Skill collection
aws/agent-toolkit-for-aws agent skills
- skills
- 138
- official
- 138
- GitHub stars
- 2.8k
GitHub description: “Official, AWS-supported MCP servers, skills, and plugins to help AI agents build on AWS”
- Stars
- 2,825 (350 forks)
- Licence
- Apache-2.0
- Last push
- Oct 2026
- Created
- Apr 2026
Install all skills
npx skills add aws/agent-toolkit-for-awsAdd --skill <name> for a single skill and -a <agent> to choose the agent (see the agent guides).
Skills in aws/agent-toolkit-for-aws, ranked
Ranked by score. Sort bymost stars,trending,newest,recently updated
| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | Entry point for AI-agent work on AWS: pick a runtime, plan a migration for existing workloads, and build an executable POC — one phased flow. | aws/ | 2.8k | — | ~4.9k | Automated safety check: Pass | Apache-2.0 | today |
| 2 | A skill your agent uses to extend an existing agent project with memory, app integration, VPC, multi-agent, migration, model, browser, code interpreter, payments, or resource removal. | aws/ | 2.8k | — | ~2.3k | Automated safety check: Notes | Apache-2.0 | today |
| 3 | Migrates vibe-coded web applications to AWS. An agent skill from aws/agent-toolkit-for-aws. | aws/ | 2.8k | — | ~3.2k | Automated safety check: Pass | Apache-2.0 | today |
| 4 | Deploy an event-driven workflow that routes S3 uploads to either Lambda or Fargate via Step Functions based on file size. | aws/ | 2.8k | — | ~4k | Automated safety check: Pass | Apache-2.0 | today |
| 5 | Deploys, queries, and debugs AWS Marketplace usage-based (PAYG) metering — the pipeline (ResolveCustomer, BatchMeterUsage, EventBridge via SAM) and querying/debugging metering records, statuses… | aws/ | 2.8k | — | ~18k | Automated safety check: Pass | Apache-2.0 | today |
| 6 | A skill your agent uses when THIS agent needs to pay for x402-protected content at runtime: hitting a paywall mid-task, settling it via AgentCore Payments, and applying operator-defined spend limits. | aws/ | 2.8k | — | ~6.5k | Automated safety check: Notes | Apache-2.0 | today |
| 7 | Manages Amazon DocumentDB end-to-end — serverless-on-8.0 cluster setup, TLS/VPC/driver config, flexible-schema and vector-search data modeling, MongoDB compatibility assessment, DMS-based migration… | aws/ | 2.8k | — | ~5.9k | Automated safety check: Pass | Apache-2.0 | today |
| 8 | Activate when developers have latent caching needs: slow API responses, database read bottlenecks, DynamoDB throttling or cost, RDS/Aurora scaling pressure, Bedrock latency or cost, or adding a… | aws/ | 2.8k | — | ~4.5k | Automated safety check: Pass | Apache-2.0 | today |
| 9 | Provisions and manages Aurora DSQL clusters, connects via psql or DSQL Connectors, manages schemas, runs queries, migrates from MySQL, diagnoses query plans, and develops apps on serverless… | aws/ | 2.8k | — | ~9.6k | Automated safety check: Pass | Apache-2.0 | today |
| 10 | Authors and edits AWS Step Functions state machines: writes Amazon States Language (ASL) in JSONata, and chooses and structures state types (Task, Choice, Map, Parallel, Pass, Wait, Succeed, Fail). | aws/ | 2.8k | — | ~3.4k | Automated safety check: Pass | Apache-2.0 | today |
| 11 | AWS SDK for Python (boto3/botocore) development patterns. An agent skill from aws/agent-toolkit-for-aws. | aws/ | 2.8k | 1 repo | ~2.1k | Automated safety check: Pass | Apache-2.0 | today |
| 12 | Create and troubleshoot AWS Glue connections to JDBC databases (Oracle, SQL Server, PostgreSQL, MySQL, RDS), Redshift, Snowflake, and BigQuery. | aws/ | 2.8k | 1 repo | ~2.2k | Automated safety check: Pass | Apache-2.0 | today |
| 13 | Create managed Iceberg tables using Amazon S3 Tables (s3tables API namespace) with automatic compaction and snapshot management. | aws/ | 2.8k | 1 repo | ~2.1k | Automated safety check: Pass | Apache-2.0 | today |
| 14 | Deploys a Regional REST API with a custom domain name, a Lambda backend function, and a request-based Lambda authorizer using AWS CLI. | aws/ | 2.8k | — | ~4.8k | Automated safety check: Pass | Apache-2.0 | today |
| 15 | Full inventory and audit of AWS Glue Data Catalog assets across S3 Tables, Redshift-federated, and remote Iceberg catalogs. | aws/ | 2.8k | 1 repo | ~2.6k | Automated safety check: Pass | Apache-2.0 | today |
| 16 | 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… | aws/ | 2.8k | 1 repo | ~2.8k | Automated safety check: Pass | Apache-2.0 | today |
| 17 | Create and secure S3 buckets following AWS best practices for access control, encryption, monitoring, and remediation of misconfigurations. | aws/ | 2.8k | 1 repo | ~2k | Automated safety check: Pass | Apache-2.0 | today |
| 18 | Migrate workloads from Heroku to AWS. An agent skill from aws/agent-toolkit-for-aws. | aws/ | 2.8k | — | ~7.2k | Automated safety check: Pass | Apache-2.0 | today |
| 19 | Creates and manages secrets in AWS Secrets Manager following security best practices. | aws/ | 2.8k | 1 repo | ~461 | Automated safety check: Pass | Apache-2.0 | today |
| 20 | A skill your agent uses when the user wants to migrate code that calls OpenAI, Gemini/Google AI, or the Anthropic API to Amazon Bedrock — a pure model/SDK rewrite. | aws/ | 2.8k | — | ~16k | Automated safety check: Pass | Apache-2.0 | today |
| 21 | Helps migrate self-managed Apache Kafka workloads to Amazon MSK Express. | aws/ | 2.8k | — | ~3.5k | Automated safety check: Pass | Apache-2.0 | today |
| 22 | A skill your agent uses when deploying your agent to AWS, or when a deploy has failed. | aws/ | 2.8k | — | ~2k | Automated safety check: Notes | Apache-2.0 | today |
| 23 | A skill your agent uses when a developer wants to create a new agent project or get started with AgentCore. | aws/ | 2.8k | — | ~4.3k | Automated safety check: Notes | Apache-2.0 | today |
| 24 | Amazon Aurora MySQL — creates, modifies, and advises on Aurora MySQL clusters specifically (MySQL-compatible engine, Aurora serverless, parallel query). | aws/ | 2.8k | — | ~4.3k | Automated safety check: Pass | Apache-2.0 | today |
| 25 | Amazon Aurora PostgreSQL — creates, modifies, and advises on Aurora PostgreSQL clusters specifically (PostgreSQL-compatible engine, Aurora serverless, express configuration, pgvector, Babelfish). | aws/ | 2.8k | — | ~4.8k | Automated safety check: Pass | Apache-2.0 | today |
| 26 | Provides authoritative guidance on Amazon Neptune Database and Neptune Analytics for graph, knowledge-graph, and relationship-heavy workloads — fraud detection / fraud rings, agentic memory /… | aws/ | 2.8k | — | ~4.7k | Automated safety check: Pass | Apache-2.0 | today |
| 27 | Connects AI agents to remote Windows desktop applications on Amazon WorkSpaces Applications (AppStream 2.0) through the managed Agent Access MCP server, and guides reliable desktop automation. | aws/ | 2.8k | — | ~2.7k | Automated safety check: Pass | Apache-2.0 | today |
| 28 | Startup-tailored AWS architecture advice for non-agent workloads, adjusted to the company's stage (pre-revenue through Series B+), team size, runway, and credits. | aws/ | 2.8k | — | ~3.7k | Automated safety check: Pass | Apache-2.0 | today |
| 29 | Build and deploy full-stack web and mobile apps with AWS Amplify Gen2 (TypeScript code-first). | aws/ | 2.8k | — | ~3.9k | Automated safety check: Pass | Apache-2.0 | today |
| 30 | Analyze AWS costs, find savings, manage budgets, evaluate Savings Plans and Reserved Instances, right-size EC2/Lambda/RDS/EBS with Compute Optimizer, look up service pricing, query CUR with Athena… | aws/ | 2.8k | — | ~2.3k | Automated safety check: Pass | Apache-2.0 | today |
| 31 | Builds resilient, long-running, multi-step applications with AWS Lambda durable functions with automatic state persistence, retry logic, and orchestration for long-running executions. | aws/ | 2.8k | — | ~2.3k | Automated safety check: Pass | Apache-2.0 | today |
| 32 | AWS SDK for JavaScript v3 development patterns. An agent skill from aws/agent-toolkit-for-aws. | aws/ | 2.8k | — | ~2.2k | Automated safety check: Pass | Apache-2.0 | today |
| 33 | Migrate workloads from Microsoft Azure to AWS. An agent skill from aws/agent-toolkit-for-aws. | aws/ | 2.8k | — | ~4.6k | Automated safety check: Pass | Apache-2.0 | today |
| 34 | Diagnoses and root-causes Amazon MWAA workflow failures across Provisioned (Python DAG) and Serverless (YAML workflow) environments. | aws/ | 2.8k | — | ~2.3k | Automated safety check: Pass | Apache-2.0 | today |
| 35 | AWS Startups reference content — Activate FAQ, credits guide, programs, partner offers, sample architectures, and hundreds of learn articles spanning generative AI, cloud architecture, cost… | aws/ | 2.8k | — | ~2.9k | Automated safety check: Pass | Apache-2.0 | today |
| 36 | Operates Amazon MSK Provisioned clusters (Standard and Express brokers). | aws/ | 2.8k | — | ~2.6k | Automated safety check: Pass | Apache-2.0 | today |
| 37 | Execute and manage Athena SQL queries across default and federated catalogs (Glue, S3 Tables, Redshift). | aws/ | 2.8k | — | ~1.9k | Automated safety check: Pass | Apache-2.0 | today |
| 38 | Configures AWS Resilience Hub v2 for multi-account resilience management across an AWS Organization. | aws/ | 2.8k | — | ~2.1k | Automated safety check: Pass | Apache-2.0 | today |
| 39 | Store and query vector embeddings using Amazon S3 Vectors, a cost-effective long-term vector storage service with its own API namespace (s3vectors). | aws/ | 2.8k | — | ~1.9k | Automated safety check: Pass | Apache-2.0 | today |
| 40 | Tests Amazon MWAA workflow execution end-to-end: trigger a run and monitor it to completion for Provisioned (Python DAG, via Airflow REST API) and Serverless (YAML workflow, via StartWorkflowRun). | aws/ | 2.8k | — | ~3.8k | Automated safety check: Pass | Apache-2.0 | today |
| 41 | Best-practice authoring guidance AND a read-only policy gate for AWS Terraform generated by a migration skill. | aws/ | 2.8k | — | ~3.1k | Automated safety check: Pass | Apache-2.0 | today |
| 42 | Retrieves authoritative guidance on Amazon Timestream for InfluxDB across its supported engine variants. | aws/ | 2.8k | — | ~3.8k | Automated safety check: Pass | Apache-2.0 | today |
| 43 | Builds generative AI applications on Amazon Bedrock. An agent skill from aws/agent-toolkit-for-aws. | aws/ | 2.8k | — | ~8.6k | Automated safety check: Pass | Apache-2.0 | today |
| 44 | Provides authoritative compatibility checks, pricing estimates, connection troubleshooting, pre-warming guidance, and infrastructure mutations for Amazon Keyspaces (for Apache Cassandra). | aws/ | 2.8k | — | ~7.5k | Automated safety check: Pass | Apache-2.0 | today |
| 45 | Builds, configures, debugs, and optimizes AWS observability - operator-symptom questions and detecting Omni vs classic CloudWatch. | aws/ | 2.8k | — | ~7.2k | Automated safety check: Pass | Apache-2.0 | today |
| 46 | A skill your agent uses when connecting your agent to external APIs, tools, or services via Gateway, or restricting tool access with Cedar policies. | aws/ | 2.8k | — | ~7.4k | Automated safety check: Notes | Apache-2.0 | today |
| 47 | A skill your agent uses when your agent or environment is broken — wrong answers, errors, timeouts, tool failures, or CLI issues. | aws/ | 2.8k | — | ~7.7k | Automated safety check: Notes | Apache-2.0 | today |
| 48 | A skill your agent uses when preparing your agent for production — IAM scoping, inbound auth (JWT, SigV4), secrets management, cold start optimization, session lifecycle, rate limiting, input… | aws/ | 2.8k | — | ~8k | Automated safety check: Notes | Apache-2.0 | today |
Questions, answered from the data.
What is the best skill in aws/agent-toolkit-for-aws?
Agent Advisor (official) from aws/agent-toolkit-for-aws ranks first of the 138 skills in aws/agent-toolkit-for-aws listed here, with the highest score: its repository has 2.8k GitHub stars, its SKILL.md loads about 4.9k tokens and it passes the automated safety check with no findings. Next come Agents Build and Launch With AWS.
Are the skills in aws/agent-toolkit-for-aws official?
138 of the 138 skills in aws/agent-toolkit-for-aws are official, published by the vendor's own GitHub organization: Agent Advisor, Agents Build, Launch With AWS, Processing S3 Uploads With Step Functions, AWS Marketplace Metering and 133 more.
How do I install all skills from aws/agent-toolkit-for-aws?
Run npx skills add aws/agent-toolkit-for-aws in your project: the open-source skills CLI installs the repository's skills into your coding agent's skills folder. To install a single skill, open its page here for the exact command.
How are these skills ranked?
By Skill Navigator score, which combines the GitHub stars of the skill's repository (shared across that repo's skills and discounted for large collections), how many other GitHub owners carry a copy of the skill, and automated SKILL.md quality checks, minus penalties for safety-check warnings and for each further skill from the same repository. Skills that fail the safety check are not listed.