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Lab Tools

Laboratory management and utilties.

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lab-tools
4K

ham-radio-dx

Monitor DX clusters for rare station spots, track active DX expeditions, and get daily band activity digests for amateur radio operators.

openclaw
openclaw
research
open
lab-tools
4K

ham-radio-dx

Monitor DX clusters for rare station spots, track active DX expeditions, and get daily band activity digests for amateur radio operators.

openclaw
openclaw
research
open
lab-tools
4K

autoresearch-loop

Apply Karpathy's autoresearch methodology to autonomously iterate and improve anything measurable — Claude skills, n8n workflows, system prompts, business processes, or any artifact with a clear quality metric. Inspired by github.com/karpathy/autoresearch (56k stars). The loop: propose a change → test it → measure against the target metric → keep if better, discard if not → repeat indefinitely. ALWAYS trigger this skill when the user says things like: "improve this skill automatically", "iterate on this workflow", "run autoresearch on", "autonomous improvement loop", "overnight experiments", "keep iterating until it's better", "run experiments on this", "optimize this automatically", or any request to have Claude autonomously make and test changes to something measurable. Also trigger for requests to "set up an improvement loop", "run the autoresearch method", or anything involving iterative autonomous experimentation.

openclaw
openclaw
research
open
lab-tools
4K

autoresearch-loop

Apply Karpathy's autoresearch methodology to iteratively improve anything measurable — Claude skills, n8n workflows, system prompts, business processes, or any artifact with a clear quality metric. Inspired by github.com/karpathy/autoresearch (56k stars). The loop: propose a change → test it → measure against the target metric → keep if better, discard if not → repeat until a stopping condition is met. Trigger this skill when the user explicitly requests an iterative improvement loop, e.g.: "improve this skill automatically", "iterate on this workflow", "run autoresearch on", "run experiments on this", "optimize this automatically", "set up an improvement loop", or "run the autoresearch method".

openclaw
openclaw
research
open
lab-tools
4K

gitcode-pr-audit

Quality audit for merged GitCode PRs: sample by time range or repo list, check compliance (labels, comments, tests, size, etc.), output table. Use when user asks to 抽检/质量检查 已合入的 PR 规范性、多仓库 PR、或 将结果整理成表格. Multi-repo (owner/repo). Python 3.7+ stdlib only.

openclaw
openclaw
research
open
lab-tools
4K

pipeworx-fda

US FDA open data — adverse drug event reports, drug labeling/package inserts, and food recall enforcement actions

openclaw
openclaw
research
open
lab-tools
4K

experiment-notes

Track, search, and learn from experiments. Automatic logging of trial-and-error, success/failure patterns, and distilled lessons. Prevents repeating mistakes.

openclaw
openclaw
research
open
lab-tools
3.7K

monitor-experiment

Monitor Beaker experiments until completion. Use when the user asks to monitor, check, or track a Beaker experiment.

allenai
allenai
research
open
lab-tools
3.4K

openspec-archive-change

Archive a completed change in the experimental workflow. Use when the user wants to finalize and archive a change after implementation is complete.

MetaCubeX
MetaCubeX
research
open
lab-tools
3.4K

openspec-verify-change

Verify implementation matches change artifacts. Use when the user wants to validate that implementation is complete, correct, and coherent before archiving.

MetaCubeX
MetaCubeX
research
open
lab-tools
3.4K

log-experiment

Append or update an experiment entry in the experiment journal

hao-ai-lab
hao-ai-lab
research
open
lab-tools
3.3K

wiring

Wiring Verification

parcadei
parcadei
research
open
lab-tools
3.1K

obsidian-project-memory

This skill should be used when the user asks to maintain an Obsidian knowledge base for a research project, import an existing research repository into Obsidian, keep project memory or daily notes synchronized, summarize project context into durable notes, or update experiments, results, papers, writing, and plans in an Obsidian vault without requiring MCP.

Galaxy-Dawn
Galaxy-Dawn
research
open
lab-tools
3.1K

obsidian-experiment-log

Use this skill when the user discusses experiment design, ablations, training runs, evaluation, baselines, metrics, failures, or result interpretation that should be logged into Obsidian experiment and result notes.

Galaxy-Dawn
Galaxy-Dawn
research
open
lab-tools
2.9K

greet

A greeting skill for testing

can1357
can1357
research
open
lab-tools
2.3K

1k-retrospective

Analyze accumulated bug fix cases and propose updates to the self-testing checklist. Use periodically (weekly/monthly) to evolve quality checks based on real issues.

OneKeyHQ
OneKeyHQ
research
open
lab-tools
2.2K

evolve

Start or monitor an evolutionary development loop

Q00
Q00
research
open
lab-tools
2.1K

systematic-debugging

ALWAYS use before attempting any fix. Never jump to solutions - investigate root cause first. Use when encountering any technical issue, bug, test failure, or unexpected behavior.

heyitsnoah
heyitsnoah
research
open
lab-tools
2K

labstep

Interact with the Labstep electronic lab notebook API using labstepPy. Query experiments, protocols, resources, inventory, and other lab entities.

FreedomIntelligence
FreedomIntelligence
research
open
lab-tools
2K

galaxy-bridge

Galaxy tool discovery, intelligent recommendation, and execution — 8,000+ bioinformatics tools from usegalaxy.org with multi-signal scoring and workflow suggestions

FreedomIntelligence
FreedomIntelligence
research
open
lab-tools
2K

bio-causal-genomics-pleiotropy-detection

Detect and correct for horizontal pleiotropy in Mendelian randomization analyses using MR-PRESSO for outlier removal, MR-Egger regression for directional pleiotropy, and Steiger filtering for variant directionality. Use when validating MR results, detecting pleiotropic instruments, or running sensitivity analyses for causal inference.

FreedomIntelligence
FreedomIntelligence
research
open
lab-tools
2K

bio-alignment-msa-statistics

Calculate alignment statistics including sequence identity, conservation scores, substitution matrices, and similarity metrics. Use when comparing alignment quality, measuring sequence divergence, and analyzing evolutionary patterns.

FreedomIntelligence
FreedomIntelligence
research
open
lab-tools
2K

fix-bug

Debug and fix bugs in Syncpack using scientific debugging methodology. Use when a test is failing, unexpected behaviour occurs, or investigating issues. Covers hypothesis-driven debugging and TDD-based fixes.

JamieMason
JamieMason
research
open
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