'metadata' 검색 결과

This metadata entry records the Toolsmith module. It is not run directly; use the separate bmad skill to set up the module on first use or report its current state afterward.

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• Set up the Toolsmith module for the first time
• Check the current state of the Toolsmith module
• Identify the entry point for Toolsmith setup

Analyze gene-expression differences in bulk RNA-seq data using PyDESeq2. Validate count tables and experimental designs, test explicit comparisons, adjust for multiple testing, shrink effect estimates, and export statistical results with volcano and MA plots.

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• Compare gene expression between treatment and control groups
• Analyze expression differences while accounting for batch effects
• Validate count tables against sample metadata

Inspect and transform local DICOM medical imaging files, including metadata, image frames, and compression formats. Generate technical inventories and preview images, check installed codecs, and review pseudonymized derivatives without treating those checks as proof of de-identification.

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• Create a technical inventory of local DICOM files
• Check compression support and frame memory needs
• Export a frame as a non-diagnostic preview

Convert single-plane, single-channel two-photon TIFF images and timestamped behavioral position CSV files into NWB, a neuroscience data format. Preserve metadata, check clock alignment against acquisition evidence, and report format validation findings and source-to-output comparisons.

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• Converting two-photon TIFF images to NWB
• Combining imaging and behavioral position records
• Checking clock alignment using synchronization pulses

Helps organize biological datasets and models in LaminDB. Covers data registration, table validation, annotation with standardized biological terms, metadata searches, and tracking analysis inputs and outputs so researchers can preserve the context needed to repeat their work.

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• Register and organize biological datasets
• Validate DataFrame or AnnData metadata
• Standardize annotations with biological vocabularies

Inspect microscopy data stored on OMERO.server, export selected image metadata, and plan imports or exports. The skill uses explicit data scopes and limits, with dry-run helpers and reviewed targets for workflows that change server data.

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• Inventory selected OMERO objects with result limits
• Export annotations and regions of interest as JSON
• Plan microscopy image imports and exports

Inspect supported local scientific files before modeling, summarize structure and missing values, and flag possible data leakage or outlier effects. Produces bounded aggregate reports with identifiers obscured and provides a structured analysis report template.

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• Check local CSV or TSV data before modeling
• Audit missing values and overlap between data splits
• Compare outlier influence and transformation sensitivity

Organize single-cell measurements with cell and gene metadata, read and write h5ad or Zarr files, and prepare subsets or combined datasets. Includes guidance on handling large annotated matrices without loading all measurement values into memory.

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• Read and write h5ad or Zarr datasets
• Combine experimental batches with source labels
• Select cells or genes using metadata

Inspect FCS files from flow cytometry, a method for measuring cell properties, using FlowIO. Extract measurement data into NumPy arrays, review channel metadata, export tables, and create FCS 3.1 files for downstream work.

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• Inspect measurement settings and channel labels in FCS files
• Extract measurement data into NumPy arrays or CSV tables
• Read legacy FCS files containing multiple datasets

Query public single-cell and spatial gene expression data by tissue, disease, or cell type. Retrieve selected expression values, cell metadata, and summary counts for analysis and comparisons across datasets without first downloading entire collections.

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• Explore cell types within a tissue
• Retrieve expression values for selected marker genes
• Compare cells across tissues and datasets

Manage container images in Azure Container Registry using Python. Inspect repositories, tags, and image metadata, protect images from deletion, download image data, and identify older untagged images for cleanup.

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• Inspect image tags and metadata
• Protect production images from deletion
• Clean up older untagged images

Support authorized penetration testing of AWS environments by examining IAM permissions and resources such as S3, EC2, and Lambda. It guides identifying privilege escalation paths, where access can be expanded, and documenting security audit findings.

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• Review IAM permissions for privilege escalation paths
• Assess access to S3 buckets and Lambda functions
• Validate credential exposure risks through EC2 metadata

Investigate hidden data in CTF images, audio, video, and documents. Examine file structure and candidate hiding channels, then extract and reconstruct the payload while preserving intermediate files and reproducible steps.

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• Inspecting metadata and data appended to media files
• Finding hidden data in image transparency or color channels
• Examining audio spectrograms and video frame differences

Understand compiled Go and Rust programs even when function names have been removed. Use runtime clues, recovered metadata, and error strings to identify important functions and trace application logic with language-specific reverse engineering methods.

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• Analyzing Go binaries with function names removed
• Investigating Rust releases through panic strings
• Recovering Go function names from metadata

Move GitHub labels and Project V2 field values into organization-wide issue fields, structured properties shared across repositories. Review mappings and conflicts before migration, preserve existing values, and optionally remove migrated labels.

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• Convert priority labels into a shared Priority field
• Copy project priorities and due dates into issue fields
• Preview migration changes without updating issues

Organize Power Automate flows by business impact and responsible team using FlowStudio’s cached records. Find resources without active owners, audit connections to other services, review compliance metadata, and configure notifications for failures or missing runs.

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• Review flows for missing governance information
• Find resources owned by departing employees
• Audit connectors and premium license needs

Generate Python code for Dataverse SDK workflows, including retries, bulk data changes, efficient queries, table metadata, and large file uploads. The skill also covers pandas integration and asks for type hints, docstrings, and official API references.

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• Implement retries for temporary Dataverse errors
• Create bulk data operations and efficient queries
• Manage custom tables and metadata caches

Analyze NTFS file records and change journals to investigate deleted files on Windows disks. Recover surviving metadata and content where possible, reconstruct file activity timelines, and compare timestamps for signs of deliberate manipulation.

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• Recovering names and paths of deleted files
• Assessing whether deleted file content can be recovered
• Reconstructing file creation, modification, and deletion timelines

Manage local SKILL.md files with commands for listing, searching, creating, editing, removing, and comparing skills. A guided setup helps organize user and project skills, while validation checks file structure and required metadata.

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• Find installed skills and inspect their contents
• Save a project workflow as a new skill
• Compare and copy user and project skills

Set up access to Zoom Whiteboard through MCP, a connector interface for agent tools. Find authentication requirements, choose the correct board identifier, and follow workflows for listing and retrieving whiteboards, with a catalog of creation and metadata tools.

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• Listing accessible Zoom whiteboards through MCP
• Retrieving a specific whiteboard by its identifier
• Configuring authentication and read permissions

Navigate the Composio SDK monorepo, a repository containing multiple packages, and follow its shared development rules. Use it to decide where changes belong, handle generated files and release metadata, and prepare branches and pull requests.

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• Planning changes across multiple packages
• Deciding where code belongs
• Checking generated-file and release metadata rules

Create, update, validate, and reorganize Agent Skills stored in a repository. It covers SKILL.md metadata, reference files, compatibility links, and validation scripts, supporting maintenance of skill folders, categories, and instructions for agents.

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• Creating or updating repository-local skills
• Reorganizing skill folders and categories
• Maintaining reference files and compatibility links

Build a Table v9 plugin when built-in settings and typed metadata are insufficient. Guides custom state, options, and methods, with initialization hooks and runtime checks to ensure declared APIs actually exist and reset correctly.

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• Add reusable custom table behavior
• Design plugin state and reset behavior
• Keep declared APIs consistent with runtime behavior

Organize document control for medical device quality management, including numbering, revisions, approvals, and change workflows. Includes guidance on electronic records and signatures, plus a Python validator for document metadata and completeness checks.

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• Defining document numbering and revision rules
• Designing review and approval workflows
• Organizing document changes and impact assessments