mcpcost

io.github.mrfentmen/chempirical-mcp

chempirical-mcp

Is the io.github.mrfentmen/chempirical-mcp MCP server down? No. It answered initialize and tools/list in the probe of 2026-11-09.

MCP server for Chempirical: search 48,000 com MCP: real tools for real work.

alive probed 2026-11-15 · unchanged since 2026-11-09

13tools
2.7ktokens in Claude Opus 5.5
1.4 %of Claude's 200k window
1.1×the median server
305 msto initialize
9 msto list tools
Run it
npx -y chempirical-mcp@1.0.0 (stdio, probed in a container with the network off)
Host
npmjs.com
Reports itself as
chempirical-mcp 1.0.0
Capabilities
tools
Instructions
none
Of a 1M window
0.3 % of a 1M context window
Count
2.7k tokens in Claude Opus 5.5, exact, measured 2026-11-09. With the Claude Code prefix mcp__…__ on each tool name: 2.9k. The o200k_base estimate is 1.5k. Counted again when the tool definitions change. Method.
Repository
https://github.com/mrfentmen/awesome-servers
Registry
active, updated 2026-11-08 · registry entry

Most expensive tools

The Claude column scales the o200k estimate of each tool by this server's ratio of exact to estimate, 1.85×.

Tool≈ Claude tokenso200k estimateShare of this server
scale_reaction29415911 %
list_reactions27915110 %
search_molecules2551389 %
substructure_search2361289 %
similarity_search2101148 %

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