labmcp
Shared foundations for MCP servers that control laboratory instruments: transports, simulators, safety limits, audit logging.
MCP server · by K-Dense-AI
About
labmcp is an MCP server published by K-Dense-AI. Marketplaces we read that list it: 1 (PyPI (MCP servers)). The last change we recorded was on 2026-11-01. As of our marketplace pass on 2026-11-03.
What it asks for
- Runs on your machine
None of the marketplaces we read publishes its tools or the settings it asks for.
What it declares, asks for and runs, in full
Only install plugins from developers you trust. We list what marketplaces publish and do not test plugins.
Package
- PyPI downloads/week: 423 (2026-11-01)
- PyPI downloads/month: 2 764 (2026-11-01)
- Latest version on PyPI: 0.1.2, published 2026-09-26
No known vulnerabilities in OSV for 0.1.2 (checked 2026-10-31)
PyPI facts come from pypi.org, PyPI downloads from pypistats.org. Each figure is the registry's own and is never added to another. A registry that publishes no figure shows none: no number is not zero. Vulnerability records come from OSV.dev (CC BY 4.0) and concern the declared version only; a listing that declares no version gets no answer. We do not scan code.
Connect
No data for an automatic command: what its marketplaces declare does not say unambiguously how to connect it.
Where it is published
| Marketplace | Status | Version | Figures | Verified | First seen |
|---|---|---|---|---|---|
| PyPI (MCP servers) (Open on PyPI) | Listed | 0.1.2 | Downloads/month (PyPI): 2 764 Downloads/week (PyPI): 423 Forks (GitHub): 2 Stars (GitHub): 24 |
Not marked |
Each figure is the marketplace's own and is never added up across marketplaces. A marketplace that publishes no figure shows none: no number is not zero.
How its figures have moved
- 2026-10-212
- 2026-11-022
- 2026-10-1420
- 2026-10-2421
- 2026-10-2522
- 2026-10-2623
- 2026-11-0124
- 2026-11-0224
Each dot is a day we read a different number; flat stretches are days the number did not move. Figures of different marketplaces are never added up.
What changed
Nothing has moved on this plugin since we started watching it.
Similar plugins
Products whose own names, descriptions, tools and skills are closest in meaning to this one, on every marketplace we read. Closeness is ranked within this list only.
-
QuLab MCP remote server (Streamable HTTP) for computational science and lab tools.
-
Git/CI MCP server with the full protocol surface (tools, resources, prompts, roots, sampling).
-
MCP server for Mettler Toledo laboratory balances (MT-SICS): weigh, tare, zero, log drift, adjust.
-
MCP server for Lumerical FDTD automation
-
Accountable autonomy proxy: gating, tamper-evident audit, time anchor for every action
-
MCP control plane: discovery of servers, tools and skills, profiles, audits, gated tool gateway.
-
Model Context Protocol server for lrvx — gives AI agents grounded access to indicators, error codes, and the C API.
-
Generic MCP server for any SCPI instrument over VISA, TCP or serial, with command allow/deny lists.
-
Self-hosted MCP for controlled AI development and staging without a general-purpose remote shell.
-
Read, measure and explain LLM eval runs of a digline suite. Cannot promote a baseline.
Similar plugins by marketplace
The same question asked of one marketplace at a time: is there an analog of this plugin there?
Has a listing on Claude Code: claude-plugins-community (5)
-
MCP server for terminal commands, file operations, and process management
-
mcp-server io.github.cap-js/mcp-server
Model Context Protocol (MCP) server for AI-assisted development of CAP applications.
-
MCP server that gives AI agents full control of your cmux terminal — run commands, read output, and send control characters. Works in the background via Unix socket with no focus…
-
mdk-mcp-server io.github.SAP/mdk-mcp-server
Model Context Protocol (MCP) server for AI-assisted development of MDK applications.
-
Multi-model deliberation over MCP: full responses plus typed cross-model reactions from other labs.
Has a listing on Claude Code: claude-plugins-official (5)
-
MCP server for terminal commands, file operations, and process management
-
mcp-server io.github.cap-js/mcp-server
Model Context Protocol (MCP) server for AI-assisted development of CAP applications.
-
mdk-mcp-server io.github.SAP/mdk-mcp-server
Model Context Protocol (MCP) server for AI-assisted development of MDK applications.
-
Skills for designing and building MCP servers that work seamlessly with Claude. Guides you through deployment models (remote HTTP, MCPB, local), tool design patterns, auth, and…
-
An MCP server giving access to Grafana dashboards, data and more.
Has a listing on Claude: knowledge-work-plugins (5)
-
MCP server for terminal commands, file operations, and process management
-
Figma design platform integration. Access design files, extract component information, read design tokens, and translate designs into code. Bridge the gap between design and…
-
Hosted MCP server for AI-assisted Grafana Cloud observability — no local installation required.
-
Official SigNoz plugin for MCP setup, docs, queries, dashboards, and alerts
-
Search companies and contacts, enrich leads, find lookalikes, and get AI-ranked contact recommendations. Pre-built skills chain multiple ZoomInfo tools into complete B2B sales…
Has a listing on Codex: openai-curated (openai/plugins) (5)
-
Predict structures, screen molecules and proteins, and design binders.
-
Skills for NVIDIAs ecosystem spans GPU acceleration, CUDA, AI agents, inference, robotics, Physical AI, Omniverse, and simulation. This plugin helps you understand the pieces…
-
Guided NGS intake, local execution, and public-pipeline routing for BCL, FASTQ, DNA variant, RNA-seq, single-cell, epigenomics, amplicon, and metagenomics analyses, with deeper…
-
CrowdStrike Falcon Foundry development skills for building cybersecurity applications on the Falcon platform. Includes UI development, collections, functions, workflows, API…
-
Available for US1 customers only. Analyze, investigate, and act on your Datadog telemetry directly from ChatGPT using natural language. Ask questions about your production…
Has a listing on Community GitHub marketplaces (5)
-
Fleet-wide backup triage, stale-backup detection, and cross-engine analytics for any MCP agent.
-
MCP tools for LTspice/ngspice circuit simulation and LTspice .asc schematic editing. Structured results include per-device operating points (gm/gds/vth) by device name, without…
-
One system around coding agents to run, verify, recover, and hand off software work.
-
Official Microsoft Learn MCP Server – real-time, trusted docs & code samples for AI and LLMs.
-
dynatrace-managed-mcp io.github.dynatrace-oss/dynatrace-managed-mcp
MCP server for Dynatrace Managed to access logs, events, and metrics.
Has a listing on Copilot CLI: github/awesome-copilot (5)
-
Explore and query TimeBase streams, schemas, QQL, symbols, and server status via MCP.
-
Complete toolkit for building Model Context Protocol (MCP) servers in Go using the official github.com/modelcontextprotocol/go-sdk. Includes instructions for best practices, a…
-
Complete toolkit for building Model Context Protocol (MCP) servers in TypeScript/Node.js using the official SDK. Includes instructions for best practices, a prompt for generating…
-
Comprehensive resources for building Model Context Protocol servers using the official PHP SDK with attribute-based discovery, including best practices, project generation, and…
-
Build Model Context Protocol (MCP) servers in Java with the official MCP Java SDK 2.x. Includes a skill that generates a server project and an expert agent for guidance.
Has a listing on Copilot CLI: github/copilot-plugins (5)
-
mcp-apps
Generate MCP App widgets for MCP tools. Produces self-contained HTML widgets using the MCP Apps protocol.
-
power-automate
Build, edit, run, and debug Power Automate cloud flows via the FlowAgent MCP server — connection lifecycle, surgical edits, copy across environments, run management, and validated…
-
Build Power Apps Canvas Apps using the Canvas Authoring MCP server.
-
Navigate and interact with your C++ code using the Microsoft C++ Language Server.
-
Toolkit for building Microsoft 365 Copilot declarative agents — scaffolding, JSON manifest development, and capability configuration.
Has a listing on Cursor: cursor/plugins (5)
-
Let Grok Bot reach MCP servers on your private Tailscale network: connect your own tailnet, or your team's company tailnets turned on by a team admin, with each member using their…
-
Query and remediate compliance tests, controls, frameworks, risks, and vulnerabilities in Vanta.
-
Inspect and manage feature gates, experiments, dynamic configs, and metrics.
-
Fan large tasks out across parallel cloud agents with planners, workers, verifiers, and structured handoffs.
-
CLI-backed repo compatibility scans plus agents that audit startup, validation, and docs against reality.
Has a listing on Docker MCP Catalog (5)
-
Dynatrace-mcp io.github.dynatrace-oss/Dynatrace-mcp
[DEPRECATED] Dynatrace MCP Server. Migrate to dynatrace-for-ai or Dynatrace Remote MCP Server.
-
MCP server for terminal commands, file operations, and process management
-
npm-sentinel-mcp io.github.Nekzus/npm-sentinel-mcp
Advanced NPM analysis: Recursive security scanning, ecosystem awareness, and deep insights.
-
Read and score Opik traces, experiments, datasets and prompts from your AI assistant.
-
Remote MCP server for the Hackle Admin API: experiments, feature flags, remote config, messaging.
Has a listing on Official MCP Registry (5)
-
QuLab MCP remote server (Streamable HTTP) for computational science and lab tools.
-
Git/CI MCP server with the full protocol surface (tools, resources, prompts, roots, sampling).
-
MCP server for Mettler Toledo laboratory balances (MT-SICS): weigh, tare, zero, log drift, adjust.
-
Accountable autonomy proxy: gating, tamper-evident audit, time anchor for every action
-
MCP control plane: discovery of servers, tools and skills, profiles, audits, gated tool gateway.
Has a listing on PyPI (MCP servers) (5)
-
MCP server for Lumerical FDTD automation
-
Model Context Protocol server for lrvx — gives AI agents grounded access to indicators, error codes, and the C API.
-
Read, measure and explain LLM eval runs of a digline suite. Cannot promote a baseline.
-
Explore and query TimeBase streams, schemas, QQL, symbols, and server status via MCP.
-
Shared safety layer for the finos-mcp servers: read-only enforcement, rate limits, size caps, audit log, structured errors. Not affiliated with FINOS.
Has a listing on npm registry (MCP servers) (5)
-
mcp-failure-lab io.github.anilloutombam/mcp-failure-lab
Deterministic fault-injection server for testing how MCP clients handle failures and recover.
-
The official Axorum MCP server — exposes the Axorum agent plane as MCP tools, so any MCP-capable agent becomes a policy-governed spender with no integration code.
-
SSH — policy-gated remote access
Policy-gated, audited SSH for Linux and Windows hosts: roles, approvals, and an audit log.
-
MCP server for MikroTik RouterOS and SwOS: typed tools, dry-run, RBAC, audit logs, and rollback.
-
Expanded Model Context Protocol (MCP) server for Call Telemetry lab, fleet, and appliance management across Proxmox VE (ESXi is retired).
Found by meaning, not by shared code or a shared repository: similar plugins stay separate products, and this is not a review or a recommendation.
Want this mark on your plugin in our catalog?
Prove you maintain it with a file in its repository, a file on your domain or a DNS record, and you can show this mark on the card, with live banners for your site and README. How verification works
You also get alerts when a marketplace lists it, drops it, changes its verified mark or what it asks for, and its remote endpoint goes on monitoring as a web service.
Package data comes from the Python Package Index (pypi.org). Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.