Eval Engine API
Server Details
Pay-per-call AI evaluation MCP server. Score LLM outputs against benchmark rubrics via Workers AI.
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- Last Tested
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TDQS
Scored across 3 tools
Each tool has a distinct purpose: listing benchmarks, getting details, and performing evaluation. No overlap or ambiguity.
All tool names use lower_snake_case with clear verbs (list, get, evaluate) and follow a predictable pattern.
With 3 tools covering the essential workflow of discovering, inspecting, and using benchmarks, the count is appropriate and well-scoped.
The tool set covers the complete user-facing workflow: discover benchmarks, get details, and evaluate. No obvious gaps for the intended purpose.
Tool Schema Changelog
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
3 tool updates
- First observed
evaluate - First observed
get_benchmark - First observed
list_benchmarks
Related MCP Connectors
MCP server providing access to the Scorecard API to evaluate and optimize LLM systems.
Cloudflare Workers MCP server: llm-output-quality-monitor
Cloudflare Workers MCP server: ai-eval
MCP-native AI evaluation: rubric audits, eval suites, and proof reports for AI/LLM output.
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