mcpcost

io.github.happyc0der/ephys-mcp

Ephys

Is the Ephys MCP server down? No. It answered initialize and tools/list in the probe of 2026-10-31.

Read-only analysis of intracortical BCI recordings (NWB, DANDI, WAV): spikes, PSTHs, decoding, plots

alive probed 2026-11-14 · unchanged since 2026-10-31

24tools
6.2ktokens in Claude Opus 5.5
3.1 %of Claude's 200k window
2.5×the median server
5.5 sto initialize
4 msto list tools
Run it
uvx ephys-mcp@0.5.1 (stdio, probed in a container with the network off)
Host
pypi.org
Reports itself as
ephys-mcp
Capabilities
prompts, resources, tools
Instructions
356 characters
Of a 1M window
0.6 % of a 1M context window
Count
6.2k tokens in Claude Opus 5.5, exact, measured 2026-10-17. With the Claude Code prefix mcp__…__ on each tool name: 6.5k. The o200k_base estimate is 3.5k. Counted again when the tool definitions change. Method.
Repository
https://github.com/happyc0der/ephys-mcp
Website
https://github.com/happyc0der/ephys-mcp
Registry
active, updated 2026-09-22 · registry entry

Most expensive tools

The Claude column scales the o200k estimate of each tool by this server's ratio of exact to estimate, 1.77×.

Tool≈ Claude tokenso200k estimateShare of this server
fit_latent_factors5883329 %
get_psth5613179 %
set_probe_geometry4922788 %
evaluate_cross_session4742688 %
fit_decoder4412497 %

Compare this server with others.

More servers

Other registry entries on pypi.org, the ones next to this name; all of them.

Servers that mention ephys or intracortical or recordings.

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mcpcost: alive

The result of the latest probe, the tool count and the token cost. The feed has an entry for every probe that changed them.

Atom feed

A mail when this server changes

Stops answering, comes back, tool set or cost changes. One confirmation mail first, a stop link in every mail.

For the publisher