SageMaker IAM Role Preflight
huggingface/skills
Finds or validates a usable SageMaker execution role before deploying or training, so scripts do not try to create IAM roles they lack permission to create.
Launches an EC2 instance with secure, cost-efficient defaults including AMI selection, burstable instance sizing, least-privilege IAM roles, hardened security groups, encrypted EBS volumes, and…
$ npx skills add aws/agent-toolkit-for-aws --skill launching-ec2-instance-with-best-practices -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install aws/agent-toolkit-for-aws launching-ec2-instance-with-best-practices --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/aws/agent-toolkit-for-aws.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/specialized-skills/ec2-skills/launching-ec2-instance-with-best-practices .claude/skills/launching-ec2-instance-with-best-practices && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "launching-ec2-instance-with-best-practices" agent skill from https://github.com/aws/agent-toolkit-for-aws/tree/main/skills/specialized-skills/ec2-skills/launching-ec2-instance-with-best-practices into .claude/skills/launching-ec2-instance-with-best-practices/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "launching-ec2-instance-with-best-practices", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/aws/agent-toolkit-for-aws/tree/main/skills/specialized-skills/ec2-skills/launching-ec2-instance-with-best-practicesType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add aws/agent-toolkit-for-aws --skill launching-ec2-instance-with-best-practices -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install aws/agent-toolkit-for-aws launching-ec2-instance-with-best-practices --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aws/agent-toolkit-for-aws.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/specialized-skills/ec2-skills/launching-ec2-instance-with-best-practices .agents/skills/launching-ec2-instance-with-best-practices && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "launching-ec2-instance-with-best-practices" agent skill from https://github.com/aws/agent-toolkit-for-aws/tree/main/skills/specialized-skills/ec2-skills/launching-ec2-instance-with-best-practices into .agents/skills/launching-ec2-instance-with-best-practices/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "launching-ec2-instance-with-best-practices", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add aws/agent-toolkit-for-aws --skill launching-ec2-instance-with-best-practices -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install aws/agent-toolkit-for-aws launching-ec2-instance-with-best-practices --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aws/agent-toolkit-for-aws.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/specialized-skills/ec2-skills/launching-ec2-instance-with-best-practices .cursor/skills/launching-ec2-instance-with-best-practices && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "launching-ec2-instance-with-best-practices" agent skill from https://github.com/aws/agent-toolkit-for-aws/tree/main/skills/specialized-skills/ec2-skills/launching-ec2-instance-with-best-practices into .cursor/skills/launching-ec2-instance-with-best-practices/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "launching-ec2-instance-with-best-practices", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/aws/agent-toolkit-for-aws.git --path skills/specialized-skills/ec2-skills/launching-ec2-instance-with-best-practices--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add aws/agent-toolkit-for-aws --skill launching-ec2-instance-with-best-practices -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install aws/agent-toolkit-for-aws launching-ec2-instance-with-best-practices --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aws/agent-toolkit-for-aws.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/specialized-skills/ec2-skills/launching-ec2-instance-with-best-practices .gemini/skills/launching-ec2-instance-with-best-practices && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "launching-ec2-instance-with-best-practices" agent skill from https://github.com/aws/agent-toolkit-for-aws/tree/main/skills/specialized-skills/ec2-skills/launching-ec2-instance-with-best-practices into .gemini/skills/launching-ec2-instance-with-best-practices/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "launching-ec2-instance-with-best-practices", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install aws/agent-toolkit-for-aws launching-ec2-instance-with-best-practicesInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add aws/agent-toolkit-for-aws --skill launching-ec2-instance-with-best-practices -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/aws/agent-toolkit-for-aws.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/specialized-skills/ec2-skills/launching-ec2-instance-with-best-practices .github/skills/launching-ec2-instance-with-best-practices && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "launching-ec2-instance-with-best-practices" agent skill from https://github.com/aws/agent-toolkit-for-aws/tree/main/skills/specialized-skills/ec2-skills/launching-ec2-instance-with-best-practices into .github/skills/launching-ec2-instance-with-best-practices/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "launching-ec2-instance-with-best-practices", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add aws/agent-toolkit-for-aws --skill launching-ec2-instance-with-best-practices -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install aws/agent-toolkit-for-aws launching-ec2-instance-with-best-practices --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aws/agent-toolkit-for-aws.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/specialized-skills/ec2-skills/launching-ec2-instance-with-best-practices .opencode/skills/launching-ec2-instance-with-best-practices && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "launching-ec2-instance-with-best-practices" agent skill from https://github.com/aws/agent-toolkit-for-aws/tree/main/skills/specialized-skills/ec2-skills/launching-ec2-instance-with-best-practices into .opencode/skills/launching-ec2-instance-with-best-practices/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "launching-ec2-instance-with-best-practices", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
launching-ec2-instance-with-best-practicesLaunches an EC2 instance with secure, cost-efficient defaults including AMI selection, burstable instance sizing, least-privilege IAM roles, hardened security groups, encrypted EBS volumes, and…
Launching Ec2 Instance With Best Practices is an agent skill from aws/agent-toolkit-for-aws, published by the product's own GitHub organization. Launches an EC2 instance with secure, cost-efficient defaults including AMI selection, burstable instance sizing, least-privilege IAM roles, hardened security groups, encrypted EBS volumes, and comprehensive tagging. Use when deploying new EC2 instances following AWS best practices for security and cost optimization.
Its SKILL.md is about 540 tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including reference files (for example `references/launch-ec2-instance-with-best-practices.md`).
It works with Amazon Web Services. The repository describes itself as: Official, AWS-supported MCP servers, skills, and plugins to help AI agents build on AWS. The licence is Apache-2.0.
Read from SKILL.md and the folder at commit df2ab44. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Shell commands in SKILL.md call:
awsFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md. Its commands use aws, which can reach the network depending on how they are called.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Launching Ec2 Instance With Best Practices loads about 536 tokens when it runs, and up to ~17k if it reads all its reference files. Until then it costs about 90 tokens; SKILL.md has 206 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from aws/agent-toolkit-for-aws at commit df2ab44, republished under its Apache-2.0 licence (© aws). 206 words, ~536 tokens.
.claude/skills/launching-ec2-instance-with-best-practices/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.Domain expertise for launching EC2 instances with sensible defaults optimized for security, cost-efficiency, and operational best practices. Covers AMI selection, instance type recommendation, network configuration, IAM role creation, security group hardening, storage configuration, tagging strategy, and post-launch verification.
To launch a fully configured EC2 instance with best-practice defaults, follow the procedure exactly. See EC2 instance launch procedure.
The procedure handles:
Try a different availability zone or instance type (e.g., t3a instead of t3). See the full troubleshooting guide in the launch procedure.
Check console output with aws ec2 get-console-output. Verify EBS volume size is sufficient and AMI is compatible with the instance type.
Verify the security group allows SSH from your IP, key file permissions are 400, and the instance is running. Consider AWS Systems Manager Session Manager as an alternative.
© aws, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 1 other file (references) in skills/specialized-skills/ec2-skills/launching-ec2-instance-with-best-practices of aws/agent-toolkit-for-aws.
Open the folder on GitHubat commit df2ab44
Launching Ec2 Instance With Best Practices next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Launching Ec2 Instance With Best Practices this skillaws/agent-toolkit-for-aws | 2.8k | — | ~536 | Automated safety check: Pass | Apache-2.0 | |
| SageMaker IAM Role Preflighthuggingface/skills | 11k | 1 repos | ~1.8k | Automated safety check: Pass | Apache-2.0 | |
| SageMaker Serving Image Selectionhuggingface/skills | 11k | 1 repos | ~4.6k | Automated safety check: Pass | Apache-2.0 | |
| Cloud Cost Optimizationwshobson/agents | 40k | 14 repos | ~1.7k | Automated safety check: Pass | MIT | |
| Python Environment Setup for SageMakerhuggingface/skills | 11k | 2 repos | ~1.7k | Automated safety check: Pass | Apache-2.0 | |
| Agent Squad Python Guide2FastLabs/agent-squad | 7.8k | — | ~4.7k | Automated safety check: Pass | Apache-2.0 |
huggingface/skills
Finds or validates a usable SageMaker execution role before deploying or training, so scripts do not try to create IAM roles they lack permission to create.
huggingface/skills
Chooses the right serving container and current image URI for deploying a Hugging Face model to a SageMaker endpoint, preferring Hugging Face images over generic ones.
wshobson/agents
Cuts cloud spend across AWS, Azure, GCP and OCI with cost tagging, rightsizing, commitment and spot pricing models, and architecture changes.
huggingface/skills
Sets up an isolated Python environment with a supported interpreter and current boto3 before any SageMaker deployment, training or AWS automation code runs.
2FastLabs/agent-squad
Map of the agent-squad Python framework for async multi-agent orchestration: which agent, classifier, storage and tool provider to pick, and the pitfalls to avoid.
paperclipai/paperclip
Publish static HTML pages and asset folders to the Paperclip S3/CloudFront page host.
aws/agent-toolkit-for-aws
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aws/agent-toolkit-for-aws
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/agent-toolkit-for-aws
Migrates vibe-coded web applications to AWS. An agent skill from aws/agent-toolkit-for-aws.
aws/agent-toolkit-for-aws
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aws/agent-toolkit-for-aws
Deploys, queries, and debugs AWS Marketplace usage-based (PAYG) metering — the pipeline (ResolveCustomer, BatchMeterUsage, EventBridge via SAM) and querying/debugging metering records, statuses…
aws/agent-toolkit-for-aws
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.
Works with
Launches an EC2 instance with secure, cost-efficient defaults including AMI selection, burstable instance sizing, least-privilege IAM roles, hardened security groups, encrypted EBS volumes, and…. Launching Ec2 Instance With Best Practices is an agent skill from aws/agent-toolkit-for-aws, published by the product's own GitHub organization. Launches an EC2 instance with secure, cost-efficient defaults including AMI selection, burstable instance sizing, least-privilege IAM roles, hardened security groups, encrypted EBS volumes, and comprehensive tagging.
Launching Ec2 Instance With Best Practices fits situations like: deploying new EC2 instances following AWS best practices for security and cost optimization.
Run `npx skills add aws/agent-toolkit-for-aws --skill launching-ec2-instance-with-best-practices -a claude-code`. Or copy the skill folder (skills/specialized-skills/ec2-skills/launching-ec2-instance-with-best-practices in aws/agent-toolkit-for-aws) into .claude/skills/launching-ec2-instance-with-best-practices in your project. Claude Code loads it when a task matches its description.
Run `npx skills add aws/agent-toolkit-for-aws --skill launching-ec2-instance-with-best-practices -a codex`. Or copy the skill folder (skills/specialized-skills/ec2-skills/launching-ec2-instance-with-best-practices in aws/agent-toolkit-for-aws) into .agents/skills/launching-ec2-instance-with-best-practices in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add aws/agent-toolkit-for-aws --skill launching-ec2-instance-with-best-practices -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/launching-ec2-instance-with-best-practices, .gemini/skills/launching-ec2-instance-with-best-practices, .github/skills/launching-ec2-instance-with-best-practices and .opencode/skills/launching-ec2-instance-with-best-practices in your project.
Going by SKILL.md and its folder, Launching Ec2 Instance With Best Practices needs the command-line tools its instructions call (aws).
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Launching Ec2 Instance With Best Practices is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 536 tokens (SKILL.md is roughly 2.1k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 16k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Launching Ec2 Instance With Best Practices: SageMaker IAM Role Preflight (huggingface/skills, 11k stars), SageMaker Serving Image Selection (huggingface/skills, 11k stars), Cloud Cost Optimization (wshobson/agents, 40k stars) and Python Environment Setup for SageMaker (huggingface/skills, 11k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
aws (a GitHub organization, an official publisher) maintains it in aws/agent-toolkit-for-aws, which has 2,830 GitHub stars. The repository holds 138 skills in this directory. The repository was last updated on October 9, 2026.
Source: aws/agent-toolkit-for-aws on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.