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Research

Scientific computing and academic tools.

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heatmap-beautifier

Professional beautification tool for gene expression heatmaps, automatically adds clustering trees, color annotation tracks, and intelligently optimizes label layout.

openclaw
openclaw
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lab-tools
4K

microscopy-scale-bar-adder

Add accurate, publication-ready scale bars to microscopy images given pixel-to-unit calibration data.

openclaw
openclaw
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lab-tools
4K

smart-journal-monitor

Use smart journal monitor for evidence insight workflows that need structured execution, explicit assumptions, and clear output boundaries.

openclaw
openclaw
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lab-tools
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waste-disposal-guide

Guide for disposing specific chemical wastes into the correct colored waste containers, with safety precautions and regulatory compliance notes.

openclaw
openclaw
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open
lab-tools
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mac-battery

Check Mac laptop battery status including percentage, charging state, and time remaining. Use when user asks about battery level, power status, or how much time left until fully charged/discharged on a Mac laptop.

openclaw
openclaw
research
open
lab-tools
4K

chain-of-consciousness

Cryptographic provenance and audit trail for autonomous AI agents. Create tamper-evident hash chains of agent decisions, learning, and actions. SHA-256 linked entries with Bitcoin OpenTimestamps and RFC 3161 TSA anchoring. Verify provenance from other agents. Part of the Agent Trust Stack.

openclaw
openclaw
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lab-tools
4K

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," "hypothesis," "conversion experiment," "statistical significance," or "test this." For tracking implementation, see analytics-tracking.

openclaw
openclaw
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lab-tools
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experiment-designer

Use when planning product experiments, writing testable hypotheses, estimating sample size, prioritizing tests, or interpreting A/B outcomes with practical statistical rigor.

openclaw
openclaw
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lab-tools
4K

qms-audit-expert

ISO 13485 internal audit expertise for medical device QMS. Covers audit planning, execution, nonconformity classification, and CAPA verification. Use for internal audit planning, audit execution, finding classification, external audit preparation, or audit program management.

openclaw
openclaw
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lab-tools
4K

partykeys-midi

Control PartyKeys MIDI keyboard via WebSocket - connect device, light up keys with 12 colors, listen to playing, play sequences, and follow mode for music teaching.

openclaw
openclaw
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lab-tools
4K

prometheus-go-code-review

Reviews Prometheus instrumentation in Go code for proper metric types, labels, and patterns. Use when reviewing code with prometheus/client_golang metrics.

openclaw
openclaw
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lab-tools
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congress-trades

Track US congress member and politician stock trades in real-time using the Quiver Quant API. Syncs trades to a local SQLite database, detects new significant trades above 15K, and sends alerts via OpenClaw messaging. Only requires Python with the requests library and a QUIVER_API_KEY environment variable. Use when setting up congressional trade monitoring, politician stock trade alerts, insider trading surveillance, or tracking what senators and representatives are buying and selling.

openclaw
openclaw
research
open
lab-tools
4K

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.

openclaw
openclaw
research
open
lab-tools
4K

bms

Battery Management System reference — cell balancing, SOC estimation, thermal management, and protection circuits. Use when designing BMS for lithium-ion packs, evaluating battery safety, or understanding cell monitoring.

openclaw
openclaw
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lab-tools
4K

wallet-tracker

Crypto wallet analytics reference — address formats, on-chain analytics, transaction tracing, hardware wallets, and approval revocation

openclaw
openclaw
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lab-tools
4K

gripper

Robot gripper reference — jaw types, force calculation, pneumatic vs electric, and end-effector selection. Use when designing gripping systems, selecting actuators, or sizing grippers for robotic applications.

openclaw
openclaw
research
open
lab-tools
4K

rfid

RFID technology reference — tag types, frequency bands, read ranges, EPC standards, inventory tracking. Use when designing RFID systems, selecting tags/readers, or implementing warehouse tracking solutions.

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

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".

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