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Lab Tools

Laboratory management and utilties.

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lab-tools
32

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.

lifangda
lifangda
research
open
lab-tools
32

digital-life

数字人生.skills — 5 个以数字痕迹为证据的人文自我考古工具，用来照见真实的自己。 触发词：遗产清算、社死考古、AI替身、前世、墓志铭、数字人生、考古工具箱、digital life

wildbyteai
wildbyteai
research
open
lab-tools
32

spicesharp-circuit-design

Structured R&D problem-solving with test-driven verification for designing analog circuits using SpiceSharp and SpiceSharpParser that produces human-readable reports, netlist and tests and maintains a global backlog of active designs.

SpiceSharp
SpiceSharp
research
open
lab-tools
32

fuzz-findings

Manage differential-fuzzer findings: query fixed/unfixed status, list by category, verify findings against the current VM, mark findings as fixed/unfixed, and batch-update categories. Use when working on fuzz findings, checking what's fixed, or triaging new results.

bitwisecook
bitwisecook
research
open
lab-tools
32

iikit-06-analyze

Validate cross-artifact consistency — checks that every spec requirement traces to tasks, plan tech stack matches task file paths, and constitution principles are satisfied across all artifacts. Use when running a consistency check, verifying requirements traceability, detecting conflicts between design docs, or auditing alignment before implementation begins.

intent-integrity-chain
intent-integrity-chain
research
open
lab-tools
31

adaptive-rejection-sampler

Guidance for implementing Adaptive Rejection Sampling (ARS) algorithms. This skill should be used when implementing rejection sampling methods, log-concave distribution samplers, or statistical sampling algorithms that require envelope construction and adaptive updates. It provides procedural approaches, performance considerations, and verification strategies specific to ARS implementations.

letta-ai
letta-ai
research
open
lab-tools
31

autostar

Generalised autonomous optimisation loop — soft RLVR for any artifact a user can measure. Use this skill whenever a user wants to iteratively improve an artifact — code, prompts, documents, configs, designs, content — by running structured experiments, evaluating results against a multi-dimensional rubric, and learning from each attempt. Triggers include: "optimise this", "keep improving until it's good", "run experiments on", "autoresearch", "iterate on this overnight", "try different approaches and pick the best", or any request implying repeated evaluate-and-improve cycles. Also use when the user wants to improve a system prompt, a data pipeline, a writing style, or any artifact where quality can be decomposed into measurable tracks. For inference optimisation tasks (model latency, throughput, quantization, GPU deployment), a* delegates the low-level tuning to AITune while maintaining quality tracking and learning.

chrisvoncsefalvay
chrisvoncsefalvay
research
open
lab-tools
31

calc-sample-size

Interactive sample size calculator for medical research. Decision-tree guided test selection, reproducible R/Python code, effect size interpretation, and IRB-ready justification text. Supports diagnostic accuracy, agreement, proportions, continuous outcomes, survival, ANOVA, logistic regression, and non-inferiority/equivalence designs.

Aperivue
Aperivue
research
open
lab-tools
30

validate-devproxy-sample

This skill should be used when the user asks to "validate a sample", "check my sample", "review before submitting", "verify sample structure", or needs to validate a Dev Proxy sample for correctness before submission.

pnp
pnp
research
open
lab-tools
30

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.

cleodin
cleodin
research
open
lab-tools
30

artifact-auditor

Audit experiment artifact folders for completeness, schema consistency, and promotion traceability across single and grid runs.

Open-Quant
Open-Quant
research
open
lab-tools
30

parity-check

Verify parity between notebook-like pipeline execution and scripted experiment workflows so research findings are reproducible.

Open-Quant
Open-Quant
research
open
lab-tools
29

mlflow

Open-source platform for managing the ML lifecycle. Track experiments with metrics and parameters, register and version models, deploy models to various targets, and build reproducible ML pipelines. Integrates with all major ML frameworks.

TerminalSkills
TerminalSkills
research
open
lab-tools
29

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.

TerminalSkills
TerminalSkills
research
open
lab-tools
29

clearml

Expert guidance for ClearML, the open-source MLOps platform for experiment tracking, pipeline orchestration, data management, and model deployment. Helps developers set up ML experiment tracking with minimal code, build reproducible pipelines, and manage the full ML lifecycle from training to serving.

TerminalSkills
TerminalSkills
research
open
lab-tools
29

rlm-memory

Long-term memory persistence for RLM using Daytona durable volume storage. Use when storing, recalling, listing, or searching data that persists across sandbox sessions in the daytona_pilot runtime.

Qredence
Qredence
research
open
lab-tools
29

commonplace-connect

Discover connections for a single note. Saves a connection report to the active workshop and does not mutate KB files. Use with a note path or note name.

zby
zby
research
open
lab-tools
29

cp-skill-connect

Discover connections for a single note. Saves a connection report to the active workshop and does not mutate KB files. Use with a note path or note name.

zby
zby
research
open
lab-tools
28

trade-journal

Audit trail for every trade in the controlled experiment (30-trade validation)

IgorGanapolsky
IgorGanapolsky
research
open
lab-tools
28

log-research

Write and maintain research logs — durable records of experiments, sessions, and findings. Covers both internal experiment logs (what we ran, what happened) and published research logs (what we explored, what we learned). Use after experiments, evaluations, research sessions, or when synthesizing a day's work.

k3nnethfrancis
k3nnethfrancis
research
open
lab-tools
27

experiment-design

Design experiment plans with progressive stages — initial implementation, baseline tuning, creative research, and ablation studies. Plan baselines, datasets, hyperparameter sweeps, and evaluation metrics. Use when planning experiments for a research paper.

lingzhi227
lingzhi227
research
open
lab-tools
26

keep

Reflective Memory. Use when working with memory, reflection, context management, or intent tracking. Provides the reflective memory practice — how and when to use keep tools for capturing insights, tracking commitments, and maintaining awareness.

keepnotes-ai
keepnotes-ai
research
open
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