Back to browse
GitHub Repository

Do MCP tools serialize in Claude Code? Empirical study: readOnlyHint controls parallelism, IPC overhead is ~5ms/call. Reproduces #14353.

5 starsPython

MCP tools do parallelize in Claude Code (study with raw data)

by greynewell·Feb 12, 2026·1 point·0 comments

AI Analysis

MidBig Brain

Benchmarks readOnlyHint's impact on MCP parallelism, but archived before yielding actionable best practices.

Strengths
  • Rigorous IPC overhead measurement (5ms/call median) with raw JSON-RPC traces differentiates from hand-waving
  • Identified readOnlyHint as the serialization control mechanism before Anthropic documented it clearly
Weaknesses
  • n=5 sample size (astropy only) makes findings noise, not generalizable guidance
  • Archived Feb 2026 with no follow-up; unclear if findings shaped MCP adoption or Claude Code behavior
Target Audience

MCP server authors, Claude Code users, researchers studying AI tool parallelism

Similar Projects