Batchwatch MCP server

by batchwatch·io.github.batchwatch/batchwatch-mcp·v0.1.1

Ask batchwatch whether to batch a job and get the real measured queue evidence, not a guess.

A91/100grade A

What users say

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Safety scan

A91/100

Adoption

Growing

0 stars21 downloads/wk

Reviews

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If you have run it, two minutes of your experience saves the next person an afternoon.

write = sends, deletes, buys or posts

Read from the package source without running it. The installed server may list more.

conditions
Current queue conditions for a model right now vs its recent norm — "is it me or them?".
coverage
Which provider+model combinations batchwatch currently has data for, and how answerable each is
distribution
The full measured wait distribution for a model + mode over a window. The raw evidence behind
estimate_batchtime
How long is MY job likely to wait? Returns the batch-wait distribution (p50/p90) for the model,
should_i_batch
The verdict: given a model and your own max_wait, does the batch queue currently honour it?
wait
The public "is the queue moving now?" reading for a model (delayed without a key). Lighter than

scanner v0.1.9 · 2026-09-20 · same rubric, same numbers if you re-run it

no findings

Code scan2 source files scanned25/25
–Live reliabilityno gateway calls yet and no remote to proben/a
–Tool poisoningtools not inspected (local package is not executed); not countedn/a
Auth qualitylocal package, no credentials required12/15
Maintenancelast push 20 days ago15/15
Maintainer identityregistry namespace matches repository owner7/10

Overall 91/100. Components that don't apply are left out of the denominator. Any critical finding is an F.Rubric Appeal a finding JSON

Runs npx -y batchwatch-mcp on your machine. Read the scan report first; the gateway never runs local packages.

claude mcp add batchwatch-mcp -- npx -y batchwatch-mcp

Is Batchwatch MCP server safe?: Yes, by our scan: it is graded A (91/100). Read the Batchwatch safety report
How do I install Batchwatch?: It runs on your machine. Copy the Claude Code, Claude Desktop or Cursor config from the install section.
Does Batchwatch need an API key?: Not as far as the registry entry and our scan can tell: no credentials are declared or required.
Is Batchwatch maintained?: The last commit was 21 days ago (2026-08-31). The latest release is v0.1.1.