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.
Latest metrics (snapshot 2026-10-15)
| stars | 20 |
|---|---|
| forks | 1 |
| issues | 0 |
| pushed_at | 2026-09-26T22:47:14Z |
History
History chart: 1 daily snapshot so far (archive started 2026-10-14). The line fills in as the daily archive grows; full series via the API.
| Date | GitHub stars |
|---|---|
| 2026-10-15 | 20 |
ADC Momentum: 28/100
| Growth velocity | 33 |
|---|---|
| Consistency | 26 |
| Recency | 40 |
| Agent demand | 0 |
| Basis | bootstrap |
ADC Momentum (0-100) = 45% growth velocity (stars/likes gained per day in our daily archive, relative and absolute, percentile-ranked within the category) + 20% consistency (share of recent days with growth) + 20% recency (latest push/update/release, decaying) + 15% agent demand (how often AI agents looked it up via our API/MCP this week). MCP servers use release cadence; LLMs use price cuts, context and recency. Recomputed daily; scores marked "bootstrap" use lifetime rates until the archive has enough days. Method
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[](https://agentdataco.com/repo/K-Dense-AI/lab-instrument-mcps)<a href="https://agentdataco.com/repo/K-Dense-AI/lab-instrument-mcps"><img src="https://agentdataco.com/badge/repo/K-Dense-AI/lab-instrument-mcps.svg" alt="ADC Momentum"></a>Details
| description | 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. |
|---|---|
| url | https://github.com/K-Dense-AI/lab-instrument-mcps |
| language | Python |
| license | Apache-2.0 |
| topics | ai-agents instrument-control lab-automation laboratory mcp mcp-server model-context-protocol python scientific-instruments self-driving-labs |
| created_at | 2026-09-25T20:16:45Z |
| homepage | https://www.k-dense.ai |
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curl -H "Authorization: Bearer $ADC_KEY" \
"https://agentdataco.com/api/v1/github-ai-repos/history?entity=K-Dense-AI%2Flab-instrument-mcps"
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"https://agentdataco.com/api/v1/github-ai-repos?repo=K-Dense-AI%2Flab-instrument-mcps"Or connect your agent to our remote MCP server: https://agentdataco.com/mcp.
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