Dataset · Hugging Face

TokenWasteGroup/DynamicMCPBench

Name: DynamicMCPBench
Creator: TokenWasteGroup
License: cc-by-4.0
Keywords: task_categories:other, license:cc-by-4.0, size_categories:1K<n<10K, format:json, modality:text, library:datasets, library:pandas, library:polars, library:mlcroissant, region:us, mcp, agents, tool-use, benchmark, llm-evaluation

DynamicMCPBench A trace-grounded, effect-scored benchmark for LLM agents on live MCP servers. Tasks are generated forward: an explorer agent drives real MCP tools until a goal is reached, the recorded trace is distilled into a TaskSpec, and candidates are graded on whether they reproduce the effects the trace produced — checkpoints, equivalence sets, minefields, a partial order — never on matching an answer string or a fixed tool list. Candidates are evaluated under… See the full description on the dataset page: https://huggingface.co/datasets/TokenWasteGroup/DynamicMCPBench.

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Author / organization	TokenWasteGroup
License (as declared)	cc-by-4.0
Downloads	708 (as reported by Hugging Face)
Likes	1
Created	11 June 2026
Last updated at source	28 August 2026

mcpagentstool-usebenchmarkllm-evaluation

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