items:
  - id: competitive-ads-extractor
    description: >-
      Extracts and analyzes competitors' ads from ad libraries (Facebook, LinkedIn, etc.) to understand what messaging,
      problems, and creative approaches are working. Helps inspire and improve your own ad campaigns.
    category: business
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/competitive-ads-extractor
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/competitive-ads-extractor/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/competitive-ads-extractor.tar.gz
  - id: content-research-writer
    description: >-
      Assists in writing high-quality content by conducting research, adding citations, improving hooks, iterating on
      outlines, and providing real-time feedback on each section. Transforms your writing process from solo effort to
      collaborative partnership.
    category: business
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/content-research-writer
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/content-research-writer/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/content-research-writer.tar.gz
  - id: domain-name-brainstormer
    description: >-
      Generates creative domain name ideas for your project and checks availability across multiple TLDs (.com, .io,
      .dev, .ai, etc.). Saves hours of brainstorming and manual checking.
    category: business
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/domain-name-brainstormer
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/domain-name-brainstormer/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/domain-name-brainstormer.tar.gz
  - id: internal-comms
    description: >-
      A set of resources to help me write all kinds of internal communications, using the formats that my company likes
      to use. The agent should use this skill whenever asked to write some sort of internal communications (status
      reports, leadership updates, 3P updates, company newsletters, FAQs, incident reports, project updates, etc.).
    category: business
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/internal-comms
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/internal-comms/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/internal-comms.tar.gz
  - id: lead-research-assistant
    description: >-
      Identifies high-quality leads for your product or service by analyzing your business, searching for target
      companies, and providing actionable contact strategies. Perfect for sales, business development, and marketing
      professionals.
    category: business
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/lead-research-assistant
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/lead-research-assistant/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/lead-research-assistant.tar.gz
  - id: meeting-insights-analyzer
    description: >-
      Analyzes meeting transcripts and recordings to uncover behavioral patterns, communication insights, and actionable
      feedback. Identifies when you avoid conflict, use filler words, dominate conversations, or miss opportunities to
      listen. Perfect for professionals seeking to improve their communication and leadership skills.
    category: business
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/meeting-insights-analyzer
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/meeting-insights-analyzer/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/meeting-insights-analyzer.tar.gz
  - id: canvas-design
    description: >-
      Create beautiful visual art in .png and .pdf documents using design philosophy. You should use this skill when the
      user asks to create a poster, piece of art, design, or other static piece. Create original visual designs, never
      copying existing artists' work to avoid copyright violations.
    category: creative-media
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/canvas-design
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/canvas-design/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/canvas-design.tar.gz
  - id: image-enhancer
    description: >-
      Improves the quality of images, especially screenshots, by enhancing resolution, sharpness, and clarity. Perfect
      for preparing images for presentations, documentation, or social media posts.
    category: creative-media
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/image-enhancer
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/image-enhancer/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/image-enhancer.tar.gz
  - id: slack-gif-creator
    description: >-
      Toolkit for creating animated GIFs optimized for Slack, with validators for size constraints and composable
      animation primitives. This skill applies when users request animated GIFs or emoji animations for Slack from
      descriptions like "make me a GIF for Slack of X doing Y".
    category: creative-media
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/slack-gif-creator
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/slack-gif-creator/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/slack-gif-creator.tar.gz
  - id: theme-factory
    description: >-
      Toolkit for styling artifacts with a theme. These artifacts can be slides, docs, reportings, HTML landing pages,
      etc. There are 10 pre-set themes with colors/fonts that you can apply to any artifact that has been creating, or
      can generate a new theme on-the-fly.
    category: creative-media
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/theme-factory
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/theme-factory/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/theme-factory.tar.gz
  - id: youtube-downloader
    description: >-
      Download YouTube videos with customizable quality and format options. Use this skill when the user asks to
      download, save, or grab YouTube videos. Supports various quality settings (best, 1080p, 720p, 480p, 360p),
      multiple formats (mp4, webm, mkv), and audio-only downloads as MP3.
    category: creative-media
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/youtube-downloader
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/youtube-downloader/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/youtube-downloader.tar.gz
  - id: adbc
    description: >-
      Connect to and work with databases using Arrow Database Connectivity (ADBC). Use whenever the user needs to use a
      database.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/adbc
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/adbc/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/adbc.tar.gz
  - id: adf-master
    description: >-
      Azure Data Factory (ADF) CI/CD, deployment, and pipeline development. PROACTIVELY activate for: (1) ADF CI/CD
      setup (npm validation, ARM template export), (2) ADF ARM template deployment, (3) ADF npm build validation in CI,
      (4) PrePostDeploymentScript for trigger and resource cleanup, (5) ADF GitHub Actions workflows, (6) ADF Azure
      DevOps pipelines, (7) ADF Git integration (collaboration vs publish branch), (8) parameterizing linked services
      and datasets across environments, (9) ADF triggers (schedule, tumbling window, event), (10) deployment slots and
      blue-green for ADF. Provides: complete CI/CD YAML for GitHub Actions and Azure DevOps, PrePostDeploymentScript
      reference, parameterization patterns, and trigger management recipes.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/adf-master
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/adf-master/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/adf-master.tar.gz
  - id: aidp-object-storage
    description: >-
      Read and write OCI Object Storage natively from an AIDP notebook using the `oci://` URI scheme. Use when the user
      mentions OCI Object Storage, "oci://", external volumes, external tables backed by Object Storage,
      CSV/Parquet/JSON/Delta files in a bucket, or wants to land data in OCI buckets. Auth is implicit via the
      workspace's IAM identity — no keys in the notebook.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/aidp-object-storage
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/aidp-object-storage/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/aidp-object-storage.tar.gz
  - id: airbyte-agent
    description: >-
      Drive the `airbyte-agent` CLI to manage Airbyte connectors, workspaces, and organizations. Run
      list/get/search/create/update actions against connector data (HubSpot, Salesforce, Slack, GitHub, etc.), install
      new connectors via the browser credential flow, list and switch workspaces, list organizations, inspect connector
      metadata, read skill docs, or print the merged CLI + OpenAPI schema for any operation. Use when the user mentions
      Airbyte, the `airbyte-agent` CLI, connectors, syncs, workspaces, organizations, or asks to read/write data from a
      connected SaaS product.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/airbyte-agent
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/airbyte-agent/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/airbyte-agent.tar.gz
  - id: airflow
    description: >-
      Queries, manages, and troubleshoots Apache Airflow using the af CLI. Covers listing DAGs, triggering runs, reading
      task logs, diagnosing failures, debugging DAG import errors, checking connections, variables, pools, and
      monitoring health. Also routes to sub-skills for writing DAGs, debugging, deploying, and migrating Airflow 2 to 3.
      Use when user mentions "Airflow", "DAG", "DAG run", "task log", "import error", "parse error", "broken DAG", or
      asks to "trigger a pipeline", "debug import errors", "check Airflow health", "list connections", "retry a run", or
      any Airflow operation. Do NOT use for warehouse/SQL analytics on Airflow metadata tables — use analyzing-data
      instead.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/airflow
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/airflow/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/airflow.tar.gz
  - id: apache-arrow
    description: >-
      Expert guidance for Apache Arrow, the cross-language columnar memory format for analytics workloads. Helps
      developers use Arrow for high-performance data interchange between systems, zero-copy reads, and efficient
      columnar processing in Python (PyArrow) and JavaScript (Arrow JS).
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/apache-arrow
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/apache-arrow/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/apache-arrow.tar.gz
  - id: apache-hudi-lakehouse
    description: >-
      Guides agents through Apache Hudi lakehouse design. Use when managing incremental upserts, record-level mutations,
      timeline behavior, compaction, and Hudi-based lakehouse tables.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/apache-hudi-lakehouse
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/apache-hudi-lakehouse/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/apache-hudi-lakehouse.tar.gz
  - id: authoring-dags
    description: >-
      Workflow and best practices for writing Apache Airflow DAGs. Use when the user wants to create a new DAG, write
      pipeline code, or asks about DAG patterns and conventions. For testing and debugging DAGs, see the testing-dags
      skill.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/authoring-dags
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/authoring-dags/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/authoring-dags.tar.gz
  - id: azure-data-factory
    description: >-
      Expert knowledge for Azure Data Factory development including troubleshooting, best practices, decision making,
      architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and
      deployment. Use when designing ADF pipelines, data flows, integration runtimes, SAP CDC, CI/CD deployments, or
      SSIS migrations, and other Azure Data Factory related development tasks. Not for Azure Synapse Analytics (use
      azure-synapse-analytics), Azure Databricks (use azure-databricks), Azure Stream Analytics (use
      azure-stream-analytics), Azure Functions (use azure-functions).
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/azure-data-factory
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/azure-data-factory/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/azure-data-factory.tar.gz
  - id: azure-data-share
    description: >-
      Expert knowledge for Azure Data Share development including troubleshooting, decision making, security,
      configuration, and deployment. Use when estimating Data Share costs, managing invitations/RBAC, cross-region
      deployments, dataset mapping, or automation, and other Azure Data Share related development tasks. Not for Azure
      Data Box (use azure-data-box-family), Azure Import Export (use azure-import-export), Azure Open Datasets (use
      azure-open-datasets), Azure Data Explorer (use azure-data-explorer).
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/azure-data-share
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/azure-data-share/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/azure-data-share.tar.gz
  - id: azure-databricks
    description: >-
      Expert knowledge for Azure Databricks development including troubleshooting, best practices, decision making,
      architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and
      deployment. Use when using Unity Catalog, Lakeflow/Lakebase, SQL warehouses, Model Serving, or Lakehouse
      Federation, and other Azure Databricks related development tasks. Not for Azure Synapse Analytics (use
      azure-synapse-analytics), Azure HDInsight (use azure-hdinsight), Azure Machine Learning (use
      azure-machine-learning), Azure Data Factory (use azure-data-factory).
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/azure-databricks
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/azure-databricks/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/azure-databricks.tar.gz
  - id: azure-event-hubs
    description: >-
      Expert knowledge for Azure Event Hubs development including troubleshooting, best practices, decision making,
      architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and
      deployment. Use when using Kafka clients/Streams, .NET SDK, Flink/Spark, geo-DR/replication, or Auto Inflate
      scaling in Event Hubs, and other Azure Event Hubs related development tasks. Not for Azure Service Bus (use
      azure-service-bus), Azure Event Grid (use azure-event-grid), Azure Notification Hubs (use
      azure-notification-hubs), Azure Stream Analytics (use azure-stream-analytics).
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/azure-event-hubs
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/azure-event-hubs/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/azure-event-hubs.tar.gz
  - id: azure-eventhub-py
    description: >
      Azure Event Hubs SDK for Python streaming. Use for high-throughput event ingestion, producers, consumers, and
      checkpointing.

      Triggers: "event hubs", "EventHubProducerClient", "EventHubConsumerClient", "streaming", "partitions".
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/azure-eventhub-py
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/azure-eventhub-py/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/azure-eventhub-py.tar.gz
  - id: azure-machine-learning
    description: >-
      Expert knowledge for Azure Machine Learning development including troubleshooting, best practices, decision
      making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns,
      and deployment. Use when using Azure ML workspaces, compute clusters, pipelines, AutoML, online/batch endpoints,
      or Prompt Flow, and other Azure Machine Learning related development tasks. Not for Azure Databricks (use
      azure-databricks), Azure Synapse Analytics (use azure-synapse-analytics), Azure HDInsight (use azure-hdinsight),
      Azure Data Science Virtual Machines (use azure-data-science-vm).
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/azure-machine-learning
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/azure-machine-learning/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/azure-machine-learning.tar.gz
  - id: azure-storage
    description: >-
      Azure Storage Services including Blob Storage, File Shares, Queue Storage, Table Storage, and Data Lake. Answers
      questions about storage access tiers (hot, cool, cold, archive), when to use each tier, and tier comparison.
      Provides object storage, SMB file shares, async messaging, NoSQL key-value, and big data analytics. Includes
      lifecycle management. USE FOR: blob storage, file shares, queue storage, table storage, data lake, upload files,
      download blobs, storage accounts, access tiers, storage tiers, hot cool cold archive, storage tier comparison,
      when to use storage tiers, lifecycle management, Azure Storage concepts. DO NOT USE FOR: SQL databases, Cosmos DB
      (use azure-prepare), messaging with Event Hubs or Service Bus (use azure-messaging).
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/azure-storage
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/azure-storage/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/azure-storage.tar.gz
  - id: azure-synapse-analytics
    description: >-
      Expert knowledge for Azure Synapse Analytics development including troubleshooting, best practices, decision
      making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns,
      and deployment. Use when working with Synapse SQL pools, Spark pools, Synapse Link, PolyBase ELT, or Cosmos DB
      integrations, and other Azure Synapse Analytics related development tasks. Not for Azure Data Factory (use
      azure-data-factory), Azure Data Explorer (use azure-data-explorer), Azure Databricks (use azure-databricks), Azure
      HDInsight (use azure-hdinsight).
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/azure-synapse-analytics
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/azure-synapse-analytics/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/azure-synapse-analytics.tar.gz
  - id: azureml-scaffolding
    description: >-
      Scaffold, structure, and manage AI/ML projects that run on AzureML. Covers project initialization (uv workspaces,
      devcontainers, Makefile), Python packaging with explicit dependencies, local and cloud execution, experiment
      reproducibility, and extensibility patterns (pipelines, datasets, linting). Use this skill whenever the user asks
      to create, modify, run, test, or deploy an AzureML-based ML project — or when they need guidance on project
      layout, dependency management, or cloud job submission with Azure Machine Learning.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/azureml-scaffolding
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/azureml-scaffolding/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/azureml-scaffolding.tar.gz
  - id: beam-concepts
    description: >-
      Explains core Apache Beam programming model concepts including PCollections, PTransforms, Pipelines, and Runners.
      Use when learning Beam fundamentals or explaining pipeline concepts.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/beam-concepts
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/beam-concepts/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/beam-concepts.tar.gz
  - id: bigquery-ai-ml
    description: >-
      Leverages BigQuery's built-in machine learning and GenAI capabilities for advanced data analytics. Use when you
      need to write SQL queries that perform time-series forecasting, detect outliers, or leverage generative AI
      capabilities in BigQuery.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/bigquery-ai-ml
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/bigquery-ai-ml/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/bigquery-ai-ml.tar.gz
  - id: bigquery-basics
    description: >-
      Manages datasets, tables, and jobs in BigQuery. Use when you need to interact with BigQuery, run SQL queries,
      manage BigQuery resources (datasets, tables, views), or perform basic data ingestion and analysis.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/bigquery-basics
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/bigquery-basics/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/bigquery-basics.tar.gz
  - id: build-connector
    description: >-
      Build a new Fivetran connector from a description. Use when the user wants to create, generate, or scaffold a new
      connector for an API or data source.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/build-connector
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/build-connector/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/build-connector.tar.gz
  - id: cassandra
    description: >
      Apache Cassandra is a distributed NoSQL database designed for high availability and linear scalability.

      Learn CQL (Cassandra Query Language), data modeling with partition keys, replication strategies,

      and integration with Node.js using the DataStax driver.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/cassandra
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/cassandra/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/cassandra.tar.gz
  - id: cdc-streaming-pipeline
    description: >-
      Build a real-time change-data-capture pipeline from a transactional database (Aurora DSQL, Aurora Postgres, RDS)
      to Redshift Serverless, S3, or any other sink, via Kinesis Data Streams (or MSK). Covers producer setup, consumer
      Lambda correctness, the append-only event log + reconstruction pattern, schema-drift handling with SUPER +
      JSON_PARSE, and the operational gotchas (Redshift Data API parameter caps, async statement polling, poison-record
      handling, retry-and-bisect). Use when the user asks for "CDC to Redshift", "stream change data capture", "Aurora
      CDC", "DSQL CDC", "Postgres replication to S3", or "build a Lambda consumer for Kinesis CDC". Aurora DSQL
      public-preview specifics are flagged; the rest is source-agnostic.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/cdc-streaming-pipeline
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/cdc-streaming-pipeline/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/cdc-streaming-pipeline.tar.gz
  - id: chdb-datastore
    description: >-
      Use when the user has tabular data (pandas DataFrame, parquet, csv, Arrow, json) and wants to filter, group,
      aggregate, join, or speed up slow pandas. Provides chDB DataStore — same pandas API, ClickHouse engine underneath.
      Also handles reading from S3, MySQL, PostgreSQL, MongoDB, ClickHouse Cloud, Iceberg, Delta Lake as DataFrames and
      joining across sources. TRIGGER when: user mentions DataFrame, parquet, csv, "fast pandas", "speed up pandas", or
      cross-source DataFrame joins; user imports `chdb.datastore` or `from datastore import DataStore`. SKIP this skill
      for raw SQL syntax (use chdb-sql instead), ClickHouse server administration, or non-Python DataStore API work.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/chdb-datastore
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/chdb-datastore/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/chdb-datastore.tar.gz
  - id: collibra-chip
    description: >-
      This skill should be used when a connected Collibra Chip MCP server can provide domain-specific Collibra workflows
      and references.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/collibra-chip
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/collibra-chip/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/collibra-chip.tar.gz
  - id: connecting-to-data-source
    description: >-
      Create and troubleshoot AWS Glue connections to JDBC databases (Oracle, SQL Server, PostgreSQL, MySQL, RDS),
      Redshift, Snowflake, and BigQuery. Gathers connection hints from user, discovers existing connections and
      RDS/Redshift candidates, registers credentials in Secrets Manager or IAM DB auth, configures VPC, and tests.
      Triggers on: connect to database, set up Glue connection, register data source, connect to Snowflake/BigQuery/RDS,
      connection timeout, test connection, troubleshoot connection. Do NOT use for moving data (use
      ingesting-into-data-lake), creating tables (use creating-data-lake-table), queries (use querying-data-lake),
      catalog exploration (use exploring-data-catalog), or SaaS (Salesforce, ServiceNow, SAP, MongoDB, Kafka).
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/connecting-to-data-source
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/connecting-to-data-source/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/connecting-to-data-source.tar.gz
  - id: cortex-code
    description: >-
      Routes Snowflake-related operations to Cortex Code CLI for specialized Snowflake expertise. Use when user asks
      about Snowflake databases, data warehouses, SQL queries on Snowflake, Cortex AI features, Snowpark, dynamic
      tables, data governance in Snowflake, Snowflake security, or mentions "Cortex" explicitly. Do NOT use for general
      programming, local file operations, non-Snowflake databases, web development, or infrastructure tasks unrelated to
      Snowflake.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/cortex-code
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/cortex-code/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/cortex-code.tar.gz
  - id: creating-data-lake-table
    description: >-
      Create managed Iceberg tables using Amazon S3 Tables (s3tables API namespace) with automatic compaction and
      snapshot management. Sets up table bucket, namespace, table, schema, Glue catalog registration, partitioning, IAM
      access control. Triggers on: create table, data lake table, analytics table, structured data storage, S3 Tables,
      Iceberg, Athena table, partitioning strategy, access permissions. Do NOT use  for: importing files (use
      ingesting-into-data-lake), vector storage (use storing-and-querying-vectors), querying existing tables (use
      querying-data-lake), or locating existing table (use finding-data-lake-assets).
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/creating-data-lake-table
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/creating-data-lake-table/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/creating-data-lake-table.tar.gz
  - id: csv-query
    description: >-
      Run SQL queries against CSV/TSV/Excel files using Polars SQL engine
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/csv-query
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/csv-query/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/csv-query.tar.gz
  - id: csv-wrangling
    description: >-
      Standard workflow order, tool selection matrix, and composition patterns for qsv CSV data wrangling
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/csv-wrangling
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/csv-wrangling/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/csv-wrangling.tar.gz
  - id: dagster
    description: >
      Dagster is a data pipeline orchestrator built around the concept of software-defined assets.

      Learn to define assets, ops, jobs, schedules, sensors, and resources for

      building maintainable data platforms.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/dagster
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/dagster/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/dagster.tar.gz
  - id: dagster-expert
    description: >-
      This skill should be used for Dagster project work involving assets, components, integrations, or the dg CLI; it
      requires consulting the bundled command and API references before proposing implementation details.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/dagster-expert
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/dagster-expert/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/dagster-expert.tar.gz
  - id: data-catalog-and-discovery
    description: >-
      Guides agents through data catalog, discovery, and metadata quality workflows. Use when publishing datasets,
      improving discoverability, curating lineage metadata, or making data products easier for other teams to find and
      trust.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/data-catalog-and-discovery
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/data-catalog-and-discovery/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/data-catalog-and-discovery.tar.gz
  - id: data-distributed-storage
    description: >-
      Use this skill when designing distributed storage for HDFS, S3, ADLS, GCS, MinIO, NFS, or any distributed file
      system for data workloads. This skill enforces: storage backend selection, data durability and replication, file
      format selection, partitioning and compression, lifecycle policies, storage tiering, and cost optimization. Do NOT
      use for: database storage engines, local filesystem tuning, or content delivery networks.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/data-distributed-storage
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/data-distributed-storage/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/data-distributed-storage.tar.gz
  - id: data-investigation
    description: >-
      A workflow for conducting rigorous, reproducible data investigations and ad-hoc analyses. This skill should be
      used when investigating a business question, explaining a metric anomaly, validating a hypothesis, performing root
      cause analysis, or preparing a one-off investigation dashboard or memo.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/data-investigation
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/data-investigation/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/data-investigation.tar.gz
  - id: data-quality-frameworks-sickn33
    description: >-
      Implement data quality validation with Great Expectations, dbt tests, and data contracts. Use when building data
      quality pipelines, implementing validation rules, or establishing data contracts.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/data-quality-frameworks-sickn33
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/data-quality-frameworks-sickn33/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/data-quality-frameworks-sickn33.tar.gz
  - id: database-redshift
    description: >-
      Amazon Redshift expert. Deep expertise in columnar storage, distribution styles, sort keys, Redshift Serverless,
      Spectrum, data sharing, materialized views, and query optimization. WHEN: "Redshift", "Amazon Redshift", "Redshift
      Serverless", "Redshift Spectrum", "distribution key", "sort key", "DISTKEY", "SORTKEY", "DISTSTYLE", "WLM",
      "Redshift ML", "STL_", "SVL_", "SYS_", "data sharing Redshift".
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/database-redshift
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/database-redshift/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/database-redshift.tar.gz
  - id: databricks-core
    description: >-
      Databricks CLI operations and the parent/entry-point skill for all Databricks work: authentication, profile
      selection, data exploration, bundles, and Genie natural-language data Q&A. Load this first for any Databricks task
      (CLI, auth, profiles, exploring catalogs/tables), then load the matching product skill. Contains up-to-date
      guidelines for Databricks-related CLI tasks.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/databricks-core
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/databricks-core/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/databricks-core.tar.gz
  - id: databricks-dbsql
    description: >-
      Databricks SQL (DBSQL) advanced features and SQL warehouse capabilities. This skill MUST be invoked when the user
      mentions: "DBSQL", "Databricks SQL", "SQL warehouse", "SQL scripting", "stored procedure", "CALL procedure",
      "materialized view", "CREATE MATERIALIZED VIEW", "pipe syntax", "|>", "geospatial", "H3", "ST_", "spatial SQL",
      "collation", "COLLATE", "ai_query", "ai_classify", "ai_extract", "ai_gen", "AI function", "http_request",
      "remote_query", "read_files", "Lakehouse Federation", "recursive CTE", "WITH RECURSIVE", "multi-statement
      transaction", "temp table", "temporary view", "pipe operator". SHOULD also invoke when the user asks about SQL
      best practices, data modeling patterns, or advanced SQL features on Databricks.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/databricks-dbsql
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/databricks-dbsql/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/databricks-dbsql.tar.gz
  - id: databricks-jobs
    description: >-
      Develop and deploy Lakeflow Jobs on Databricks via DABs, Python SDK, or the CLI. Use when creating data
      engineering jobs with notebooks, Python wheels, SQL, dbt, or pipelines. Invoke BEFORE starting implementation.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/databricks-jobs
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/databricks-jobs/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/databricks-jobs.tar.gz
  - id: databricks-model-serving
    description: >-
      Databricks Model Serving endpoint lifecycle and ops. Use when asked to: CRUD serving endpoints (CLI or MLflow
      Deployments client); configure traffic routing for A/B / canary deploys and zero-downtime version swaps; retrieve
      OpenAPI schemas; inspect logs, metrics, or permissions; manage AI Gateway rate limits; discover Foundation Model
      API endpoints at runtime; integrate endpoints into Databricks Apps; or stream from off-platform clients (Vercel AI
      SDK v6, standalone Node.js). NOT for: training, MLflow autologging, UC registration, custom PyFunc/ResponsesAgent
      authoring (databricks-ml-training); Knowledge Assistants/Supervisor Agents (databricks-agent-bricks); MLflow
      evaluation (databricks-mlflow-evaluation).
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/databricks-model-serving
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/databricks-model-serving/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/databricks-model-serving.tar.gz
  - id: databricks-pipelines
    description: >-
      Develop Lakeflow Spark Declarative Pipelines (formerly Delta Live Tables) on Databricks. Use when building batch
      or streaming data pipelines with Python or SQL. Invoke BEFORE starting implementation.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/databricks-pipelines
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/databricks-pipelines/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/databricks-pipelines.tar.gz
  - id: databricks-spark-structured-streaming
    description: >-
      Comprehensive guide to Spark Structured Streaming for production workloads. Use when building streaming pipelines,
      working with Kafka ingestion, implementing Real-Time Mode (RTM), configuring triggers (processingTime,
      availableNow), handling stateful operations with watermarks, optimizing checkpoints, performing stream-stream or
      stream-static joins, writing to multiple sinks, or tuning streaming cost and performance.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/databricks-spark-structured-streaming
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/databricks-spark-structured-streaming/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/databricks-spark-structured-streaming.tar.gz
  - id: databricks-unity-catalog
    description: >-
      Unity Catalog system tables and volumes. Use when querying system tables (audit, lineage, billing) or working with
      volume file operations (upload, download, list files in /Volumes/).
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/databricks-unity-catalog
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/databricks-unity-catalog/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/databricks-unity-catalog.tar.gz
  - id: dataplex-and-bigquery-governance
    description: >-
      Guides agents through GCP-native data governance workflows with Dataplex and BigQuery. Use when designing lakes,
      zones, policy tags, metadata quality, lineage, discovery, and governed publishing across Cloud Storage, BigQuery,
      Dataflow, Dataproc, and Google Cloud analytics platforms.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/dataplex-and-bigquery-governance
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/dataplex-and-bigquery-governance/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/dataplex-and-bigquery-governance.tar.gz
  - id: datarobot-data-preparation
    description: >-
      Tools and guidance for data upload, dataset management, data validation, and preparing data for DataRobot
      projects. Use when uploading datasets, managing data, or validating data for DataRobot.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/datarobot-data-preparation
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/datarobot-data-preparation/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/datarobot-data-preparation.tar.gz
  - id: datarobot-feature-engineering
    description: >-
      Guidance for feature engineering, feature discovery, feature importance analysis, and understanding DataRobot's
      automated feature engineering capabilities. Use when working with feature engineering, feature discovery, or
      analyzing feature importance in DataRobot.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/datarobot-feature-engineering
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/datarobot-feature-engineering/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/datarobot-feature-engineering.tar.gz
  - id: dataset-evaluation
    description: >-
      Validates dataset formatting and quality for SageMaker model fine-tuning (SFT, DPO, or RLVR). Use when the user
      says "is my dataset okay", "evaluate my data", "check my training data", "I have my own data", or before starting
      any fine-tuning job. Detects file format, checks schema compliance against the selected model and technique, and
      reports whether the data is ready for training or evaluation.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/dataset-evaluation
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/dataset-evaluation/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/dataset-evaluation.tar.gz
  - id: dataset-transformation
    description: >-
      Generates code that transforms datasets between ML schemas for model training or evaluation. Use when the user
      says "transform", "convert", "reformat", "change the format", or when a dataset's schema needs to change to match
      the target format — always use this skill for format changes rather than writing inline transformation code.
      Supports OpenAI chat, SageMaker SFT/DPO/RLVR/RLAIF, HuggingFace preference, Bedrock Nova, VERL, and custom JSONL
      formats from local files or S3.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/dataset-transformation
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/dataset-transformation/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/dataset-transformation.tar.gz
  - id: db2-rhel
    description: >-
      Use when installing, configuring, or managing IBM DB2 LUW on RHEL 9 (and AlmaLinux/Rocky 9) — instance creation,
      database administration, buffer pool and tablespace management, backup/restore with HADR, performance tuning
      (db2advis, db2pd, MON functions), runstats/reorg, SELinux contexts, firewalld rules, and DB2 pureScale. Part of
      the db2-* skill family.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/db2-rhel
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/db2-rhel/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/db2-rhel.tar.gz
  - id: dbt-analytics-engineering
    description: >-
      Builds and modifies dbt models, writes SQL transformations using ref() and source(), creates tests, and validates
      results with dbt show. Use when doing any dbt work - building or modifying models, debugging errors, exploring
      unfamiliar data sources, writing tests, or evaluating impact of changes.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/dbt-analytics-engineering
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/dbt-analytics-engineering/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/dbt-analytics-engineering.tar.gz
  - id: dbt-testing
    description: >-
      dbt testing strategies using dbt_constraints for database-level enforcement, generic tests, and singular tests.
      Use this skill when implementing data quality checks, adding primary/foreign key constraints, creating custom
      tests, or establishing comprehensive testing frameworks across bronze/silver/gold layers.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/dbt-testing
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/dbt-testing/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/dbt-testing.tar.gz
  - id: delta-sharing
    description: >-
      Delta Sharing configuration, monitoring, and recipient management for secure cross-organization data sharing.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/delta-sharing
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/delta-sharing/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/delta-sharing.tar.gz
  - id: deploying-airflow
    description: >-
      Deploy Airflow DAGs and projects. Use when the user wants to deploy code, push DAGs, set up CI/CD, deploy to
      production, or asks about deployment strategies for Airflow.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/deploying-airflow
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/deploying-airflow/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/deploying-airflow.tar.gz
  - id: dynamic-tables-tutorial
    description: >-
      Interactive tutorial that teaches Snowflake Dynamic Tables hands-on. The agent guides users step-by-step through
      building data pipelines with automatic refresh, incremental processing, and CDC patterns. Use when the user wants
      to learn dynamic tables, build a DT pipeline, or understand DT vs streams/tasks/materialized views.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/dynamic-tables-tutorial
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/dynamic-tables-tutorial/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/dynamic-tables-tutorial.tar.gz
  - id: elasticsearch-file-ingest
    description: >-
      Ingest and transform data files (CSV/JSON/Parquet/Arrow IPC) into Elasticsearch with stream processing and custom
      transforms. Use when loading files or batch importing data — not for reindexing, general ingest pipeline design,
      or bulk API patterns.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/elasticsearch-file-ingest
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/elasticsearch-file-ingest/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/elasticsearch-file-ingest.tar.gz
  - id: etl-integration-nifi
    description: >-
      Apache NiFi specialist for flow-based data integration, routing, and provenance tracking. Deep expertise in
      processors, FlowFiles, connections, process groups, clustering, record-oriented processing, and NiFi 2.x
      modernization. WHEN: \"Apache NiFi\", \"NiFi\", \"NiFi processor\", \"FlowFile\", \"process group\", \"NiFi
      provenance\", \"NiFi back pressure\", \"NiFi cluster\", \"NiFi registry\", \"NiFi expression language\",
      \"MiNiFi\", \"ConsumeKafka NiFi\", \"tMap NiFi\", \"NiFi REST API\", \"NiFi record\", \"RecordReader\", \"NiFi
      Python processor\", \"NiFi 2.x\", \"NiFi migration\", \"site-to-site\", \"NiFi controller service\", \"NiFi
      connection queue\".
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/etl-integration-nifi
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/etl-integration-nifi/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/etl-integration-nifi.tar.gz
  - id: exploring-data-catalog
    description: >-
      Full inventory and audit of AWS Glue Data Catalog assets across S3 Tables, Redshift-federated, and remote Iceberg
      catalogs. Triggers on: inventory the catalog, audit databases, list all tables, catalog overview, data landscape,
      enumerate catalogs, data inventory, search the catalog. Do NOT use for finding specific data (use
      finding-data-lake-assets), running queries (use querying-data-lake), or creating tables (use
      creating-data-lake-table).
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/exploring-data-catalog
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/exploring-data-catalog/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/exploring-data-catalog.tar.gz
  - id: flink
    description: >-
      Apache Flink stream processing expertise for stateful computations over bounded and unbounded streams. Use when
      the user mentions Flink, Flink SQL, Table API, DataStream API, CDC, Kafka-to-Flink pipelines, checkpoints,
      savepoints, watermarks, windows, Flink Kubernetes Operator, or Flink integrations with Iceberg, Paimon, or Fluss.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/flink
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/flink/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/flink.tar.gz
  - id: flink-best-practices
    description: >-
      Apache Flink development best practices for DataStream API, state management, checkpointing, event time
      processing, and deployment
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/flink-best-practices
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/flink-best-practices/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/flink-best-practices.tar.gz
  - id: gcs-lifecycle-policy
    description: >
      Manage gcs lifecycle policy operations. Auto-activating skill for GCP Skills.

      Triggers on: gcs lifecycle policy, gcs lifecycle policy

      Part of the GCP Skills skill category. Use when working with gcs lifecycle policy functionality. Trigger with
      phrases like "gcs lifecycle policy", "gcs policy", "gcs".
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/gcs-lifecycle-policy
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/gcs-lifecycle-policy/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/gcs-lifecycle-policy.tar.gz
  - id: glue-diagnostics
    description: >
      Use this skill to investigate and troubleshoot AWS Glue problems by analyzing ETL jobs, crawlers, connections,
      Data Catalog, DPU utilization, Spark execution, and job bookmarks following structured runbooks. Activate when:
      job failures, job timeouts, OOM errors, Spark executor or driver crashes, crawler failures, schema detection
      issues, partition problems, JDBC connection failures, VPC/subnet connectivity, S3 endpoint access, Data Catalog
      sync issues, schema evolution conflicts, DPU sizing problems, shuffle bottlenecks, data skew, transformation
      errors, bookmark issues, data quality failures, IAM permission errors, encryption problems, Glue Studio visual
      editor errors, job generation failures, or the user says something is wrong with Glue without naming specific
      symptoms.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/glue-diagnostics
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/glue-diagnostics/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/glue-diagnostics.tar.gz
  - id: hadoop
    description: >-
      Manage Hadoop clusters with HDFS operations, YARN job tuning, and distributed processing diagnostics.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/hadoop
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/hadoop/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/hadoop.tar.gz
  - id: hbase
    description: >-
      Apache HBase wide-column store on Hadoop. Use for big data.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/hbase
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/hbase/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/hbase.tar.gz
  - id: ingesting-into-data-lake
    description: >-
      Import data into the AWS data lake from S3 files, local uploads, JDBC databases (Oracle, SQL Server, PostgreSQL,
      MySQL, RDS, Aurora), Amazon Redshift, Snowflake, BigQuery, DynamoDB, or existing Glue catalog tables (migration).
      Default target is S3 Tables; standard Iceberg on a general purpose bucket is supported where S3 Tables is not
      adopted. Handles one-time loads, recurring pipelines, migrations. Triggers on: import data, load data, ingest,
      sync database, migrate table, move data to AWS, set up pipeline, ETL, pull from Snowflake, query BigQuery into S3,
      export DynamoDB, CTAS, convert to Iceberg. Do NOT use for setting up or troubleshooting Glue connections (use
      connecting-to-data-source), creating empty tables (use creating-data-lake-table), running queries (use
      querying-data-lake), finding tables by fuzzy name (use finding-data-lake-assets), catalog audit (use
      exploring-data-catalog), or SaaS platforms like Salesforce, ServiceNow, SAP, MongoDB, Kafka.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/ingesting-into-data-lake
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/ingesting-into-data-lake/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/ingesting-into-data-lake.tar.gz
  - id: io-connectors
    description: >-
      Guides development and usage of I/O connectors in Apache Beam. Use when working with I/O connectors, creating new
      connectors, or debugging data source/sink issues.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/io-connectors
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/io-connectors/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/io-connectors.tar.gz
  - id: jq-json-processing
    description: >-
      jq JSON processing: query, filter, transform JSON. Use when parsing JSON files, filtering arrays/objects,
      transforming structures, or extracting fields from JSON.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/jq-json-processing
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/jq-json-processing/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/jq-json-processing.tar.gz
  - id: kafka-schema-registry
    description: >-
      Scan a project to identify Kafka applications, extract schemas from data models, tag PII fields, generate
      Terraform for Confluent Schema Registry registration, and produce a migration report with rollout ordering. Use
      this skill when a user asks to analyze a folder or repo for Kafka usage, extract schemas, audit producer/consumer
      configurations, or generate Terraform for Schema Registry.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/kafka-schema-registry
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/kafka-schema-registry/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/kafka-schema-registry.tar.gz
  - id: kafka-streams-programming
    description: >-
      Architect, build, and debug Kafka Streams apps (JVM-embedded stream processing). Use when user mentions KStream,
      KTable, topology, TopologyTestDriver, StreamsBuilder, interactive queries, GlobalKTable,
      joins/windows/aggregations, or debugging issues (rebalancing, state stores, lag, deserialization errors). Also use
      when user wants to optimize Kafka Streams for WarpStream or tune Kafka Streams client configuration for
      WarpStream. Do NOT trigger for Flink, connectors, CDC, or plain producer/consumer.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/kafka-streams-programming
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/kafka-streams-programming/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/kafka-streams-programming.tar.gz
  - id: knowledge-catalog-discovery
    description: >-
      Use these skills when you need to discover and explore data assets in the Knowledge Catalog. It allows you to
      search for entries, lookup specific metadata, and explore aspect types to understand your data platform's assets.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/knowledge-catalog-discovery
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/knowledge-catalog-discovery/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/knowledge-catalog-discovery.tar.gz
  - id: lookml-model
    description: >-
      Use this skill when you need to create or modify a LookML Model file (.model.lkml). This includes defining
      connections, includes, and configuring model-level settings.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/lookml-model
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/lookml-model/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/lookml-model.tar.gz
  - id: lookml-tests
    description: >-
      Standards and best practices for writing LookML tests to ensure data integrity, accuracy, and logic validation.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/lookml-tests
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/lookml-tests/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/lookml-tests.tar.gz
  - id: mlflow-onboarding
    description: >-
      Onboards users to MLflow by determining their use case (GenAI agents/apps or traditional ML/deep learning) and
      guiding them through relevant quickstart tutorials and initial integration. If an experiment ID is available, it
      should be supplied as input to help determine the use case. Use when the user asks to get started with MLflow, set
      up tracking, add observability, or integrate MLflow into their project. Triggers on "get started with MLflow",
      "set up MLflow", "onboard to MLflow", "add MLflow to my project", "how do I use MLflow".
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/mlflow-onboarding
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/mlflow-onboarding/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/mlflow-onboarding.tar.gz
  - id: mongodb-query-optimizer
    description: >-
      Help with MongoDB query optimization and indexing. Use only when the user asks for optimization or performance:
      "How do I optimize this query?", "How do I index this?", "Why is this query slow?", "Can you fix my slow
      queries?", "What are the slow queries on my cluster?", etc. Do not invoke for general MongoDB query writing unless
      user asks for performance or index help. Prefer indexing as optimization strategy. Use MongoDB MCP when available.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/mongodb-query-optimizer
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/mongodb-query-optimizer/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/mongodb-query-optimizer.tar.gz
  - id: mongodb-schema-design
    description: >-
      MongoDB schema design patterns and anti-patterns. Use when designing data models, reviewing schemas, migrating
      from SQL, or troubleshooting performance issues caused by schema problems. Triggers on "design schema", "embed vs
      reference", "MongoDB data model", "schema review", "unbounded arrays", "one-to-many", "tree structure", "16MB
      limit", "schema validation", "JSON Schema", "time series", "schema migration", "polymorphic", "TTL", "data
      lifecycle", "archive", "index explosion", "unnecessary indexes", "approximation pattern", "document versioning".
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/mongodb-schema-design
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/mongodb-schema-design/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/mongodb-schema-design.tar.gz
  - id: mysql
    description: >-
      Plan and review MySQL/InnoDB schema, indexing, query tuning, transactions, and operations. Use when creating or
      modifying MySQL tables, indexes, or queries; diagnosing slow/locking behavior; planning migrations; or
      troubleshooting replication and connection issues. Load when using a MySQL database.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/mysql
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/mysql/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/mysql.tar.gz
  - id: mysql-patterns
    description: >-
      MySQL and MariaDB schema, query, indexing, transaction, replication, and connection-pool patterns for production
      backends.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/mysql-patterns
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/mysql-patterns/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/mysql-patterns.tar.gz
  - id: neon-postgres
    description: >-
      Guides and best practices for working with Neon Serverless Postgres. Covers setup, connection methods, branching,
      autoscaling, scale-to-zero, read replicas, connection pooling, Neon Auth, and the Neon CLI, MCP server, REST API,
      TypeScript SDK, and Python SDK. Use when users ask about "Neon setup", "connect to Neon", "Neon project",
      "DATABASE_URL", "serverless Postgres", "Neon CLI", "neonctl", "Neon MCP", "Neon Auth", "@neondatabase/serverless",
      "@neondatabase/neon-js", "scale to zero", "Neon autoscaling", "Neon read replica", or "Neon connection pooling".
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/neon-postgres
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/neon-postgres/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/neon-postgres.tar.gz
  - id: nifi-flow-layout
    description: >-
      Use when arranging Apache NiFi processors, process groups, ports, comments, numbering, crossing connections, dense
      fan-in/fan-out, or reusable readable canvas layouts.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/nifi-flow-layout
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/nifi-flow-layout/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/nifi-flow-layout.tar.gz
  - id: oleander-iceberg-catalog
    description: >-
      Patterns for reading and writing oleander Iceberg catalog tables in Spark jobs, including naming conventions,
      write modes, and catalog hierarchy.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/oleander-iceberg-catalog
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/oleander-iceberg-catalog/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/oleander-iceberg-catalog.tar.gz
  - id: oracle-database
    description: >-
      Oracle Database guidance for SQL, PL/SQL, SQLcl, ORDS, administration, app development, performance, security,
      migrations, and agent-safe database workflows. Use when the user asks to write, edit, rewrite, review, format,
      debug, tune, or explain SQL; create or refactor PL/SQL; use SQLcl, Liquibase, ORDS, JDBC, node-oracledb, Python,
      Java, .NET, or database frameworks; troubleshoot queries, sessions, locks, waits, indexes, optimizer plans, AWR,
      ASH, migrations, schemas, users, roles, privileges, backup, recovery, Data Guard, RAC, multitenant, containers,
      monitoring, auditing, encryption, VPD, or safe agent database operations.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/oracle-database
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/oracle-database/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/oracle-database.tar.gz
  - id: oraclecloud-data-handling
    description: >
      Manage OCI Object Storage — buckets, uploads, PARs, and lifecycle policies.

      Use when uploading objects, creating pre-authenticated requests, or configuring lifecycle rules.

      Trigger with "oci object storage", "oci bucket", "par url", "multipart upload", "oci lifecycle".
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/oraclecloud-data-handling
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/oraclecloud-data-handling/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/oraclecloud-data-handling.tar.gz
  - id: oracledb
    description: >-
      Use these skills to manage and monitor Oracle databases by executing SQL statements, exploring schema metadata,
      analyzing query performance, monitoring active sessions and resource consumption, and managing storage and object
      health.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/oracledb
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/oracledb/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/oracledb.tar.gz
  - id: powerbi-documentation
    description: >-
      Create standardized documentation for Power BI semantic models and reports. Use when the user requests
      documentation for a Power BI project, semantic model, or report (e.g., "document this model", "create
      documentation for this Power BI project", "generate documentation"). This skill works with the
      powerbi-modeling-mcp server to extract model metadata and generate professional Word documents.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/powerbi-documentation
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/powerbi-documentation/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/powerbi-documentation.tar.gz
  - id: powerbi-mcp
    description: >-
      Safety and governance protocol for Power BI semantic model sessions via MCP. Use when working with DAX, TMDL,
      tabular models, Analysis Services, or Power BI Desktop. Enforces approval gates, tier-based action classification,
      and scope boundaries.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/powerbi-mcp
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/powerbi-mcp/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/powerbi-mcp.tar.gz
  - id: prefect
    description: >
      Prefect is a modern workflow orchestration framework for Python data pipelines.

      Learn to define flows and tasks with decorators, handle retries and scheduling,

      create deployments, and monitor via the Prefect UI.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/prefect
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/prefect/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/prefect.tar.gz
  - id: purview-data-catalog
    description: >-
      Guidance for the Microsoft Purview Unified Catalog (data catalog) — business-friendly discovery, governance
      domains, data products, glossary terms, and data quality on top of the Data Map. Covers governance domains, data
      products, and curation. WHEN: Purview data catalog, unified catalog, data products, governance domain, business
      glossary, data quality, data discovery for analysts, curate data assets, data stewardship.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/purview-data-catalog
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/purview-data-catalog/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/purview-data-catalog.tar.gz
  - id: purview-data-map
    description: >-
      Guidance for the Microsoft Purview Data Map - the foundation that scans and maps data sources across multicloud
      and on-premises estates to power cataloging and governance. Covers source registration, integration runtimes
      (managed vs self-hosted), scan rule sets, classifications, collections, and cost control. WHEN: Purview Data Map,
      scan data sources, register data source, data discovery, integration runtime, map enterprise data, multicloud data
      scanning, classification scan, collections, glossary.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/purview-data-map
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/purview-data-map/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/purview-data-map.tar.gz
  - id: pytorch-patterns
    description: >-
      PyTorch deep learning patterns and best practices for building robust, efficient, and reproducible training
      pipelines, model architectures, and data loading.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/pytorch-patterns
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/pytorch-patterns/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/pytorch-patterns.tar.gz
  - id: qlik-load-script
    description: >-
      Script syntax reference, QVD optimization, incremental load patterns (insert-only, insert/update,
      insert/update/delete, dual-timestamp for SCD2), JOIN/KEEP prefixes, ApplyMap patterns, CROSSTABLE, master calendar
      generation, variable definitions, error handling, logging patterns, null handling patterns, diagnostic and
      validation patterns, subroutine integration, and platform gotchas (SET vs LET, dollar-sign expansion timing, SET
      variable comma limitation). Load when writing, reviewing, or debugging Qlik load scripts, QVD operations,
      STORE/LOAD syntax, preceding LOAD, NullAsValue, script organization, JOIN, KEEP, ApplyMap, CROSSTABLE, AutoNumber,
      composite keys, or data quality defensive coding.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/qlik-load-script
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/qlik-load-script/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/qlik-load-script.tar.gz
  - id: query-tableau-data
    description: >-
      A skill to query Tableau data sources, the "last mile" of analytics in an organization. When business users think
      about company data they often think of a visualization or data set on the BI platform, curated to their needs with
      useful semantics instead of raw data in a warehouse.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/query-tableau-data
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/query-tableau-data/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/query-tableau-data.tar.gz
  - id: redis-core
    description: >-
      Core Redis modeling guidance — choose the right data structure (String, Hash, List, Set, Sorted Set, JSON, Stream,
      Vector Set) and use consistent colon-separated key names. Use when designing a Redis data model, caching objects,
      deciding between Hash and JSON, building counters, leaderboards, membership sets, or session stores, or when
      reviewing/cleaning up Redis key naming.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/redis-core
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/redis-core/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/redis-core.tar.gz
  - id: redshift
    description: >-
      This skill should be used for read-only Amazon Redshift exploration and business analysis via the AWS Data API.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/redshift
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/redshift/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/redshift.tar.gz
  - id: scikit-learn
    description: >-
      Machine learning in Python with scikit-learn. Use when working with supervised learning (classification,
      regression), unsupervised learning (clustering, dimensionality reduction), model evaluation, hyperparameter
      tuning, preprocessing, or building ML pipelines. Provides comprehensive reference documentation for algorithms,
      preprocessing techniques, pipelines, and best practices.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/scikit-learn
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/scikit-learn/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/scikit-learn.tar.gz
  - id: scikit-learn-best-practices
    description: >-
      Best practices for scikit-learn machine learning, model development, evaluation, and deployment in Python
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/scikit-learn-best-practices
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/scikit-learn-best-practices/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/scikit-learn-best-practices.tar.gz
  - id: senior-data-engineer
    description: >-
      Data engineering skill for building scalable data pipelines, ETL/ELT systems, and data infrastructure. Expertise
      in Python, SQL, Spark, Airflow, dbt, Kafka, and modern data stack. Includes data modeling, pipeline orchestration,
      data quality, and DataOps. Use when designing data architectures, building data pipelines, optimizing data
      workflows, implementing data governance, or troubleshooting data issues.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/senior-data-engineer
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/senior-data-engineer/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/senior-data-engineer.tar.gz
  - id: snowflake-expert
    description: >-
      Expert-level Snowflake data warehouse platform, virtual warehouses, data sharing, streams, tasks, and SQL
      optimization
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/snowflake-expert
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/snowflake-expert/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/snowflake-expert.tar.gz
  - id: snowpipe-bcdr
    description: >-
      Use when designing or operating Snowpipe disaster recovery on Azure ADLS Gen2 — choosing between dual-pipe,
      RA-GRS, active-active, or Failover Group patterns, and running failover/failback/catchup. Triggers: snowpipe BCDR,
      snowpipe disaster recovery, snowpipe failover, dual pipe, active-active pipe, RA-GRS snowpipe, GZRS snowpipe,
      snowpipe catchup, pipe failback, snowpipe high availability, failover group snowpipe, snowpipe RPO RTO.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/snowpipe-bcdr
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/snowpipe-bcdr/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/snowpipe-bcdr.tar.gz
  - id: soda-cli
    description: >-
      How to use the Soda CLI for data quality management — authentication, datasources, datasets, contracts, monitors,
      results, secrets, permissions, and CI/CD integration. Use when working with Soda, data quality, or the sodacli
      command.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/soda-cli
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/soda-cli/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/soda-cli.tar.gz
  - id: spark-engineer
    description: >-
      Use when writing Spark jobs, debugging performance issues, or configuring cluster settings for Apache Spark
      applications, distributed data processing pipelines, or big data workloads. Invoke to write DataFrame
      transformations, optimize Spark SQL queries, implement RDD pipelines, tune shuffle operations, configure executor
      memory, process .parquet files, handle data partitioning, or build structured streaming analytics.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/spark-engineer
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/spark-engineer/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/spark-engineer.tar.gz
  - id: sql-server-table-reconciliation
    description: >-
      Use when: comparing SQL Server tables across instances, data migration validation, ETL verification, row mismatch
      detection, schema drift, reconciliation report, production vs staging comparison. Uses mssql-python driver with
      Apache Arrow for fast columnar data transfer and comparison.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/sql-server-table-reconciliation
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/sql-server-table-reconciliation/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/sql-server-table-reconciliation.tar.gz
  - id: supabase-postgres-best-practices
    description: >-
      Postgres performance optimization and best practices from Supabase. Use this skill when writing, reviewing, or
      optimizing Postgres queries, schema designs, or database configurations.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/supabase-postgres-best-practices
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/supabase-postgres-best-practices/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/supabase-postgres-best-practices.tar.gz
  - id: tableau-dashboard-creator
    description: >-
      Guides data analysts through a multi-step Tableau dashboard creation workflow - brand setup, data exploration,
      dashboard planning, interactive HTML mock creation, Tableau implementation spec, and experimental TWB workbook
      generation. Use when the user wants to create a Tableau dashboard, build a dashboard mock, plan KPIs and charts,
      or generate a Tableau implementation document.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/tableau-dashboard-creator
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/tableau-dashboard-creator/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/tableau-dashboard-creator.tar.gz
  - id: tensorflow-data-pipelines
    description: >-
      Create efficient data pipelines with tf.data
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/tensorflow-data-pipelines
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/tensorflow-data-pipelines/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/tensorflow-data-pipelines.tar.gz
  - id: tensorflow-model-deployment
    description: >-
      Deploy and serve TensorFlow models
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/tensorflow-model-deployment
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/tensorflow-model-deployment/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/tensorflow-model-deployment.tar.gz
  - id: udf-benchmark
    description: >-
      Assists with benchmarking and profiling the performance of an Apache Spark UDF on the GPU. This is step 3 of 3 in
      the UDF conversion workflow (udf-gen-test -> udf-convert-to-* -> udf-benchmark). Use this skill when you have a
      CPU UDF and a RapidsUDF or SQL implementation, and need to benchmark the performance of the CPU UDF against the
      GPU implementation.
    category: data
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/udf-benchmark
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/udf-benchmark/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/udf-benchmark.tar.gz
  - id: agent-md-refactor
    description: >-
      Refactor bloated AGENTS.md, CLAUDE.md, or similar agent instruction files to follow progressive disclosure
      principles. Splits monolithic files into organized, linked documentation.
    category: development
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/agent-md-refactor
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/agent-md-refactor/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/agent-md-refactor.tar.gz
  - id: angular-component
    description: >-
      Create modern Angular standalone components following v20+ best practices. Use for building UI components with
      signal-based inputs/outputs, OnPush change detection, host bindings, content projection, and lifecycle hooks.
      Triggers on component creation, refactoring class-based inputs to signals, adding host bindings, or implementing
      accessible interactive components.
    category: development
    suggest_for:
      filename:
        - "*.component.ts"
        - "*.component.html"
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/angular-component
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/angular-component/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/angular-component.tar.gz
  - id: angular-di
    description: >-
      Implement dependency injection in Angular v20+ using inject(), injection tokens, and provider configuration. Use
      for service architecture, providing dependencies at different levels, creating injectable tokens, and managing
      singleton vs scoped services. Triggers on service creation, configuring providers, using injection tokens, or
      understanding DI hierarchy.
    category: development
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/angular-di
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/angular-di/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/angular-di.tar.gz
  - id: angular-directives
    description: >-
      Create custom directives in Angular v20+ for DOM manipulation and behavior extension. Use for attribute directives
      that modify element behavior/appearance, structural directives for portals/overlays, and host directives for
      composition. Triggers on creating reusable DOM behaviors, extending element functionality, or composing behaviors
      across components. Note - use native @if/@for/@switch for control flow, not custom structural directives.
    category: development
    suggest_for:
      filename:
        - "*.directive.ts"
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/angular-directives
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/angular-directives/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/angular-directives.tar.gz
  - id: angular-forms
    description: >-
      Build signal-based forms in Angular v21+ using the new Signal Forms API. Use for form creation with automatic
      two-way binding, schema-based validation, field state management, and dynamic forms. Triggers on form
      implementation, adding validation, creating multi-step forms, or building forms with conditional fields. Signal
      Forms are experimental but recommended for new Angular projects. Don't use for template-driven forms without
      signals or third-party form libraries like Formly or ngx-formly.
    category: development
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/angular-forms
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/angular-forms/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/angular-forms.tar.gz
  - id: angular-http
    description: >-
      Implement HTTP data fetching in Angular v20+ using resource(), httpResource(), and HttpClient. Use for API calls,
      data loading with signals, request/response handling, and interceptors. Triggers on data fetching, API
      integration, loading states, error handling, or converting Observable-based HTTP to signal-based patterns.
    category: development
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/angular-http
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/angular-http/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/angular-http.tar.gz
  - id: angular-routing
    description: >-
      Implement routing in Angular v20+ applications with lazy loading, functional guards, resolvers, and route
      parameters. Use for navigation setup, protected routes, route-based data loading, and nested routing. Triggers on
      route configuration, adding authentication guards, implementing lazy loading, or reading route parameters with
      signals.
    category: development
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/angular-routing
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/angular-routing/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/angular-routing.tar.gz
  - id: angular-signals
    description: >-
      Implement signal-based reactive state management in Angular v20+. Use for creating reactive state with signal(),
      derived state with computed(), dependent state with linkedSignal(), and side effects with effect(). Triggers on
      state management questions, converting from BehaviorSubject/Observable patterns to signals, or implementing
      reactive data flows.
    category: development
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/angular-signals
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/angular-signals/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/angular-signals.tar.gz
  - id: angular-ssr
    description: >-
      Implement server-side rendering and hydration in Angular v20+ using @angular/ssr. Use for SSR setup, hydration
      strategies, prerendering static pages, and handling browser-only APIs. Triggers on SSR configuration, fixing
      hydration mismatches, prerendering routes, or making code SSR-compatible.
    category: development
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/angular-ssr
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/angular-ssr/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/angular-ssr.tar.gz
  - id: angular-testing
    description: >-
      Write unit and integration tests for Angular v20+ applications using Vitest or Jasmine with TestBed and modern
      testing patterns. Use for testing components with signals, OnPush change detection, services with inject(), and
      HTTP interactions. Triggers on test creation, testing signal-based components, mocking dependencies, or setting up
      test infrastructure. Don't use for E2E testing with Cypress or Playwright, or for testing non-Angular
      JavaScript/TypeScript code.
    category: development
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/angular-testing
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/angular-testing/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/angular-testing.tar.gz
  - id: angular-tooling
    description: >-
      Use Angular CLI and development tools effectively in Angular v20+ projects. Use for project setup, code
      generation, building, testing, and configuration. Triggers on creating new projects, generating
      components/services/modules, configuring builds, running tests, or optimizing production builds. Don't use for Nx
      workspace commands, custom Webpack configurations, or non-Angular CLI build systems like Vite standalone or
      esbuild direct usage.
    category: development
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/angular-tooling
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/angular-tooling/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/angular-tooling.tar.gz
  - id: aoti-debug
    description: >-
      Debug AOTInductor (AOTI) errors and crashes. Use when encountering AOTI segfaults, device mismatch errors,
      constant loading failures, or runtime errors from aot_compile, aot_load, aoti_compile_and_package, or
      aoti_load_package.
    category: development
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/aoti-debug
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/aoti-debug/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/aoti-debug.tar.gz
  - id: apollo-graphql
    description: >-
      Guidelines for developing GraphQL APIs and React applications using Apollo Client for state management, data
      fetching, and caching
    category: development
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/apollo-graphql
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/apollo-graphql/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/apollo-graphql.tar.gz
  - id: artifacts-builder
    description: >-
      Suite of tools for creating elaborate, multi-component HTML artifacts using modern frontend web technologies
      (React, Tailwind CSS, shadcn/ui). Use for complex artifacts requiring state management, routing, or shadcn/ui
      components - not for simple single-file HTML/JSX artifacts.
    category: development
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/artifacts-builder
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/artifacts-builder/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/artifacts-builder.tar.gz
  - id: aws-cognito-admin
    description: >-
      Cognito user pool administration — look up users, confirm accounts, reset passwords, update custom attributes,
      disable/enable accounts, and describe pool configuration. Discovers user pools at runtime. Trigger on "look up a
      user", "Cognito", "reset password", "disable an account", "fix subscription", or /aws-cognito-admin.
    category: development
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/aws-cognito-admin
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/aws-cognito-admin/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/aws-cognito-admin.tar.gz
  - id: aws-messaging-and-streaming
    description: >
      Guides use of AWS messaging and streaming services. Covers Amazon SQS, Amazon SNS, Amazon EventBridge, Amazon MQ,
      Amazon Kinesis Data Streams, Amazon Data Firehose, Amazon Managed Service for Apache Flink, and Amazon Managed
      Streaming for Apache Kafka (MSK). Use when implementing messaging and streaming patterns.
    category: development
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/aws-messaging-and-streaming
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/aws-messaging-and-streaming/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/aws-messaging-and-streaming.tar.gz
  - id: aws-sdk-python-usage
    description: >
      AWS SDK for Python (boto3/botocore) development patterns. You MUST use this skill when writing Python code that
      uses AWS services via boto3 or botocore. This includes creating service clients or resources, configuring sessions
      and credentials, handling errors with ClientError, using paginators and waiters, S3 file transfers and presigned
      URLs, DynamoDB table operations, and any boto3/botocore client configuration. Use this skill whenever Python code
      imports boto3 or botocore, or when the user asks about AWS operations in Python.
    category: development
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/aws-sdk-python-usage
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/aws-sdk-python-usage/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/aws-sdk-python-usage.tar.gz
  - id: azure-compliance
    description: >-
      Run Azure compliance and security audits with azqr plus Key Vault expiration checks. Covers best-practice
      assessment, resource review, policy/compliance validation, and security posture checks. WHEN: compliance scan,
      security audit, BEFORE running azqr (compliance cli tool), Azure best practices, Key Vault expiration check,
      expired certificates, expiring secrets, orphaned resources, compliance assessment.
    category: development
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/azure-compliance
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/azure-compliance/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/azure-compliance.tar.gz
  - id: azure-key-vault
    description: >-
      Guidance for Azure Key Vault — securely storing and managing secrets, keys, and certificates with RBAC, network
      isolation, managed identity access, soft delete / purge protection, and rotation. Covers when to use standard Key
      Vault vs Managed HSM (FIPS 140-3 Level 3), one-vault-per-app blast radius principle, and Key Vault references in
      App Service / Functions. WHEN: Azure Key Vault, store secrets, manage certificates, encryption keys, secret
      rotation, Key Vault RBAC, purge protection, soft delete, private endpoint Key Vault, managed identity access
      secrets, Managed HSM, Key Vault references, BYOK CMK. DO NOT USE for certificate authority design (use
      pki-design), entra app credentials only (use entra-id), or PaaS networking topology (use
      azure-network-security-design).
    category: development
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/azure-key-vault
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/azure-key-vault/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/azure-key-vault.tar.gz
  - id: azure-rbac
    description: >-
      Helps users find the right Azure RBAC role for an identity with least privilege access, then generate CLI commands
      and Bicep code to assign it. Also provides guidance on permissions required to grant roles. WHEN: bicep for role
      assignment, what role should I assign, least privilege role, RBAC role for, role to read blobs, role for managed
      identity, custom role definition, assign role to identity, what role do I need to grant access, permissions to
      assign roles.
    category: development
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/azure-rbac
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/azure-rbac/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/azure-rbac.tar.gz
  - id: bootstrapping-agent
    description: >-
      Wires up an Airbyte connector for use in a PydanticAI or Claude SDK agent. Generates auth config, connector
      initialization, and tool_utils-decorated tool function. Use when adding a connector to an agent or setting up a
      new agent with a connector.
    category: development
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/bootstrapping-agent
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/bootstrapping-agent/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/bootstrapping-agent.tar.gz
  - id: changelog-generator
    description: >-
      Automatically creates user-facing changelogs from git commits by analyzing commit history, categorizing changes,
      and transforming technical commits into clear, customer-friendly release notes. Turns hours of manual changelog
      writing into minutes of automated generation.
    category: development
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/changelog-generator
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/changelog-generator/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/changelog-generator.tar.gz
  - id: cheerio-parsing
    description: >-
      Expert guidance for HTML/XML parsing using Cheerio in Node.js with best practices for DOM traversal, data
      extraction, and efficient scraping pipelines.
    category: development
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/cheerio-parsing
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/cheerio-parsing/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/cheerio-parsing.tar.gz
  - id: cognito
    description: >-
      AWS Cognito user authentication and authorization service. Use when setting up user pools, configuring identity
      pools, implementing OAuth flows, managing user attributes, or integrating with social identity providers.
    category: development
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/cognito
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/cognito/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/cognito.tar.gz
  - id: create-pull-request
    description: >-
      Create a GitHub pull request following project conventions. Use when the user asks to create a PR, submit changes
      for review, or open a pull request. Handles commit analysis, branch management, PR template usage, and PR creation
      using the gh CLI tool.
    category: development
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/create-pull-request
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/create-pull-request/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/create-pull-request.tar.gz
  - id: creating-secrets-using-best-practices
    description: >-
      Creates and manages secrets in AWS Secrets Manager following security best practices. Always use this skill when
      creating secrets — it sets up dedicated KMS encryption keys, automatic rotation, least-privilege IAM policies,
      CloudTrail auditing, and lifecycle management that are essential for production-grade secret handling.
    category: development
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/creating-secrets-using-best-practices
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/creating-secrets-using-best-practices/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/creating-secrets-using-best-practices.tar.gz
  - id: dbt
    description: >-
      Skills for analytics engineering with dbt - building models, writing tests, querying the semantic layer,
      troubleshooting jobs, and more. Use when doing any dbt analytics engineering work.
    category: development
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/dbt
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/dbt/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/dbt.tar.gz
  - id: dbt-migration
    description: >-
      Skills for migrating dbt projects - moving from dbt Core to the Fusion engine or across data platforms. Use when
      migrating dbt projects between platforms or to dbt Fusion.
    category: development
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/dbt-migration
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/dbt-migration/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/dbt-migration.tar.gz
  - id: deploy-to-vercel
    description: >-
      Deploy applications and websites to Vercel. Use when the user requests deployment actions like "deploy my app",
      "deploy and give me the link", "push this live", or "create a preview deployment".
    category: development
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/deploy-to-vercel
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/deploy-to-vercel/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/deploy-to-vercel.tar.gz
  - id: entra-agent-id
    description: >-
      Provision Microsoft Entra Agent Identity Blueprints, BlueprintPrincipals, and per-instance Agent Identities via
      Microsoft Graph, and configure OAuth 2.0 token exchange (fmi_path, OBO, cross-tenant) including the Microsoft
      Entra SDK for AgentID sidecar. USE FOR: Agent Identity Blueprint, BlueprintPrincipal, agent OAuth, fmi_path token
      exchange, agent OBO, Workload Identity Federation for agents, polyglot agent auth,
      Microsoft.Identity.Web.AgentIdentities. DO NOT USE FOR: standard Entra app registration (use
      entra-app-registration), Azure RBAC (use azure-rbac), Microsoft Foundry agent authoring (use microsoft-foundry).
    category: development
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/entra-agent-id
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/entra-agent-id/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/entra-agent-id.tar.gz
  - id: entra-app-registration
    description: >-
      Guides Microsoft Entra ID app registration, OAuth 2.0 authentication, and MSAL integration. USE FOR: create app
      registration, register Azure AD app, configure OAuth, set up authentication, add API permissions, generate service
      principal, MSAL example, console app auth, Entra ID setup, Azure AD authentication. DO NOT USE FOR: Azure RBAC or
      role assignments (use azure-rbac), Key Vault secrets (use azure-keyvault-expiration-audit), general Azure resource
      security guidance.
    category: development
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/entra-app-registration
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/entra-app-registration/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/entra-app-registration.tar.gz
  - id: fastapi-itechmeat
    description: >-
      FastAPI Python framework. Covers REST APIs, validation, dependencies, security. Use when building Python web APIs
      with FastAPI, configuring Pydantic models, implementing dependency injection, or setting up OAuth2/JWT
      authentication. Keywords: FastAPI, Pydantic, async, OAuth2, JWT, REST API.
    category: development
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/fastapi-itechmeat
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/fastapi-itechmeat/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/fastapi-itechmeat.tar.gz
  - id: fastapi-martinholovsky
    description: >-
      REST API and WebSocket development with FastAPI emphasizing security, performance, and async patterns
    category: development
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/fastapi-martinholovsky
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/fastapi-martinholovsky/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/fastapi-martinholovsky.tar.gz
  - id: figma-implement-design
    description: >-
      Translates Figma designs into production-ready application code with 1:1 visual fidelity. Use when implementing UI
      code from Figma files, when user mentions "implement design", "generate code", "implement component", provides
      Figma URLs, or asks to build components matching Figma specs. For Figma canvas writes via `use_figma`, use
      `figma-use`.
    category: development
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/figma-implement-design
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/figma-implement-design/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/figma-implement-design.tar.gz
  - id: frontend-design
    description: >-
      Guidance for distinctive, intentional visual design when building new UI or reshaping an existing one. Helps with
      aesthetic direction, typography, and making choices that don't read as templated defaults.
    category: development
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/frontend-design
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/frontend-design/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/frontend-design.tar.gz
  - id: gcloud
    description: >-
      Interacts with Google Cloud services using the gcloud CLI safely and efficiently. Covers command validation, data
      reduction, safety guardrails with a denylist, and workflows for discovery and investigation. You MUST read this
      skill before invoking any gcloud command. Use when managing cloud resources, querying configurations, or
      troubleshooting issues via gcloud. Don't use when writing or debugging Google Cloud client library code or raw
      REST/gRPC API interactions.
    category: development
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/gcloud
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/gcloud/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/gcloud.tar.gz
  - id: gcp-event-driven-architecture-review
    description: >-
      Review GCP Pub/Sub, Eventarc, Cloud Tasks, Cloud Scheduler, and Workflows designs — dead-letter topics, message
      ordering, idempotency, fan-out blast radius, schema registry, and retry storm risk.
    category: development
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/gcp-event-driven-architecture-review
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/gcp-event-driven-architecture-review/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/gcp-event-driven-architecture-review.tar.gz
  - id: gcp-iam
    description: >-
      Manages identity and access control for Google Cloud resources using IAM policies and roles.
    category: development
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/gcp-iam
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/gcp-iam/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/gcp-iam.tar.gz
  - id: gcp-secret-manager
    description: >-
      Secure secrets in Google Cloud Secret Manager. Configure IAM policies, integrate with GKE, and manage secret
      versions. Use when managing secrets in GCP environments.
    category: development
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/gcp-secret-manager
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/gcp-secret-manager/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/gcp-secret-manager.tar.gz
  - id: gemini-api
    description: >-
      Use when the user asks about using Gemini in an enterprise environment or explicitly mentions Vertex AI, Google
      Cloud, or Agent Platform. Guides the usage of the Gemini API on Agent Platform with the Google Gen AI SDK. Covers
      SDK usage (Python, JS/TS, Go, Java, C#), capabilities like multimodal inputs, tools, media generation, caching,
      batch prediction, and Live API.
    category: development
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/gemini-api
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/gemini-api/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/gemini-api.tar.gz
  - id: graphql
    description: >-
      Expert in GraphQL API development with type-safe patterns and optimization
    category: development
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/graphql
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/graphql/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/graphql.tar.gz
  - id: grilling
    description: >-
      Interview the user relentlessly about a plan or design. Use when the user wants to stress-test a plan before
      building, or uses any 'grill' trigger phrases.
    category: development
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/grilling
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/grilling/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/grilling.tar.gz
  - id: jupyter-notebook
    description: >-
      Use whenever the user works with Jupyter notebooks (`.ipynb`), including creating, inspecting, editing, executing,
      or visualizing notebook content for experiments, explorations, or tutorials.
    category: development
    suggest_for:
      filename:
        - "*.ipynb"
      vscode_extension:
        - name: Jupyter
          id: ms-toolsai.jupyter
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/jupyter-notebook
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/jupyter-notebook/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/jupyter-notebook.tar.gz
  - id: langsmith-fetch
    description: >-
      Debug LangChain and LangGraph agents by fetching execution traces from LangSmith Studio. Use when debugging agent
      behavior, investigating errors, analyzing tool calls, checking memory operations, or examining agent performance.
      Automatically fetches recent traces and analyzes execution patterns. Requires langsmith-fetch CLI installed.
    category: development
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/langsmith-fetch
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/langsmith-fetch/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/langsmith-fetch.tar.gz
  - id: mcp-builder
    description: >-
      Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external
      services through well-designed tools. Use when building MCP servers to integrate external APIs or services,
      whether in Python (FastMCP) or Node/TypeScript (MCP SDK).
    category: development
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/mcp-builder
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/mcp-builder/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/mcp-builder.tar.gz
  - id: okta-identity-integration-patterns
    description: >-
      Integrate Okta for enterprise identity workflows including OIDC login, group claims, and policy-based access
      controls. Use when implementing workforce or B2B identity scenarios.
    category: development
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/okta-identity-integration-patterns
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/okta-identity-integration-patterns/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/okta-identity-integration-patterns.tar.gz
  - id: ponytail
    description: >
      Forces the laziest solution that actually works, simplest, shortest, most minimal. Channels a senior dev who has
      seen everything: question whether the task needs to exist at all (YAGNI), reach for the standard library before
      custom code, native platform features before dependencies, one line before fifty. Use whenever the user says
      "ponytail", "be lazy", "lazy mode", "simplest solution", "minimal solution", "yagni", "do less", or "shortest
      path", and whenever they complain about over-engineering, bloat, boilerplate, or unnecessary dependencies.
    category: development
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/ponytail
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/ponytail/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/ponytail.tar.gz
  - id: secrets-vault-manager
    description: >-
      Use when the user asks to set up secret management infrastructure, integrate HashiCorp Vault, configure cloud
      secret stores (AWS Secrets Manager, Azure Key Vault, GCP Secret Manager), implement secret rotation, or audit
      secret access patterns.
    category: development
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/secrets-vault-manager
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/secrets-vault-manager/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/secrets-vault-manager.tar.gz
  - id: securing-s3-buckets
    description: >
      Create and secure S3 buckets following AWS best practices for access control, encryption, monitoring, and
      remediation of misconfigurations. Use when the user wants to secure a new bucket, audit an existing bucket, fix a
      security finding, configure encryption, or enable logging and monitoring. Do NOT use for general S3 data
      operations, S3 Tables setup, or discovering existing data assets.
    category: development
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/securing-s3-buckets
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/securing-s3-buckets/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/securing-s3-buckets.tar.gz
  - id: skill-creator
    description: >-
      Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an
      existing skill) that extends Kilo's capabilities with specialized knowledge, workflows, or tool integrations.
    category: development
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/skill-creator
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/skill-creator/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/skill-creator.tar.gz
  - id: skill-share
    description: >-
      A skill that creates new agent skills and automatically shares them on Slack using Rube for seamless team
      collaboration and skill discovery.
    category: development
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/skill-share
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/skill-share/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/skill-share.tar.gz
  - id: validating-json-data
    description: >-
      Validates JSON data against JSON Schema using the z-schema library. Use when the user needs to validate JSON,
      check data against a schema, handle validation errors, use custom format validators, work with JSON Schema drafts
      04 through 2020-12, set up z-schema in a project, compile schemas with cross-references, resolve remote $ref,
      configure validation options, or inspect error details. Covers sync/async modes, safe error handling, schema
      pre-compilation, remote references, TypeScript types, and browser/UMD usage.
    category: development
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/validating-json-data
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/validating-json-data/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/validating-json-data.tar.gz
  - id: vault-api
    description: >-
      Use when working with HashiCorp Vault REST API — health checks, init/unseal, auth login, KV read/write, policy
      management, token operations. Covers endpoints, auth methods, curl examples.
    category: development
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/vault-api
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/vault-api/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/vault-api.tar.gz
  - id: vercel-composition-patterns
    description: >-
      React composition patterns that scale. Use when refactoring components with boolean prop proliferation, building
      flexible component libraries, or designing reusable APIs. Triggers on tasks involving compound components, render
      props, context providers, or component architecture. Includes React 19 API changes.
    category: development
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/vercel-composition-patterns
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/vercel-composition-patterns/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/vercel-composition-patterns.tar.gz
  - id: vercel-react-best-practices
    description: >-
      React and Next.js performance optimization guidelines from Vercel Engineering. This skill should be used when
      writing, reviewing, or refactoring React/Next.js code to ensure optimal performance patterns. Triggers on tasks
      involving React components, Next.js pages, data fetching, bundle optimization, or performance improvements.
    category: development
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/vercel-react-best-practices
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/vercel-react-best-practices/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/vercel-react-best-practices.tar.gz
  - id: web-design-guidelines
    description: >-
      Review UI code for Web Interface Guidelines compliance. Use when asked to "review my UI", "check accessibility",
      "audit design", "review UX", or "check my site against best practices".
    category: development
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/web-design-guidelines
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/web-design-guidelines/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/web-design-guidelines.tar.gz
  - id: webapp-testing
    description: >-
      Toolkit for interacting with and testing local web applications using Playwright. Supports verifying frontend
      functionality, debugging UI behavior, capturing browser screenshots, and viewing browser logs.
    category: development
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/webapp-testing
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/webapp-testing/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/webapp-testing.tar.gz
  - id: dashboarding
    description: >-
      Create, modify, and organise Grafana dashboards including panels, variables, transformations, and alerting. Use
      when the user asks to create a Grafana dashboard, add a panel, configure a time series or stat panel, add template
      variables, set up dashboard linking, use transformations, configure thresholds, build a dashboard for a service,
      or export dashboard JSON. Triggers on phrases like "create dashboard", "add panel", "time series panel", "Grafana
      dashboard JSON", "template variables", "dashboard variable", "panel transformation", "threshold", "stat panel",
      "table panel", "Grafana annotations", or "dashboard folder".
    category: observability
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/dashboarding
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/dashboarding/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/dashboarding.tar.gz
  - id: database-observability
    description: >
      Grafana Cloud Database Observability — query-level performance insights for MySQL and PostgreSQL. Covers setup
      with Grafana Alloy, query samples, visual explain plans, RED metrics, pg_stat_statements and Performance Schema
      integration, and correlation with application traces. Use when monitoring database performance, diagnosing slow
      queries, setting up database observability for MySQL or PostgreSQL (self-managed, RDS, Aurora, Azure, Cloud SQL),
      or correlating DB metrics with APM data.
    category: observability
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/database-observability
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/database-observability/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/database-observability.tar.gz
  - id: dd-logs
    description: >-
      Log management - search, archives, metrics, and cost control.
    category: observability
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/dd-logs
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/dd-logs/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/dd-logs.tar.gz
  - id: dd-pup
    description: >-
      Datadog CLI (Rust). OAuth2 auth with token refresh.
    category: observability
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/dd-pup
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/dd-pup/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/dd-pup.tar.gz
  - id: elasticsearch-esql
    description: >-
      Execute ES|QL (Elasticsearch Query Language) queries, use when the user wants to query Elasticsearch data, analyze
      logs, aggregate metrics, explore data, or create charts and dashboards from ES|QL results.
    category: observability
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/elasticsearch-esql
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/elasticsearch-esql/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/elasticsearch-esql.tar.gz
  - id: newrelic-cli-skills
    description: >-
      Monitor, query, and manage New Relic observability data via the newrelic CLI. Covers NRQL queries, APM performance
      triage, deployment markers, alert policy and condition management, notification channel setup, infrastructure
      monitoring, and agent diagnostics. Use when user asks about application performance, error rates, slow
      transactions, deployment tracking, alert configuration, or New Relic setup.
    category: observability
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/newrelic-cli-skills
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/newrelic-cli-skills/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/newrelic-cli-skills.tar.gz
  - id: prometheus-addxai
    description: >-
      Query Prometheus monitoring metrics and alert rules. Use when the user needs to check CPU/memory/disk utilization,
      service health, audit alert rules, analyze capacity trends, or mentions Prometheus, PromQL, metrics monitoring, or
      targets.
    category: observability
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/prometheus-addxai
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/prometheus-addxai/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/prometheus-addxai.tar.gz
  - id: redis-observability
    description: >-
      Redis observability guidance — which metrics to monitor (memory, connections, hit ratio, ops/sec, rejected
      connections), which built-in commands to reach for during incident triage (SLOWLOG, INFO, MEMORY DOCTOR, CLIENT
      LIST, FT.PROFILE), and when to use the Redis Insight GUI. Use when setting up monitoring or alerts for a Redis
      instance, diagnosing a performance regression, profiling a slow FT.SEARCH query, or wiring Redis metrics into
      Prometheus, Datadog, or similar.
    category: observability
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/redis-observability
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/redis-observability/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/redis-observability.tar.gz
  - id: splunk-ingest-processor-setup
    description: >-
      Render Cisco Data Fabric ingest-time routing workflows and Splunk Cloud Platform Ingest Processor setup plans with
      SPL2 pipelines, source types, destinations, lifecycle handoffs, queue and monitoring searches, metrics, OCSF,
      decrypt, S3 archive, custom pipeline templates, AI-powered data management readiness, and downstream readiness
      checks. Use when the user asks to configure Ingest Processor, author Ingest Processor pipelines, route or
      transform data at ingest time, validate Ingest Processor readiness, or compare Ingest Processor with Edge
      Processor and Data Manager, including Cisco Data Fabric or telemetry pipeline management requests that involve
      Splunk Cloud ingest-time routing and transformation.
    category: observability
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/splunk-ingest-processor-setup
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/splunk-ingest-processor-setup/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/splunk-ingest-processor-setup.tar.gz
  - id: splunk-spl2-pipeline-kit
    description: >-
      Render and lint reusable SPL2 pipeline templates for Cisco Data Fabric, Splunk Ingest Processor, and Edge
      Processor, including routing, redaction, sampling, lookups, metrics, OCSF, decrypt, stats, custom templates,
      SPL-to-SPL2 compatibility, and PCRE2 migration checks. Use when the user needs SPL2 pipeline authoring, conversion
      review, compatibility linting, or shared templates for Ingest Processor or Edge Processor workflows, including
      Cisco Data Fabric or telemetry pipeline management requests that need reusable SPL2 pipeline logic.
    category: observability
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/splunk-spl2-pipeline-kit
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/splunk-spl2-pipeline-kit/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/splunk-spl2-pipeline-kit.tar.gz
  - id: troubleshoot-cassandra
    description: >-
      Use when diagnosing issues with Apache Cassandra: gc death spiral, compaction death spiral, tombstone storm, disk
      space exhaustion, or hint overflow. Queries Netdata via MCP for node liveness (failure detector), native transport
      active, client request rate (read/write), client request latency (coordinator), applies the diagnostic tree from
      the Netdata operator playbook, and recommends remediation.
    category: observability
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/troubleshoot-cassandra
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/troubleshoot-cassandra/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/troubleshoot-cassandra.tar.gz
  - id: integrate-anything
    description: >-
      This skill should be used only when an external-app action must be executed through the Membrane CLI and an
      authenticated Membrane connection, such as sending a message, creating a task, or syncing records. It should not
      be used for general API design, SDK integration, documentation lookup, or direct vendor API calls.
    category: productivity
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/integrate-anything
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/integrate-anything/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/integrate-anything.tar.gz
  - id: microsoft-code-reference
    description: >-
      Find working code samples, verify API signatures, and fix Microsoft SDK errors using official docs. Use whenever
      the user is writing, debugging, or reviewing code that touches any Microsoft SDK, .NET library, Azure client
      library, or Microsoft API—even if they don't ask for a "reference." Catches hallucinated methods, wrong
      signatures, and deprecated patterns. If the task involves producing or fixing Microsoft-related code, this is the
      right skill.
    category: search
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/microsoft-code-reference
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/microsoft-code-reference/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/microsoft-code-reference.tar.gz
  - id: microsoft-docs
    description: >-
      This skill should be used to retrieve and cite current official Microsoft documentation for Azure, .NET, Microsoft
      365, Windows, or Power Platform concepts, tutorials, configuration, limits, and quotas. It should defer
      implementation work to a product-specific skill and code/API examples to microsoft-code-reference.
    category: search
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/microsoft-docs
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/microsoft-docs/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/microsoft-docs.tar.gz
  - id: searching-mlflow-docs
    description: >-
      Searches and retrieves MLflow documentation from the official docs site. Use when the user asks about MLflow
      features, APIs, integrations (LangGraph, LangChain, OpenAI, etc.), tracing, tracking, or requests to look up
      MLflow documentation. Triggers on "how do I use MLflow with X", "find MLflow docs for Y", "MLflow API for Z".
    category: search
    githubUrl: https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/searching-mlflow-docs
    rawUrl: https://raw.githubusercontent.com/Kilo-Org/kilo-marketplace/main/skills/searching-mlflow-docs/SKILL.md
    content: https://github.com/Kilo-Org/kilo-marketplace/releases/download/skills-latest/searching-mlflow-docs.tar.gz
