Cloud Cost Optimization
wshobson/agents
Cuts cloud spend across AWS, Azure, GCP and OCI with cost tagging, rightsizing, commitment and spot pricing models, and architecture changes.
Coordinate the AWS DevOps Agent across multiple AgentSpaces from one Claude Code session — route questions to the right space (prod vs staging vs knowledge), query several spaces in parallel and…
$ npx skills add aws/agent-toolkit-for-aws --skill coordinating-multi-space-devops-agent -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install aws/agent-toolkit-for-aws coordinating-multi-space-devops-agent --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/plugins/aws-agents-for-devsecops/skills/coordinating-multi-space-devops-agent .claude/skills/coordinating-multi-space-devops-agent && 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 "coordinating-multi-space-devops-agent" agent skill from https://github.com/aws/agent-toolkit-for-aws/tree/main/plugins/aws-agents-for-devsecops/skills/coordinating-multi-space-devops-agent into .claude/skills/coordinating-multi-space-devops-agent/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "coordinating-multi-space-devops-agent", 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/plugins/aws-agents-for-devsecops/skills/coordinating-multi-space-devops-agentType 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 coordinating-multi-space-devops-agent -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install aws/agent-toolkit-for-aws coordinating-multi-space-devops-agent --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/plugins/aws-agents-for-devsecops/skills/coordinating-multi-space-devops-agent .agents/skills/coordinating-multi-space-devops-agent && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "coordinating-multi-space-devops-agent" agent skill from https://github.com/aws/agent-toolkit-for-aws/tree/main/plugins/aws-agents-for-devsecops/skills/coordinating-multi-space-devops-agent into .agents/skills/coordinating-multi-space-devops-agent/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "coordinating-multi-space-devops-agent", 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 coordinating-multi-space-devops-agent -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install aws/agent-toolkit-for-aws coordinating-multi-space-devops-agent --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/plugins/aws-agents-for-devsecops/skills/coordinating-multi-space-devops-agent .cursor/skills/coordinating-multi-space-devops-agent && 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 "coordinating-multi-space-devops-agent" agent skill from https://github.com/aws/agent-toolkit-for-aws/tree/main/plugins/aws-agents-for-devsecops/skills/coordinating-multi-space-devops-agent into .cursor/skills/coordinating-multi-space-devops-agent/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "coordinating-multi-space-devops-agent", 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 plugins/aws-agents-for-devsecops/skills/coordinating-multi-space-devops-agent--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 coordinating-multi-space-devops-agent -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install aws/agent-toolkit-for-aws coordinating-multi-space-devops-agent --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/plugins/aws-agents-for-devsecops/skills/coordinating-multi-space-devops-agent .gemini/skills/coordinating-multi-space-devops-agent && 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 "coordinating-multi-space-devops-agent" agent skill from https://github.com/aws/agent-toolkit-for-aws/tree/main/plugins/aws-agents-for-devsecops/skills/coordinating-multi-space-devops-agent into .gemini/skills/coordinating-multi-space-devops-agent/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "coordinating-multi-space-devops-agent", 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 coordinating-multi-space-devops-agentInstalls 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 coordinating-multi-space-devops-agent -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/plugins/aws-agents-for-devsecops/skills/coordinating-multi-space-devops-agent .github/skills/coordinating-multi-space-devops-agent && 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 "coordinating-multi-space-devops-agent" agent skill from https://github.com/aws/agent-toolkit-for-aws/tree/main/plugins/aws-agents-for-devsecops/skills/coordinating-multi-space-devops-agent into .github/skills/coordinating-multi-space-devops-agent/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "coordinating-multi-space-devops-agent", 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 coordinating-multi-space-devops-agent -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 coordinating-multi-space-devops-agent --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/plugins/aws-agents-for-devsecops/skills/coordinating-multi-space-devops-agent .opencode/skills/coordinating-multi-space-devops-agent && 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 "coordinating-multi-space-devops-agent" agent skill from https://github.com/aws/agent-toolkit-for-aws/tree/main/plugins/aws-agents-for-devsecops/skills/coordinating-multi-space-devops-agent into .opencode/skills/coordinating-multi-space-devops-agent/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "coordinating-multi-space-devops-agent", 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.
coordinating-multi-space-devops-agentCoordinate the AWS DevOps Agent across multiple AgentSpaces from one Claude Code session — route questions to the right space (prod vs staging vs knowledge), query several spaces in parallel and…
Coordinating Multi Space Devops Agent is an agent skill from aws/agent-toolkit-for-aws, published by the product's own GitHub organization. Coordinate the AWS DevOps Agent across multiple AgentSpaces from one Claude Code session — route questions to the right space (prod vs staging vs knowledge), query several spaces in parallel and synthesize, or compare findings across accounts. Use whenever the user has more than one AgentSpace configured, mentions multiple AWS accounts, or asks something like "check both prod and staging", "compare across accounts", or "ask the knowledge space".
Its SKILL.md is about 1.8k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in DevOps & Cloud. 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.
3 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 188af2f. 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.
No scripts in the folder and no shell commands in SKILL.md (its code samples are markdown).
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
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.
Coordinating Multi Space Devops Agent loads about 1.8k tokens when it runs. Until then it costs about 122 tokens; SKILL.md has 663 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 188af2f, republished under its Apache-2.0 licence (© aws). 663 words, ~1,761 tokens.
.claude/skills/coordinating-multi-space-devops-agent/SKILL.md (or your agent's skills folder).If aws_devops_agent__list_agent_spaces is not in your available tools, the remote MCP server is not connected. Tell the user to ask "help me set up the AWS DevOps Agent" so the setup-devops-agent skill auto-loads.
Multi-space routing requires SigV4 authentication — Bearer tokens are scoped to a single AgentSpace and cannot route to other spaces.
Many real teams run more than one AgentSpace — typically a production space, a staging space, and a dedicated "knowledge" space that holds runbooks shared across accounts. Each space has its own set of associated AWS accounts, runbooks, and history.
This skill is the routing brain. Use it when the user has multiple spaces configured, or when a question genuinely spans accounts.
aws_devops_agent__list_agent_spaces()
→ {"agentSpaces": [{"agentSpaceId": "as-abc123", "name": "prod"}, ...]}If only one space is returned, this skill doesn't apply — use chatting-with-aws-devops-agent or investigating-incidents-with-aws-devops-agent directly (no agent_space_id needed).
If more than one is returned, decide whether the user's question is:
| Question shape | Strategy |
|---|---|
| Scoped to one environment ("prod is broken") | Single space — pick the matching one |
| Spans environments ("compare prod vs staging") | Parallel — query each, synthesize |
| Generic knowledge ("what runbooks do we have for ECS?") | Route to the knowledge space if one is named that way |
| Ambiguous ("our service is slow") | Ask the user which environment, don't guess |
If the user has a routing guide stored locally (e.g. .claude/aws-agents-for-devsecops.md, AGENTS.md, or per-project notes), read it once at the start of the session and use it as the routing table for the rest of the conversation. Format expected:
| Space | AWS Profile | Agent Space ID | Purpose |
|-------|-------------|----------------|---------|
| prod | acme-prod | as-abc123 | Production incidents, customer-facing services |
| stage | acme-stage | as-def456 | Pre-prod validation, integration testing |
| kb | acme-shared | as-ghi789 | Shared runbooks, cross-account knowledge |If no guide exists, run discovery:
aws_devops_agent__list_agent_spaces() → get all spaces.aws_devops_agent__chat(message="Summarize the AWS accounts, services, and runbooks you have access to.", agent_space_id="<SPACE_ID>") → get a one-paragraph summary..claude/aws-agents-for-devsecops.md, AGENTS.md, or per-project notes) so future sessions skip discovery.Use when the user wants a comparison: "compare prod and staging error rates", "is this issue happening in both accounts?", "audit costs across all our environments".
# 1. Query each space in parallel with environment-specific context
aws_devops_agent__chat(message="<question> | env=prod | <prod IaC context>", agent_space_id="PROD_ID")
→ {"executionId": "...", "answer": "..."}
aws_devops_agent__chat(message="<question> | env=stage | <stage IaC context>", agent_space_id="STAGE_ID")
→ {"executionId": "...", "answer": "..."}
# 2. Synthesize locally — present a side-by-side summary, not two separate dumpsDon't just paste both responses. Read both, identify what's the same vs. different, and tell the user the delta — that's the value.
Use when one space holds runbooks/knowledge that informs work in another space.
# 1. Ask the knowledge space first
aws_devops_agent__chat(
message="What's our standard runbook for ECS 503 errors?",
agent_space_id="KB_ID"
)
→ {"answer": "<runbook text>"}
# 2. Apply that runbook in the target environment
aws_devops_agent__investigate(
title="ECS 503 errors on checkout-service. [Runbook from knowledge space] <runbook text> [Local context] ...",
agent_space_id="PROD_ID",
priority="HIGH"
)The DevOps Agent doesn't share state between spaces — you bridge it by quoting the knowledge space's response into the investigation's title.
Use when the user explicitly names a space or environment.
# Pick the matching agentSpaceId from your routing memory, pass it on the call
aws_devops_agent__chat(message="<question>", agent_space_id="<matched_space_id>")If the routing is ambiguous and the user doesn't say, ask once — better than firing into the wrong account.
Investigations are per-space. If an issue spans accounts, you may need two investigations:
aws_devops_agent__investigate(title="Latency spike — prod side", agent_space_id="PROD_ID", priority="HIGH")
aws_devops_agent__investigate(title="Latency spike — stage side", agent_space_id="STAGE_ID", priority="HIGH")Track both taskIds. Poll both. Surface findings together.
This is rare — usually one space owns the problem. Don't fan out by default.
description or recorded coverage doesn't mention the relevant service, skip it — sending a question into a scope-mismatched space typically hangs rather than returning "I don't know."The chat tool buffers the full response server-side before returning. Complex cross-account queries can take 30-90s per space. If a space doesn't respond within 90s, it's likely a scope mismatch — surface a message like "Space X did not respond within 90s — skipping (likely scope mismatch)" and move on rather than hanging.
examples/multi-space-walkthrough.md for a fully worked scenario (prod incident with staging comparison and knowledge-space runbook lookup).setup-devops-agent skill for first-time configuration of multiple AgentSpaces, AWS profiles, and shell wrappers.© 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
Just SKILL.md in plugins/aws-agents-for-devsecops/skills/coordinating-multi-space-devops-agent of aws/agent-toolkit-for-aws.
Open the folder on GitHubat commit 188af2f
Coordinating Multi Space Devops Agent 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 |
|---|---|---|---|---|---|---|
| Coordinating Multi Space Devops Agent this skillaws/agent-toolkit-for-aws | 2.8k | — | ~1.8k | Automated safety check: Pass | Apache-2.0 | |
| Cloud Cost Optimizationwshobson/agents | 40k | 14 repos | ~1.7k | Automated safety check: Pass | MIT | |
| Review Docshashicorp/terraform-provider-aws | 11k | — | ~1.3k | Automated safety check: Pass | MPL-2.0 | |
| AWS Cdk Developmentzxkane/aws-skills | 367 | 2 repos | ~2.5k | Automated safety check: Pass | MIT | |
| Senior DevOps Toolkitmaslennikov-ig/claude-code-orchestrator-kit | 260 | 6 repos | ~1.1k | Automated safety check: Notes | Custom licence | |
| Terravision Cloud Diagramspatrickchugh/terravision | 1.6k | — | ~5.6k | Automated safety check: Notes | AGPL-3.0-only |
wshobson/agents
Cuts cloud spend across AWS, Azure, GCP and OCI with cost tagging, rightsizing, commitment and spot pricing models, and architecture changes.
hashicorp/terraform-provider-aws
Review a Terraform AWS Provider PR's end-user documentation (website/docs//.markdown): whether docs are needed, description openings, argument/attribute style, section structure, tags wording, code…
zxkane/aws-skills
AWS Cloud Development Kit (CDK) expert for building cloud infrastructure with TypeScript/Python.
maslennikov-ig/claude-code-orchestrator-kit
Comprehensive DevOps skill for CI/CD, infrastructure automation, containerization, and cloud platforms (AWS, GCP, Azure). Includes pipeline setup…
patrickchugh/terravision
Draw cloud architecture diagrams for AWS, Azure or GCP with the official provider icon sets, using TerraVision.
glincker/thesvg
Fetch brand SVG logos and cloud architecture icons (AWS, Azure, GCP) from theSVG.
aws/agent-toolkit-for-aws
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/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
Deploy an event-driven workflow that routes S3 uploads to either Lambda or Fargate via Step Functions based on file size.
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
Categories
Coordinate the AWS DevOps Agent across multiple AgentSpaces from one Claude Code session — route questions to the right space (prod vs staging vs knowledge), query several spaces in parallel and…. Coordinating Multi Space Devops Agent is an agent skill from aws/agent-toolkit-for-aws, published by the product's own GitHub organization. Coordinate the AWS DevOps Agent across multiple AgentSpaces from one Claude Code session — route questions to the right space (prod vs staging vs knowledge), query several spaces in parallel and synthesize, or compare findings across accounts.
Coordinating Multi Space Devops Agent fits situations like: the user has more than one AgentSpace configured; mentions multiple AWS accounts; asks something like check both prod and staging; compare across accounts.
Run `npx skills add aws/agent-toolkit-for-aws --skill coordinating-multi-space-devops-agent -a claude-code`. Or copy the skill folder (plugins/aws-agents-for-devsecops/skills/coordinating-multi-space-devops-agent in aws/agent-toolkit-for-aws) into .claude/skills/coordinating-multi-space-devops-agent in your project. Claude Code loads it when a task matches its description.
Run `npx skills add aws/agent-toolkit-for-aws --skill coordinating-multi-space-devops-agent -a codex`. Or copy the skill folder (plugins/aws-agents-for-devsecops/skills/coordinating-multi-space-devops-agent in aws/agent-toolkit-for-aws) into .agents/skills/coordinating-multi-space-devops-agent 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 coordinating-multi-space-devops-agent -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/coordinating-multi-space-devops-agent, .gemini/skills/coordinating-multi-space-devops-agent, .github/skills/coordinating-multi-space-devops-agent and .opencode/skills/coordinating-multi-space-devops-agent in your project.
SKILL.md names no scripts, command-line tools or credentials: Coordinating Multi Space Devops Agent is instructions for the agent only.
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.
Coordinating Multi Space Devops Agent 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 1.8k tokens (SKILL.md is roughly 7k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Coordinating Multi Space Devops Agent: Cloud Cost Optimization (wshobson/agents, 40k stars), Review Docs (hashicorp/terraform-provider-aws, 11k stars), AWS Cdk Development (zxkane/aws-skills, 367 stars) and Senior DevOps Toolkit (maslennikov-ig/claude-code-orchestrator-kit, 260 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 2,825 GitHub stars. The repository holds 138 skills in this directory. The repository was last updated on October 7, 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.