mcp-context-cost

duckduckgo — context cost

724 tokens across 2 tools — lean (< 1K). Measured 2026-08-16 under methodology v1.0.

   
server (self-reported) ddg-search v1.29.0
status measured
tokenizer tiktoken / o200k_base
launch command uvx duckduckgo-mcp-server
isolation docker · ghcr.io/astral-sh/uv:python3.12-bookworm-slim · network bridge · network enabled for package fetch; clean FS, no host credentials
env vars supplied none
canonical SHA-256 61f82494284ccb413e9cb213ed93d7b79f43769229713b2748056a7f1018db14
category community
source https://github.com/nickclyde/duckduckgo-mcp-server

Where the tokens are

tool tokens share description schema
fetch_content 387 53.5% 246 88
search 335 46.3% 226 58

Each tool is tokenized on its own, so the parts do not sum exactly to the whole: the array adds its own brackets and commas, and the tokenizer merges tokens across object boundaries. The badge number is always the count of the whole array, never a sum of parts.

Re-derive it

npx -y mcp-context-cost verify results/duckduckgo/measurement.json

That re-tokenizes the published capture and checks the count and the hash. If it disagrees with the badge, the badge is wrong — open an issue and it gets corrected.

Badge JSON · All servers · Leaderboard · Methodology