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Lab Tools

Laboratory management and utilties.

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lab-tools
719

telemetry-integration

Add or modify telemetry instrumentation across assistant-api and integration-api while preserving metric schema compatibility and audit behavior.

rapidaai
rapidaai
research
open
lab-tools
707

documenso-observability

Implement monitoring, logging, and tracing for Documenso integrations. Use when setting up observability, implementing metrics collection, or debugging production issues. Trigger with phrases like "documenso monitoring", "documenso metrics", "documenso logging", "documenso tracing", "documenso observability".

Dicklesworthstone
Dicklesworthstone
research
open
lab-tools
687

labstep

Query and display Labstep electronic lab notebook data — experiments, protocols, resources, and inventory — via labstepPy. Supports offline demo mode with synthetic biology data.

ClawBio
ClawBio
research
open
lab-tools
687

galaxy-bridge

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

ClawBio
ClawBio
research
open
lab-tools
664

scienceworld-inventory-focus

Use when the agent needs to confirm and prepare a specific inventory item before using it in an experiment or task step. This "focus on [ITEM] in inventory" action verifies the correct item has been collected and signals intent, ensuring operational readiness for subsequent actions like measurement, combination, or placement.

zjunlp
zjunlp
research
open
lab-tools
664

task-completion-focus

Focuses on a specific target object to signal task completion. Use when you have produced the required final object (like a grown banana) and need to formally complete the assigned task. This handles the 'focus on OBJ' action that typically marks successful task execution in the environment.

zjunlp
zjunlp
research
open
lab-tools
664

scienceworld-measurement-taker

Use when the agent needs to measure a quantitative property (temperature, weight, pH) of a target object or substance using a measurement tool. This skill covers acquiring the tool, preparing both tool and target with focus actions, executing the measurement via "use [TOOL] on [TARGET]", and interpreting the resulting value for conditional decisions such as classification or placement.

zjunlp
zjunlp
research
open
lab-tools
664

scienceworld-threshold-evaluator

Use when the agent has just obtained a numerical measurement (temperature, weight, pH) and must compare it against a predefined threshold to determine a binary outcome. This skill extracts the measured value, evaluates it against the threshold condition (above/below), and executes the corresponding branch action such as classification or placement.

zjunlp
zjunlp
research
open
lab-tools
664

alfworld-storage-explorer

Systematically explores storage receptacles (drawers, cabinets, shelves) to find an appropriate placement location for an object. Use when the agent needs to store an item but the exact target receptacle is unknown or ambiguous. Opens, inspects, and closes candidate receptacles to assess suitability, then places the object in the best match.

zjunlp
zjunlp
research
open
lab-tools
664

scienceworld-conditional-placer

Places an object into one of several designated containers based on a measured condition, such as a temperature threshold. Use this skill when you have completed a measurement or assessment and the task requires sorting or storing the object into one of multiple containers according to a rule (e.g., "if temperature > X, place in container A; otherwise container B").

zjunlp
zjunlp
research
open
lab-tools
664

scienceworld-item-fetcher

Picks up a specified object from the environment and moves it into the agent's inventory. Use this skill when you identify a required tool or material (e.g., thermometer, metal pot) that needs to be collected for later use in an experiment or task. Takes an object name as input and confirms the item's transfer to inventory.

zjunlp
zjunlp
research
open
lab-tools
664

alfworld-inventory-management

Use when the agent must collect and track multiple instances of the same object type in ALFWorld (e.g., "put two cellphone in bed"). This skill maintains a count of collected versus needed objects, guides systematic searching through receptacles, and ensures each found object is placed at the target before searching for the next.

zjunlp
zjunlp
research
open
lab-tools
664

scienceworld-process-monitor

This skill observes the state of an active apparatus and its contents to track progress. Use when you need to periodically check for state changes (e.g., solid to liquid) during a heating or reaction process. The skill uses 'look at' or 'examine' actions on the apparatus and substance.

zjunlp
zjunlp
research
open
lab-tools
664

scienceworld-living-entity-identifier

Analyzes room observations to identify potential living things (e.g., eggs, plants, animals) among listed objects. Use this skill when a task involves finding, focusing on, or interacting with a living thing, biological entity, or organism. Processes observation text, flags candidate living items based on domain knowledge, and outputs a focused target for subsequent actions like focus on or pick up.

zjunlp
zjunlp
research
open
lab-tools
664

alfworld-object-state-inspector

Inspects a receptacle's contents by navigating to it and reading the observation. Use when you need to check what is on or inside a receptacle (e.g., "what's on the shelf", "is the holder empty", "check the table for items"). Executes `go to {receptacle}`, parses the observation listing items present, and decides whether to take an item, search elsewhere, or proceed.

zjunlp
zjunlp
research
open
lab-tools
664

scienceworld-growth-focuser

Use when you have planted a seed or need to track a plant's growth stage (sprouting, flowering, reproduction). Applies the 'focus on' action to a specific plant or biological entity to signal intent and monitor its development. Trigger after planting or when you need to observe life cycle progression in the ScienceWorld environment.

zjunlp
zjunlp
research
open
lab-tools
664

scienceworld-task-focuser

Use when the agent needs to direct attention to a specific object in the environment or inventory before performing a critical action such as measuring, using, or connecting. This preparatory "focus on" step signals intent to the ScienceWorld system, often unlocking required state changes for subsequent interactive steps in experimental procedures.

zjunlp
zjunlp
research
open
lab-tools
664

scienceworld-animal-identifier

Use when the agent needs to locate, identify, and focus on a specific animal or biological entity in the ScienceWorld environment. This skill handles tasks involving animal comparison, examination, or interaction (such as determining lifespan extremes) by navigating to the correct location with "teleport to", surveying with "look around", and executing "focus on ANIMAL" with the exact entity name.

zjunlp
zjunlp
research
open
lab-tools
654

evolve-record

Record the outcome after applying an evolution strategy.

Prismer-AI
Prismer-AI
research
open
lab-tools
641

find-skills

Find reusable skills from the vercel-labs/skills registry by task keywords, evaluate fit, and suggest how to install or adapt them for MicroClaw. Use when users ask 'do we have a skill for X?', 'find skills for a given task', or want to discover existing skills instead of writing from scratch. Triggers on mentions of find skill, search skills, skill registry, or reuse skill.

microclaw
microclaw
research
open
lab-tools
634

conductor-validator

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

rmyndharis
rmyndharis
research
open
lab-tools
634

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.

rmyndharis
rmyndharis
research
open
lab-tools
571

experimental-design

Design rigorous scientific experiments with power analysis and controls. Use when: user needs to plan an experiment, calculate sample sizes, or set up controls. NOT for: running experiments or analyzing collected data.

beita6969
beita6969
research
open
lab-tools
571

code-science

Scientific programming best practices including reproducible research, computational notebooks, version control for research, data management, HPC/parallel computing, and research software engineering. Use when user needs help with research code organization, reproducibility, scientific Python/R workflows, or computational infrastructure. Triggers on "reproducible research", "research code", "scientific computing", "HPC", "parallel computing", "Jupyter", "notebook", "data management plan", "research software", "code review for science".

beita6969
beita6969
research
open
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