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Bifrost
Bifrost

K-Dense-AI/lab-instrument-mcps

Open-source MCP servers that let AI agents operate real lab instruments, with safety limits, read-only modes, audit trails, and a simulator for every instrument.

#MCP
Visit GitHub
Python
23
2
2 contributors
Apache License 2.0
website
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Momentum

How fast K-Dense-AI/lab-instrument-mcps is gaining stars, and where it lands on Trendshift and GitHub Trending

Activity and trending

Stars, forks and merged pull requests each day or month, lined up with the repository's rank on Trendshift Trending

Sep 25 – Oct 26, 2026

Stars +19 in 32 days

024
4

Forks +2 in 32 days

01
1

Merged PRs 0 in 32 days

01

Trendshift Trendingwhere the repository ranked each day it made the top 25

Not in the Trendshift top 25 in this period

Sep 25Sep 29Oct 3Oct 7Oct 11Oct 15Oct 19Oct 23
The left and right arrow keys step from day to day; Home and End go to the first and the last

Stars, forks, merged pull requests and Trendshift Trending rank, by day
DayStars gainedForks gainedMerged PRs
Fri, Sep 25, 2026+0+00
Sat, Sep 26, 2026+0+00
Sun, Sep 27, 2026+4+00
Mon, Sep 28, 2026+1+00
Tue, Sep 29, 2026+0+00
Wed, Sep 30, 2026+1+00
Thu, Oct 1, 2026+3+00
Fri, Oct 2, 2026+2+00
Sat, Oct 3, 2026+0+00
Sun, Oct 4, 2026+1+10
Mon, Oct 5, 2026+1+00
Tue, Oct 6, 2026+0+00
Wed, Oct 7, 2026+0+00
Thu, Oct 8, 2026+0+00
Fri, Oct 9, 2026+1+00
Sat, Oct 10, 2026+0+00
Sun, Oct 11, 2026+1+00
Mon, Oct 12, 2026+0+00
Tue, Oct 13, 2026+0+00
Wed, Oct 14, 2026+1+00
Thu, Oct 15, 2026+0+00
Fri, Oct 16, 2026+0+00
Sat, Oct 17, 2026+0+00
Sun, Oct 18, 2026+0+00
Mon, Oct 19, 2026+0+00
Tue, Oct 20, 2026+0+00
Wed, Oct 21, 2026+0+10
Thu, Oct 22, 2026+0+00
Fri, Oct 23, 2026+1+00
Sat, Oct 24, 2026+0+00
Sun, Oct 25, 2026+1+00
Mon, Oct 26, 2026+1+00
Total+19+20
  • 1#1 on the list
  • 7Rank that day
  • Not trending

Social mentions

Recent discussions about this repository across the web
  1. Sep 261 post
    • Today we're open-sourcing LabMCP: connectors that let AI assistants run your lab instruments. Balances, stirrers, pumps, spectrometers, potentiostats and more. 32 connectors, 411 tools, with safety…

      Read full on X, posted by @k_dense_ai

      @k_dense_ai · x.com

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