MCPMarkMCPMark

MCPMark: Stress-Testing Comprehensive MCP Benchmark

MCP Servers are shaping the future of software. MCPMark is a comprehensive, stress-testing MCP benchmark and a collection of diverse, verifiable tasks designed to evaluate model and agent capabilities in real-world MCP use. MCPmark will continuously update emerging MCP Servers to stay in step with the vibrant ecosystem!

GithubContribute a taskIntroducing MCPMark

A MCP Benchmark initiated by EVAL SYS

NUS TRAIL × LobeHub

MCPMark Verified is a stabilized, version-pinned subset of MCPMark's standard tasks for more reliable and reproducible MCP evaluation.

8 Models Ranking

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Pass@1 success rate on MCPMark Verified's 127-task standard set (single-run evaluation, run-1)

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Showing 127 tasks

NBA Statistics Analysis

L3
ModelContextProtocolPlaywrightReddit

Create sports analytics account, collect NBA player statistics from forum discussions, analyze basketball performance metrics, and compile comprehensive statistical report with community insights.

User Interaction, Data Extraction, Comparative Analysis, Content Submission
Created by Fanqing Meng
2025-08-12

Contact Information

L3
ModelContextProtocolFilesystemDesktop Template

Extract contact details from various file formats on desktop and perform reasoning analysis on the collected relationship data.

Data Extraction, Cross Referencing
Created by Lingjun Chen
2025-08-14

Cloudflare Turnstile Challenge

L3
ModelContextProtocolPlaywrightEval Web

Navigate websites with Cloudflare Turnstile protection, handle security challenges, bypass bot detection mechanisms, and successfully access protected content using automated browser interactions.

User Interaction
Created by Allison Zhan
2025-07-27

Change Color

L3
ModelContextProtocolNotionToronto Guide

Navigate to the Toronto Guide page and change all pink-colored elements to different colors.

Visual Formatting, Conditional Filtering
Created by Xiangyan Liu
2025-08-14

Transactional Inventory Transfer

L3
ModelContextProtocolPostgresLego

Create PostgreSQL function to handle inventory part transfers between LEGO sets with validation and audit logging.

Transactional Operations, Stored Procedures And Functions, Audit And Compliance
Created by Jiawei Wang
2025-08-16

Linting Ci Workflow

L3
ModelContextProtocolGithubMCPMark CI/CD

Set up ESLint workflow for code quality enforcement on all pull requests with proper CI integration.

Ci Cd Automation, Pr Workflows
Created by Zijian Wu
2025-08-15
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