mcpcost

io.github.amgallego8/colab-mcp

Colab-MCP (unofficial)

Unofficial MCP server for Google Colab: runtimes, code, long jobs, files and notebooks.

alive probed 2026-10-19

42tools
≈ 4.6ktokens, estimate
≈ 2.3 %of Claude's 200k window
3.2×the median server
2.9 sto initialize
11 msto list tools
Run it
uvx colab-cli-mcp==0.1.0 (stdio, probed in a container with the network off)
Host
pypi.org
Reports itself as
colab-cli 1.30.0
Capabilities
experimental, prompts, resources, tools
Instructions
none
Of a 1M window
≈ 0.5 % of a 1M context window, estimate
Claude count
The count_tokens endpoint refused the tool schemas: invalid x-api-key. The estimate stands in.
Repository
https://github.com/amgallego8/Colab-MCP
Registry
active, updated 2026-10-16 · registry entry
Reachable
1 of the last 1 probe

Most expensive tools

Estimates with the o200k_base tokenizer.

Toolo200k estimateShare of this server
colab_exec3377 %
colab_run1804 %
colab_new1684 %
colab_drive_mount_start1603 %
colab_notebook_add_cell1593 %

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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.

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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