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Lab Tools

Laboratory management and utilties.

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lab-tools
304

1-back-working-memory-test

Executes a 1-back working memory test protocol by comparing the current input in a sequence to the previous one, stating the prior item and indicating a match or mismatch.

ECNU-ICALK
ECNU-ICALK
research
open
lab-tools
304

qcsd-production-swarm

Use when assessing post-release production health with DORA metrics, root cause analysis, defect prediction, or cross-phase feedback loops in the QCSD Production phase.

proffesor-for-testing
proffesor-for-testing
research
open
lab-tools
304

qe-shift-left-testing

Move testing activities earlier in the development lifecycle to catch defects when they're cheapest to fix. Use when implementing TDD, CI/CD, or early quality practices.

proffesor-for-testing
proffesor-for-testing
research
open
lab-tools
304

qcsd-cicd-swarm

Use when enforcing CI/CD quality gates before release, running regression analysis, detecting flaky tests, or assessing deployment readiness in the QCSD Verification phase.

proffesor-for-testing
proffesor-for-testing
research
open
lab-tools
304

qe-exploratory-testing-advanced

Advanced exploratory testing techniques with Session-Based Test Management (SBTM), RST heuristics, and test tours. Use when planning exploration sessions, investigating bugs, or discovering unknown quality risks.

proffesor-for-testing
proffesor-for-testing
research
open
lab-tools
304

qe-brutal-honesty-review

Unvarnished technical criticism combining Linus Torvalds' precision, Gordon Ramsay's standards, and James Bach's BS-detection. Use when code/tests need harsh reality checks, certification schemes smell fishy, or technical decisions lack rigor. No sugar-coating, just surgical truth about what's broken and why.

proffesor-for-testing
proffesor-for-testing
research
open
lab-tools
304

fine-tune-distilbert-on-jsonl-with-manual-encoding

Generates a Python script to fine-tune a DistilBert model on a JSONL dataset containing 'question' and 'answer' columns. The script uses manual label mapping (avoiding sklearn), includes progress logging, error handling, and model evaluation.

ECNU-ICALK
ECNU-ICALK
research
open
lab-tools
303

instrument-data-to-allotrope

Convert laboratory instrument output files (PDF, CSV, Excel, TXT) to Allotrope Simple Model (ASM) JSON format or flattened 2D CSV. Use this skill when scientists need to standardize instrument data for LIMS systems, data lakes, or downstream analysis. Supports auto-detection of instrument types. Outputs include full ASM JSON, flattened CSV for easy import, and exportable Python code for data engineers. Common triggers include converting instrument files, standardizing lab data, preparing data for upload to LIMS/ELN systems, or generating parser code for production pipelines.

anthropics
anthropics
research
open
lab-tools
297

military-scout

深入调查,掌握实情,找出问题根因

linkerlin
linkerlin
research
open
lab-tools
281

uloop-hello-world

Sample hello world tool via uloop CLI. Use when you need to test the MCP tool system or see an example of custom tool implementation.

hatayama
hatayama
research
open
lab-tools
281

uloop-hello-world

Sample hello world tool via uloop CLI. Use when you need to test the MCP tool system or see an example of custom tool implementation.

hatayama
hatayama
research
open
lab-tools
264

research-workflows

Manage project-centric research workflows, claims, evidence, notes, and experiments. Use when the task should be persisted into ResearchClaw's structured research graph instead of remaining a transient chat reply.

ymx10086
ymx10086
research
open
lab-tools
264

experiment-tracker

Log experiments, list past runs, and compare experiment metadata or metrics. Use when the user wants lightweight experiment tracking inside ResearchClaw.

ymx10086
ymx10086
research
open
lab-tools
261

swamp-data

Manage swamp model data — list data artifacts, view version history, delete expired versions, and run garbage collection. Use when working with swamp model data lifecycle, retention policies, or version cleanup. Triggers on "swamp data", "model data", "data list", "data get", "data versions", "garbage collection", "gc", "data gc", "data retention", "data lifecycle", "version history", "data cleanup", "prune data", "expire data", "ephemeral data".

systeminit
systeminit
research
open
lab-tools
247

testing

Guide for testing practices and frameworks

aiskillstore
aiskillstore
research
open
lab-tools
240

safety-interlocks

Implement safety interlocks and protective mechanisms to prevent equipment damage and ensure safe control system operation.

benchflow-ai
benchflow-ai
research
open
lab-tools
229

obsidian-sync

Refresh Obsidian dashboard and daily notes from current experiment state

Xiangyue-Zhang
Xiangyue-Zhang
research
open
lab-tools
229

experiment-status

Check status of running autonomous experiment loops

Xiangyue-Zhang
Xiangyue-Zhang
research
open
lab-tools
222

sibyl-methodologist

Sibyl 方法论者 agent - 审查实验方法的内外部效度和可复现性

Sibyl-Research-Team
Sibyl-Research-Team
research
open
lab-tools
222

sibyl-optimist

Sibyl 乐观分析者 agent - 从积极角度分析实验结果

Sibyl-Research-Team
Sibyl-Research-Team
research
open
lab-tools
222

sibyl-empiricist

Sibyl 实验主义者 agent - 关注可复现性、数据质量和实验设计严谨性

Sibyl-Research-Team
Sibyl-Research-Team
research
open
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