mcp-context-cost

tavily — context cost

1,653 tokens across 5 tools — light (1–5K). Measured 2026-08-16 under methodology v1.0.

   
server (self-reported) tavily-mcp v0.2.22
status measured
tokenizer tiktoken / o200k_base
launch command npx -y tavily-mcp
isolation docker · public.ecr.aws/docker/library/node:22-slim · network bridge · network enabled for package fetch; clean FS, no host credentials
env vars supplied TAVILY_API_KEY
canonical SHA-256 b2bcd45339fe42caa0f55e5ca1196091b2dcda4b868fedd209177b54f2ef51ef
category vendor-official
source https://github.com/tavily-ai/tavily-mcp

Where the tokens are

tool tokens share description schema
tavily_search 615 37.2% 29 574
tavily_crawl 412 24.9% 20 379
tavily_map 288 17.4% 18 258
tavily_extract 178 10.8% 15 151
tavily_research 158 9.6% 50 95

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/tavily/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