
claude mcp add --transport http genaispanmapper-mcp https://genaispanmapper.clauxel.com/mcpWhat genaispanmapper-mcp does
The server standardizes generative AI telemetry so metrics dashboards remain consistent across different providers. It ingests OpenTelemetry span data, maps custom provider fields, and returns clean JSON structures.
It exposes five tools to coding agents: map_genai_span_fields, normalize_provider_attributes, detect_missing_genai_attributes, issue_mapping_receipt, and export_observability_schema. These handlers help inspect traces for omitted metadata, enforce mapping rules, and generate schema definitions for monitoring tools.
This is a commercial remote service hosted at https://genaispanmapper.clauxel.com/mcp. The public repository provides documentation rather than server source code, meaning active network access to the remote HTTP endpoint is mandatory.
What it helps with
- Standardize OpenTelemetry GenAI spans across multiple model providers
- Identify missing span attributes in generative AI traces
- Issue mapping receipts for trace transformation audits
- Export unified schema definitions for observability dashboards
Example prompts for the agent
- Inspect this trace using
detect_missing_genai_attributesand flag missing metadata. - Normalize provider fields in this span with
normalize_provider_attributes. - Generate a dashboard schema definition using
export_observability_schema.
How to install genaispanmapper-mcp
Platform CLI: remote server
claude mcp add --transport http genaispanmapper-mcp https://genaispanmapper.clauxel.com/mcpPlatform CLI: remote server
codex mcp add genaispanmapper-mcp --url https://genaispanmapper.clauxel.com/mcpConfig file
{
"mcpServers": {
"genaispanmapper-mcp": {
"url": "https://genaispanmapper.clauxel.com/mcp"
}
}
}Config file
{
"servers": {
"genaispanmapper-mcp": {
"type": "http",
"url": "https://genaispanmapper.clauxel.com/mcp"
}
}
}Platform CLI: remote server
gemini mcp add -t http genaispanmapper-mcp https://genaispanmapper.clauxel.com/mcpStep by step, with commands for each platform: How to add an MCP server to Claude Code, Codex, Cursor, VS Code, Gemini CLI and more
Questions about genaispanmapper-mcp
How to install genaispanmapper-mcp in Claude Code?
Run claude mcp add --transport http genaispanmapper-mcp https://genaispanmapper.clauxel.com/mcp in your terminal.
What does genaispanmapper-mcp do?
It standardizes OpenTelemetry spans generated during AI calls. The server aligns provider-specific fields into a unified schema for monitoring tools.
Does genaispanmapper-mcp run locally?
It connects over HTTP to the remote endpoint at https://genaispanmapper.clauxel.com/mcp. It functions as a paid hosted service rather than a local binary.
