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Lab Tools

Laboratory management and utilties.

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lab-tools
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research-methodology

A specialized skill providing a detailed framework for academic research methodology design. Used by the methodology-expert agent when designing quantitative, qualitative, or mixed-methods research and selecting samples, instruments, and analysis methods. Automatically applied in contexts such as 'research methodology', 'research design', 'sample design', 'measurement instruments', 'validity and reliability', 'statistical analysis methods'. However, running statistical software (SPSS, R) directly and filing IRB applications are outside the scope of this skill.

revfactory
revfactory
research
open
lab-tools
518

hol-light

Prove theorems in HOL Light via MCP tools. Use when the user asks to prove a theorem, verify a proof, or work with HOL Light tactics, goals, or lemmas.

jrh13
jrh13
research
open
lab-tools
498

protocol-verification

Simulate and analyze Opentrons protocols to verify correctness. Use when asked to verify, simulate, analyze, validate, or check a protocol, or when needing to confirm a newly created protocol works.

Opentrons
Opentrons
research
open
lab-tools
456

lebesgue-measure

Problem-solving strategies for lebesgue measure in measure theory

vibeeval
vibeeval
research
open
lab-tools
456

experiment-loop

Autonomous experiment loop: hypothesize > modify > test > evaluate > keep/discard > repeat. Run N experiments automatically with measurable metrics. Works for performance optimization, A/B testing, prompt engineering, and any measurable improvement task.

vibeeval
vibeeval
research
open
lab-tools
453

test-grab

Test grab system (distance grab, one-hand grab, two-hand grab) against the grab example using the iwsdk CLI.

facebook
facebook
research
open
lab-tools
441

ab-test-setup

When the user wants to plan, design, or implement an A/B test or experiment. Also use when the user mentions "A/B test," "split test," "experiment," "test this change," "variant copy," "multivariate test," or "hypothesis." For tracking implementation, see analytics-tracking.

aitytech
aitytech
research
open
lab-tools
414

memory-forensics

Master memory forensics techniques including memory acquisition, process analysis, and artifact extraction using Volatility and related tools. Use when analyzing memory dumps, investigating incidents, or performing malware analysis from RAM captures.

Dokhacgiakhoa
Dokhacgiakhoa
research
open
lab-tools
414

agent-evaluation

Testing and benchmarking LLM agents including behavioral testing, capability assessment, reliability metrics, and production monitoring—where even top agents achieve less than 50% on real-world benchmarks Use when: agent testing, agent evaluation, benchmark agents, agent reliability, test agent.

Dokhacgiakhoa
Dokhacgiakhoa
research
open
lab-tools
414

conductor-validator

Validates Conductor project artifacts for completeness, consistency, and correctness. Use after setup, when diagnosing issues, or before implementation to verify project context.

Dokhacgiakhoa
Dokhacgiakhoa
research
open
lab-tools
408

cml-packet-capture

CML packet capture — start, stop, download pcaps from CML lab links, integrate with Packet Buddy for analysis. Use when capturing packets in a CML lab, troubleshooting BGP or OSPF with packet analysis, or downloading pcap files for Wireshark review.

automateyournetwork
automateyournetwork
research
open
lab-tools
408

gns3-snapshot-ops

Manage GNS3 project snapshots - create, restore, delete for safe experimentation

automateyournetwork
automateyournetwork
research
open
lab-tools
408

cml-lab-lifecycle

Cisco CML lab lifecycle management — create, start, stop, wipe, delete, clone, import/export labs. Use when building a network lab, starting or stopping a CML lab, cloning a topology, or importing lab YAML files.

automateyournetwork
automateyournetwork
research
open
lab-tools
403

dockkit

Control motorized camera docks and enable intelligent subject tracking using DockKit. Use when discovering DockKit-compatible accessories, implementing camera subject tracking for faces or bodies, controlling dock motors for pan and tilt, configuring framing behavior, setting regions of interest, or building video apps with automatic camera tracking.

dpearson2699
dpearson2699
research
open
lab-tools
403

sensorkit

Access research-grade sensor data using SensorKit. Use when reading ambient light levels, accelerometer data, rotation rates, device usage patterns, keyboard metrics, or media events for approved research studies. Requires SensorKit entitlement and research study authorization.

dpearson2699
dpearson2699
research
open
lab-tools
389

ios-performance

Profile and optimize iOS apps with Instruments, memory management, and rendering techniques. Use when profiling iOS apps with Instruments or optimizing memory and rendering. (triggers: **/*.swift, Instruments, Allocations, Leaks, dequeueReusableCell)

HoangNguyen0403
HoangNguyen0403
research
open
lab-tools
372

ln-312-review-findings-worker

Use when an evaluation coordinator needs normalized findings from target artifacts and research evidence.

levnikolaevich
levnikolaevich
research
open
lab-tools
372

ln-520-test-planner

Orchestrates test planning pipeline: research, manual testing, automated test planning. Use when Story needs comprehensive test coverage planning.

levnikolaevich
levnikolaevich
research
open
lab-tools
372

ln-627-observability-auditor

Checks structured logging, health checks, metrics collection, request tracing, log levels. Use when auditing observability.

levnikolaevich
levnikolaevich
research
open
lab-tools
371

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).

SpectrAI-Initiative
SpectrAI-Initiative
research
open
lab-tools
371

researcher-ambiguity-gate

Use when the research goal, evaluation target, scope, resources, timeline, or decision criteria are ambiguous, conflicting, or not operationally testable.

SpectrAI-Initiative
SpectrAI-Initiative
research
open
lab-tools
371

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).

SpectrAI-Initiative
SpectrAI-Initiative
research
open
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