Mahal Systems

Overview › Benchmark catalog

MCPMark

Fits agents that write to Notion, GitHub or databases through MCP. Borrow the per-task verify.py against a curated initial state and the pass^k reliability reporting.

What it asks the agent to do

  • create, update and reorganize pages and databases in Notion
  • manage issues, branches and files in a GitHub repository
  • run queries and change data in a PostgreSQL database
  • edit files on a filesystem
  • automate a web page with Playwright

What to borrow from it

grading designsandbox designcase template

Caveats

Needs live Notion and GitHub accounts; a Verified subset reports different numbers from the paper; mostly developer-flavored apps.

Details

Workloadstool calling, workflow automation, documents, sql, coding
Interactionsingle turn
Environmentmixed
End state checkedYes
ToolsMCP servers for Notion, GitHub, Filesystem, PostgreSQL, Playwright
Gradingprogrammatic check, state diff, pass^k
Size127
Datamixed
Personal datanone
LicenseApache-2.0
Harnessown repo
Statusactive

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