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Lab Tools

Laboratory management and utilties.

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lab-tools
185

jlcpcb

Search the JLCPCB electronic components database (~7 million parts) for hardware/electronics projects. Use when the user needs to: (1) Find electronic components (resistors, capacitors, ICs, connectors, etc.), (2) Look up specific part numbers or manufacturers, (3) Find alternatives or equivalents for components, (4) Check component availability and stock at JLCPCB, (5) Get component specifications (package type, description, etc.), or (6) Search for parts for PCB assembly projects.

majiayu000
majiayu000
research
open
lab-tools
185

advance

Claim and work on beads safely with proper coordination. Use when starting work, finishing work, or finding the next task. Covers the full bead lifecycle: discover → verify → claim → work → close.

majiayu000
majiayu000
research
open
lab-tools
185

brain-dump-assistant

Manage a personal knowledge capture system. Use when the user wants to capture ideas, track todos, organize projects, review their brain dump, or mentions "brain dump", "capture this", "add to my list", "what's on my plate", "what should I focus on", or "daily review".

majiayu000
majiayu000
research
open
lab-tools
185

la-bench-workflow

Orchestrate the complete LA-Bench experimental procedure generation workflow from JSONL input to validated output. This skill should be used when processing LA-Bench format experimental data to generate and validate detailed experimental procedures. It coordinates parsing, reference fetching, procedure generation, and quality validation with 10-point scoring.

majiayu000
majiayu000
research
open
lab-tools
185

julien-calibre

Complete Calibre library management - add/remove books, convert PDF to EPUB, metadata editing, library analysis, cleanup, and e-reader sync (Sony PRS-T1). Use for any ebook or Calibre operation.

majiayu000
majiayu000
research
open
lab-tools
185

design-experiment

Plan LLM fine-tuning and evaluation experiments. Use when the user wants to design a new experiment, plan training runs, or create an experiment_summary.yaml file.

majiayu000
majiayu000
research
open
lab-tools
172

validate-evaluator

Calibrate LLM-as-Judge evaluators against human labels. Computes TPR, TNR, precision, recall, F1, and Cohen's kappa. Detects systematic biases and recommends prompt corrections. Produces a calibration report with confidence intervals. Triggers on: "validate evaluator", "calibrate judge", "judge accuracy", "evaluator validation", "judge metrics"

Miosa-osa
Miosa-osa
research
open
lab-tools
171

dev-sciomc

Scientific method scaffolding — hypothesis → experiment → evidence → conclusion. Use when you need rigorous causal reasoning rather than vibes-based debugging.

EvolutionAPI
EvolutionAPI
research
open
lab-tools
167

telnyx-numbers-compliance-java

Manage regulatory requirements, number bundles, supporting documents, and verified numbers for compliance. This skill provides Java SDK examples.

team-telnyx
team-telnyx
research
open
lab-tools
167

telnyx-numbers-compliance-go

Manage regulatory requirements, number bundles, supporting documents, and verified numbers for compliance. This skill provides Go SDK examples.

team-telnyx
team-telnyx
research
open
lab-tools
167

telnyx-numbers-compliance-python

Manage regulatory requirements, number bundles, supporting documents, and verified numbers for compliance. This skill provides Python SDK examples.

team-telnyx
team-telnyx
research
open
lab-tools
165

ml-experiment

Use when starting, logging, or reviewing ML experiments — maintains a persistent experiment journal with hypotheses, results, and learnings across sessions

Leeroo-AI
Leeroo-AI
research
open
lab-tools
164

autoresearch

Set up and run an autonomous experiment loop for any optimization target. Use when asked to start autoresearch or run experiments.

dabiggm0e
dabiggm0e
research
open
lab-tools
157

benchling-integration

Benchling R&D platform integration. Access registry (DNA, proteins), inventory, ELN entries, workflows via API, build Benchling Apps, query Data Warehouse, for lab data management automation.

Microck
Microck
research
open
lab-tools
157

statistical-error-analysis

Statistical Error Analysis - Analyze measurement errors: absolute error, scientific notation, max value, mean square, and formatting. Use this skill for statistics tasks involving calculate absolute error convert to scientific notation calculate max value calculate mean square format scientific notation. Combines 5 tools from 1 SCP server(s).

InternScience
InternScience
research
open
lab-tools
157

mobility-analysis

Charge Carrier Mobility Analysis - Analyze carrier mobility: calculate new mobility, compute vacuum permittivity, and error analysis. Use this skill for semiconductor physics tasks involving calculate new mobility calculate vacuum permittivity calculate absolute error calculate mean square. Combines 4 tools from 2 SCP server(s).

InternScience
InternScience
research
open
lab-tools
157

length-measurement

Length & Dimension Measurement - Precision length measurement: convert mm to m, calculate length plus width, area, and error. Use this skill for metrology tasks involving convert length mm to m calculate length plus width calculate area calculate absolute error. Combines 4 tools from 3 SCP server(s).

InternScience
InternScience
research
open
lab-tools
157

measurement-error-analysis

Analyze measurement errors, uncertainties, and statistical variations in experimental data for quality control.

InternScience
InternScience
research
open
lab-tools
157

electrical-circuit-analysis

Electrical Circuit Analysis - Analyze electrical circuit: compute capacitance, convert resistance units, calculate total charge, and duty cycle. Use this skill for electrical engineering tasks involving convert resistance kOhm to Ohm calculate geometric term calculate absolute error. Combines 3 tools from 3 SCP server(s).

InternScience
InternScience
research
open
lab-tools
157

pylabrobot

Laboratory automation toolkit for controlling liquid handlers, plate readers, pumps, heater shakers, incubators, centrifuges, and analytical equipment. Use this skill when automating laboratory workflows, programming liquid handling robots (Hamilton STAR, Opentrons OT-2, Tecan EVO), integrating lab equipment, managing deck layouts and resources (plates, tips, containers), reading plates, or creating reproducible laboratory protocols. Applicable for both simulated protocols and physical hardware control.

Microck
Microck
research
open
lab-tools
157

figma-component-audit

Audit a Figma component library for consistency, coverage gaps, and naming issues. Use when asked to audit components, review a design system, check component consistency, identify missing components, or assess Figma library health. Produces a structured audit report with issues prioritised by impact, naming recommendations, and a fix plan.

mohitagw15856
mohitagw15856
research
open
lab-tools
156

tooluniverse

Access 1000+ scientific tools from Harvard's ToolUniverse — bioinformatics, drug discovery, genomics, clinical research, and more

lamm-mit
lamm-mit
research
open
lab-tools
156

iso-13485-certification

Comprehensive toolkit for preparing ISO 13485 certification documentation for medical device Quality Management Systems. Use when users need help with ISO 13485 QMS documentation, including (1) conducting gap analysis of existing documentation, (2) creating Quality Manuals, (3) developing required procedures and work instructions, (4) preparing Medical Device Files, (5) understanding ISO 13485 requirements, or (6) identifying missing documentation for medical device certification. Also use when users mention medical device regulations, QMS certification, FDA QMSR, EU MDR, or need help with quality system documentation.

lamm-mit
lamm-mit
research
open
lab-tools
154

tool-review

Review an MCP tool implementation for correctness, pattern adherence, and best practices. Use after implementing or modifying a tool.

nesquikm
nesquikm
research
open
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