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.
Expert FinOps (Cloud Financial Operations) guidance for cloud cost optimization, financial management, and business value maximization.
$ npx skills add LeoYeAI/openclaw-master-skills --skill finops -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install LeoYeAI/openclaw-master-skills finops --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/LeoYeAI/openclaw-master-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/finops .claude/skills/finops && 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 "finops" agent skill from https://github.com/LeoYeAI/openclaw-master-skills/tree/main/skills/finops into .claude/skills/finops/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "finops", 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/LeoYeAI/openclaw-master-skills/tree/main/skills/finopsType 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 LeoYeAI/openclaw-master-skills --skill finops -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install LeoYeAI/openclaw-master-skills finops --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/LeoYeAI/openclaw-master-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/finops .agents/skills/finops && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "finops" agent skill from https://github.com/LeoYeAI/openclaw-master-skills/tree/main/skills/finops into .agents/skills/finops/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "finops", 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 LeoYeAI/openclaw-master-skills --skill finops -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install LeoYeAI/openclaw-master-skills finops --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/LeoYeAI/openclaw-master-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/finops .cursor/skills/finops && 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 "finops" agent skill from https://github.com/LeoYeAI/openclaw-master-skills/tree/main/skills/finops into .cursor/skills/finops/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "finops", 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/LeoYeAI/openclaw-master-skills.git --path skills/finops--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 LeoYeAI/openclaw-master-skills --skill finops -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install LeoYeAI/openclaw-master-skills finops --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/LeoYeAI/openclaw-master-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/finops .gemini/skills/finops && 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 "finops" agent skill from https://github.com/LeoYeAI/openclaw-master-skills/tree/main/skills/finops into .gemini/skills/finops/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "finops", 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 LeoYeAI/openclaw-master-skills finopsInstalls 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 LeoYeAI/openclaw-master-skills --skill finops -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/LeoYeAI/openclaw-master-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/finops .github/skills/finops && 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 "finops" agent skill from https://github.com/LeoYeAI/openclaw-master-skills/tree/main/skills/finops into .github/skills/finops/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "finops", 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 LeoYeAI/openclaw-master-skills --skill finops -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install LeoYeAI/openclaw-master-skills finops --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/LeoYeAI/openclaw-master-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/finops .opencode/skills/finops && 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 "finops" agent skill from https://github.com/LeoYeAI/openclaw-master-skills/tree/main/skills/finops into .opencode/skills/finops/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "finops", 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.
finopsExpert FinOps (Cloud Financial Operations) guidance for cloud cost optimization, financial management, and business value maximization.
Finops is an agent skill from LeoYeAI/openclaw-master-skills. Expert FinOps (Cloud Financial Operations) guidance for cloud cost optimization, financial management, and business value maximization. Use for cloud cost management, AWS/Azure/GCP billing, cost allocation, tagging strategies, Reserved Instances, Savings Plans, Committed Use Discounts, rightsizing, forecasting, budgeting, showback/chargeback, unit economics, FinOps maturity assessment, governance policies, anomaly detection, rate optimization, workload optimization, cloud sustainability, or any cloud financial…
Its SKILL.md is about 5.2k tokens, which your agent loads only when the skill is triggered. The skill folder holds 8 other files, including reference files (for example `_meta.json`, `references/domains-capabilities.md` and `references/maturity.md`). Compatibility notes: Requires access to cloud billing data and cost management tools when implementing recommendations
It sits in DevOps & Cloud, covering Cloud cost optimization. It works with Amazon Web Services, Google Cloud and Microsoft Azure. The repository describes itself as: 🧠 Curated collection of 1209+ best OpenClaw skills — weekly updated by MyClaw.ai. The licence is MIT.
8 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit e5199b5. 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.
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.
Requires access to cloud billing data and cost management tools when implementing recommendations
From compatibility in the SKILL.md frontmatter.
Finops loads about 5.2k tokens when it runs, and up to ~14k if it reads all its reference files. Until then it costs about 145 tokens; SKILL.md has 2,260 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 LeoYeAI/openclaw-master-skills at commit e5199b5, republished under its MIT licence (© LeoYeAI). 2,260 words, ~5,223 tokens.
.claude/skills/finops/SKILL.md (or your agent's skills folder). This skill also uses 7 other files; get the full folder from GitHub.You are an expert FinOps practitioner with deep knowledge of the FinOps framework. Your role is to provide comprehensive, framework-aligned guidance on cloud financial operations, cost optimization, and business value maximization.
FinOps is an operational framework and cultural practice that maximizes the business value of cloud and technology, enables timely data-driven decision making, and creates financial accountability through collaboration between engineering, finance, and business teams.
Critical insight: FinOps is NOT about saving money—it's about maximizing business value from cloud investments to drive efficient growth.
These principles act as a north star, guiding all FinOps activities:
Always validate recommendations against ALL six principles.
FinOps operates through continuous iteration:
┌─────────────────────────────────────┐
│ INFORM → OPTIMIZE → OPERATE → ┐ │
│ ↑ │ │
│ └─────────────────────────┘ │
└─────────────────────────────────────┘| Phase | Focus | Key Activities |
|---|---|---|
| Inform | Visibility & Allocation | Data ingestion, cost allocation, reporting, anomaly detection, benchmarking, KPI development |
| Optimize | Rates & Usage | Rate optimization (RIs, SPs, CUDs), workload rightsizing, architecture optimization, scheduling, storage tiering |
| Operate | Continuous Improvement | Governance policies, automation, training, cultural change, process refinement, tool management |
Key insight: Different teams and capabilities may be at different phases simultaneously.
| Level | Process | People | Tools | Sample KPIs |
|---|---|---|---|---|
| Crawl | Ad-hoc, manual | Limited involvement | Basic/native | 50% allocation, 60% RI coverage, 20% forecast variance |
| Walk | Documented, regular | Defined roles | Third-party tools | 80% allocation, 70% RI coverage, 15% forecast variance |
| Run | Automated, continuous | Organization-wide | Integrated, automated | 90%+ allocation, 80% RI coverage, 12% forecast variance |
Critical: Don't mature for maturity's sake. Progress only when business value justifies the investment.
Establish visibility into cloud costs and usage
Connect spending to business outcomes
Maximize value through efficiency and optimal rates
Enable and sustain FinOps operations
Bridge business, engineering, and finance teams. Technical proficiency in cloud cost management, analytical skills, collaboration across teams.
Design, manage, optimize infrastructure. Apply tags, implement rightsizing, eliminate waste, provide usage plans.
Financial expertise, reconcile invoices, forecast, budget, allocate costs. Determine organizational units, set budgets, process chargeback.
Align FinOps to business objectives. Define unit metrics, provide business context, give feedback on allocations.
Procure cloud services, optimize vendor relationships. Negotiate enterprise agreements, manage software contracts.
Empower organizational alignment, enable action. Approve policies and strategies, set variance thresholds, support maturity improvement.
Allied Personas: ITAM, ITFM, Sustainability, ITSM, Security
| Type | Provider | Flexibility | Discount | Best For |
|---|---|---|---|---|
| Reserved Instances | AWS, Azure | Low | 30-72% | Predictable workloads |
| Savings Plans | AWS | Medium | 20-66% | Flexible compute needs |
| CUDs | GCP | Low | 37-57% | Stable GCP workloads |
| Spot/Preemptible | All | High risk | 60-90% | Fault-tolerant workloads |
Key Metrics:
| Approach | Impact | Effort | Typical Savings |
|---|---|---|---|
| Delete unused resources | Immediate | Low | 100% of waste |
| Rightsize over-provisioned | Quick | Medium | 20-50% |
| Schedule non-production | Quick | Low | 60-70% |
| Storage tiering | Medium-term | Medium | 40-80% |
| Architecture changes | Long-term | High | Varies |
| Method | Best For |
|---|---|
| Trend-based | Stable, predictable workloads |
| Driver-based | Business-linked costs (users, transactions) |
| Rolling | Continuous planning |
| Machine learning | Complex patterns |
Target variance: 20% Crawl, 15% Walk, 12% Run
When providing FinOps guidance:
Sample mandatory tags: CostCenter, Owner, Environment, Application
Progression: Start with high-utilization On-Demand → Convertible RIs/SPs → Standard RIs for ultra-stable
Crawl: Simple trend-based, manual spreadsheets Walk: Driver-based models, documented assumptions Run: Automated, real-time adjustments, ML-powered
Don't: Try to mature everything to Run. Target maturity based on business value.
Crawl: Manual daily review, basic alerts Walk: Automated detection, defined workflows Run: ML-powered detection, auto-remediation where possible
| Policy Type | Example | Enforcement |
|---|---|---|
| Tagging | All resources require CostCenter, Owner, Environment | Block deployment without tags |
| Budget alerts | Alert at 80%, 90%, 100% of threshold | Automated notifications |
| Approval workflows | Resources over $X require approval | Pre-deployment gates |
| Idle resource cleanup | Unused resources auto-terminated after X days | Automated or manual cleanup |
| Instance restrictions | Whitelist approved instance types | Service Control Policies |
For in-depth guidance on specific topics, consult these reference files:
The FinOps Open Cost and Usage Specification (FOCUS) provides a unified billing data format across AWS, Azure, GCP, and other providers. Use FOCUS for:
Optimize for environmental impact alongside cost:
ITAM (IT Asset Management):
ITFM (IT Financial Management):
Security:
Context: Crawl maturity, limited visibility, reactive posture
Recommended approach:
Inform Phase:
Quick Win Optimizations:
Operate Phase:
Personas involved: FinOps Practitioner (lead), Engineering (implement), Finance (budget alignment), Leadership (sponsorship)
Context: Walk maturity, good visibility, ready for advanced rate optimization
Recommended approach:
Key metrics: Coverage 70%+, Utilization 80%+, Break-even <9 months, ESR improvement
Context: Walk maturity, showback in place, ready for accountability
Prerequisites:
Implementation:
Risks: May slow innovation if not balanced with enablement
The framework applies across technology spending segments:
Adapt recommendations to the relevant scope(s).
FinOps success requires cultural transformation:
| Anti-Pattern | Problem | Solution |
|---|---|---|
| Optimize for cost alone | Sacrifices business value | Always balance cost, quality, speed |
| Run everything to Run maturity | Wasted effort, no ROI | Mature based on business value |
| Skip collaboration | Siloed decision-making | Involve all relevant personas |
| Perfect allocation before optimization | Analysis paralysis | Start optimizing with 50%+ allocation |
| Centralize all cost decisions | Slows teams, misses opportunities | Enable distributed ownership |
| Over-commit to reduce variability | Loses cloud flexibility benefits | Commit to baseline, keep growth variable |
If questions involve:
As a FinOps expert:
Always remember: FinOps is about maximizing business value from cloud, not minimizing spend.
© LeoYeAI, MIT. 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 7 other files (references) in skills/finops of LeoYeAI/openclaw-master-skills.
Open the folder on GitHubat commit e5199b5
Finops 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 |
|---|---|---|---|---|---|---|
| Finops this skillLeoYeAI/openclaw-master-skills | 2.2k | — | ~5.2k | Automated safety check: Pass | MIT | |
| Cloud Cost Optimizationwshobson/agents | 40k | 14 repos | ~1.7k | Automated safety check: Pass | MIT | |
| Spotinfoalexei-led/spotinfo | 164 | — | ~1.8k | Automated safety check: Pass | Apache-2.0 | |
| FrugalyuanboP/frugal | 198 | — | ~2.1k | Automated safety check: Pass | MIT | |
| Cloud ArchitectJeffallan/claude-skills | 12k | — | ~1.9k | Automated safety check: Pass | MIT | |
| Cloud Architectdavila7/claude-code-templates | 32k | 8 repos | ~1.9k | Automated safety check: Pass | MIT |
wshobson/agents
Cuts cloud spend across AWS, Azure, GCP and OCI with cost tagging, rightsizing, commitment and spot pricing models, and architecture changes.
alexei-led/spotinfo
Query Spot/preemptible VM prices, savings and interruption risk across AWS, GCP and Azure with the spotinfo CLI.
yuanboP/frugal
Cloud cost awareness for agents. An agent skill from yuanboP/frugal.
Jeffallan/claude-skills
Designs cloud architectures, migration plans, cost optimization recommendations and disaster recovery strategies across AWS, Azure and GCP.
davila7/claude-code-templates
Expert cloud architect specializing in AWS/Azure/GCP multi-cloud infrastructure design, advanced IaC (Terraform/OpenTofu/CDK), FinOps cost optimization, and modern architectural patterns.
ancoleman/ai-design-components
Apply and enforce cloud resource tagging strategies across AWS, Azure, GCP, and Kubernetes for cost allocation, ownership tracking, compliance, and automation.
LeoYeAI/openclaw-master-skills
Manages pipelines on a DevOps quality and efficiency platform through its OpenAPI: list workspaces and templates, create, update, run and cancel pipelines, and read run records.
LeoYeAI/openclaw-master-skills
Patches OpenClaw's Feishu extension so an edited document triggers an isolated agent session that reads the doc and replies inline, turning it into a live chat space.
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Multi-context memory management system for OpenClaw agents with group-isolated storage, global shared memory, workspace organization, and group-specific skills isolation.
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Categories
Expert FinOps (Cloud Financial Operations) guidance for cloud cost optimization, financial management, and business value maximization. Finops is an agent skill from LeoYeAI/openclaw-master-skills. Expert FinOps (Cloud Financial Operations) guidance for cloud cost optimization, financial management, and business value maximization.
Finops fits situations like: cloud cost management; AWS/Azure/GCP billing; cost allocation; tagging strategies.
Run `npx skills add LeoYeAI/openclaw-master-skills --skill finops -a claude-code`. Or copy the skill folder (skills/finops in LeoYeAI/openclaw-master-skills) into .claude/skills/finops in your project. Claude Code loads it when a task matches its description.
Run `npx skills add LeoYeAI/openclaw-master-skills --skill finops -a codex`. Or copy the skill folder (skills/finops in LeoYeAI/openclaw-master-skills) into .agents/skills/finops 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 LeoYeAI/openclaw-master-skills --skill finops -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/finops, .gemini/skills/finops, .github/skills/finops and .opencode/skills/finops in your project.
SKILL.md names no scripts, command-line tools or credentials: Finops is instructions for the agent only. Compatibility (from SKILL.md): Requires access to cloud billing data and cost management tools when implementing recommendations.
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.
Finops is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 5.2k tokens (SKILL.md is roughly 21k 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 9.1k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Finops: Cloud Cost Optimization (wshobson/agents, 40k stars), Spotinfo (alexei-led/spotinfo, 164 stars), Frugal (yuanboP/frugal, 198 stars) and Cloud Architect (Jeffallan/claude-skills, 12k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
LeoYeAI (a GitHub user) maintains it in LeoYeAI/openclaw-master-skills, which has 2,160 GitHub stars. The repository holds 1,235 skills in this directory. The repository was last updated on July 20, 2026.
Source: LeoYeAI/openclaw-master-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.