What is aws-data-analytics?

A collection of tools for building AWS data systems. It covers data lakes, data warehouses, data ingestion, catalogues, queries, search, and vector data, which stores numerical representations used for similarity search.

Use it to create S3 Tables, connect and ingest data with Glue, query it with Athena, work with Redshift, and build OpenSearch or vector-search systems.

It brings related AWS setup and troubleshooting tasks into one workflow instead of requiring separate guidance for each data service.

aws-data-analytics — Plugin for Claude Code by aws

About the project

Agent Toolkit for AWS is a collection of AWS-supported MCP servers, skills, plugins, commands, and hooks that help AI coding agents build, deploy, and manage applications on AWS. It is used by developers working with AWS services through agents such as Claude Code, Codex, Cursor, and Kiro. The catalogue entries are the toolkit's own agent extensions for AWS development and operations.

aws/agent-toolkit-for-aws · 2,927 stars · on GitHub

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Clone the repo

git clone --depth 1 https://github.com/aws/agent-toolkit-for-aws

Made for: Claude Code.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

README.md

[![agentmods](https://agentmods.dev/badge/plugins/aws/agent-toolkit-for-aws/aws-data-analytics/github.svg)](https://agentmods.dev/plugins/aws/agent-toolkit-for-aws/aws-data-analytics)

Your own site

<a href="https://agentmods.dev/plugins/aws/agent-toolkit-for-aws/aws-data-analytics"><img src="https://agentmods.dev/badge/plugins/aws/agent-toolkit-for-aws/aws-data-analytics/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

Your own site · 80×15

<a href="https://agentmods.dev/plugins/aws/agent-toolkit-for-aws/aws-data-analytics"><img src="https://agentmods.dev/badge/plugins/aws/agent-toolkit-for-aws/aws-data-analytics.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session not measured What this adds to a session before it is invoked.

When invoked not measured The manifest loads nothing itself; its 16 skills cost 2,962 tokens a session between them.

Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.

Origin original No closer match found in the catalogue.

Security

Grade A, and why

aws-data-analytics scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 6d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

plugins/aws-data-analytics/.claude-plugin/plugin.json · 74 lines

How it starts

The opening of the file, as written. The whole thing — 74 lines — stays where its author put it; the contents beside it link to each section on GitHub.

{
  "author": {
    "name": "Amazon Web Services"
  },
  "description": "Data lake, analytics, search, streaming, ETL, and orchestration workflows with S3 Tables, AWS Glue, Athena, Amazon Redshift, Amazon OpenSearch Service, Amazon MSK, Amazon Managed Service for Apache Flink, and Amazon MWAA. Covers managed Iceberg tables on S3 Tables, ingestion from JDBC databases (Oracle, SQL Server, PostgreSQL, MySQL, RDS), Amazon Redshift, Snowflake, BigQuery, and DynamoDB, AWS Glue Data Catalog inventory and asset discovery, federated Athena queries, vector storage and semantic search on Amazon S3 Vectors, Amazon OpenSearch Service and Serverless (migration from Solr/Elasticsearch, provisioning, vector/semantic/hybrid search, log analytics, trace analytics), Amazon MSK Provisioned with Standard and Express brokers (cluster sizing, performance and consumer lag troubleshooting, topic management, MSK Replicator for disaster recovery and active-active replication, and Streaming Tables delivery to S3 Tables), migrating self-managed Apache Kafka to MSK Express, Apache Flink application development on Amazon Managed Service for Apache Flink, and Amazon MWAA Provisioned and MWAA Serverless (authoring, testing, and debugging DAGs and workflows, and Airflow version upgrades for provisioned environments).",
  "homepage": "https://github.com/aws/agent-toolkit-for-aws",
  "keywords": [
    "aws",
    "amazon",
    "amazon-web-services",
    "iam",
    "analytics",
    "data-lake",
    "lakehouse",
    "athena",
    "glue",
    "aws-glue",
    "data-catalog",
    "s3",
    "s3-tables",
    "s3-vectors",
    "iceberg",
    "apache-iceberg",
    "etl",
    "redshift",
    "redshift-serverless",
    "data-warehouse",
    "snowflake",
    "bigquery",
    "rds",
    "dynamodb",
    "jdbc",
    "secrets-manager",
    "vector-search",
    "semantic-search",
    "rag",
    "embeddings",
    "vector-database",
    "aurora",
    "opensearch",
    "opensearch-serverless",
    "amazon-opensearch-servic

Read the full file on GitHub · 74 lines

Contents

What it installs

The manifest is a name and a version. 16 skills travel with it, and installing the plugin installs all of them — 2,962 tokens a session between them. Each is measured on its own page, and each can be installed alone.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

6d ago Changed · +13 lines 299ad0c2ca48
21d ago Changed · +6 lines afa0c2cb3f7c
1mo ago First seen · 55 lines scan A 9e1e9a318b82

Subscribe to this mod's changes

aws-data-analytics is a plugin published in the GitHub repository aws/agent-toolkit-for-aws (2,927 stars, last pushed today), licensed Apache-2.0. Its token cost is not measured: this kind of file is read by the harness, not the model. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.

Analytics and metrics Data and AI RAG and vectors

veritasreason

Full-stack knowledge graph skills: semantic extraction, decision intelligence, context graphs, reasoning, explainability, ontology, provenance, deduplication, visualization, and multi-format export.

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Semantic image-text matching with CLIP and alternatives. Use for image search, zero-shot classification, similarity matching. NOT for counting objects, fine-grained classification (celebrities, car models), spatial reasoning, or compositional queries. Activate on "CLIP", "embeddings", "image similarity", "semantic…

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aws-data-analytics

Getting it into your agent

Wrote this? Show the measurements

Grade A, and why

Nothing flagged

How it starts

What it installs

What this file has done since we first saw it

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