Inference Autopilot
rednote-machine-learning/Inference-autopilot
Analyze, benchmark, diagnose, and optimize large-model inference deployments from hardware inventory, model details, workload traces, and latency or throughput SLOs.
Agent skill
Analyzing Capacity Planning
by jeremylongshore in jeremylongshore/tons-of-skills-marketplace
Execute this skill enables AI assistant to analyze capacity requirements and plan for future growth.
Install Analyzing Capacity Planning
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill analyzing-capacity-planning -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace analyzing-capacity-planning --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/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/.curated/analyzing-capacity-planning .claude/skills/analyzing-capacity-planning && 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 "analyzing-capacity-planning" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/analyzing-capacity-planning into .claude/skills/analyzing-capacity-planning/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analyzing-capacity-planning", 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/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/analyzing-capacity-planningType 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 jeremylongshore/tons-of-skills-marketplace --skill analyzing-capacity-planning -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace analyzing-capacity-planning --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/.curated/analyzing-capacity-planning .agents/skills/analyzing-capacity-planning && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "analyzing-capacity-planning" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/analyzing-capacity-planning into .agents/skills/analyzing-capacity-planning/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analyzing-capacity-planning", 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 jeremylongshore/tons-of-skills-marketplace --skill analyzing-capacity-planning -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace analyzing-capacity-planning --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/.curated/analyzing-capacity-planning .cursor/skills/analyzing-capacity-planning && 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 "analyzing-capacity-planning" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/analyzing-capacity-planning into .cursor/skills/analyzing-capacity-planning/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analyzing-capacity-planning", 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/jeremylongshore/tons-of-skills-marketplace.git --path skills/.curated/analyzing-capacity-planning--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 jeremylongshore/tons-of-skills-marketplace --skill analyzing-capacity-planning -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace analyzing-capacity-planning --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/.curated/analyzing-capacity-planning .gemini/skills/analyzing-capacity-planning && 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 "analyzing-capacity-planning" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/analyzing-capacity-planning into .gemini/skills/analyzing-capacity-planning/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analyzing-capacity-planning", 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 jeremylongshore/tons-of-skills-marketplace analyzing-capacity-planningInstalls 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 jeremylongshore/tons-of-skills-marketplace --skill analyzing-capacity-planning -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/.curated/analyzing-capacity-planning .github/skills/analyzing-capacity-planning && 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 "analyzing-capacity-planning" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/analyzing-capacity-planning into .github/skills/analyzing-capacity-planning/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analyzing-capacity-planning", 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 jeremylongshore/tons-of-skills-marketplace --skill analyzing-capacity-planning -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace analyzing-capacity-planning --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/.curated/analyzing-capacity-planning .opencode/skills/analyzing-capacity-planning && 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 "analyzing-capacity-planning" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/analyzing-capacity-planning into .opencode/skills/analyzing-capacity-planning/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analyzing-capacity-planning", 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.
Facts
- Skill name
analyzing-capacity-planning- GitHub stars
- 2.8k
- Token cost
- ~947 tokens
- SKILL.md length
- 401 words
- Files
- 5 (incl. scripts, references, assets)
- Skills in repo
- 3,342
- Repo updated
- First seen
- Licence
- MIT
At a glance
Execute this skill enables AI assistant to analyze capacity requirements and plan for future growth.
- Works in 3 steps: Analyze Utilization: The plugin analyzes… → Forecast Growth: Based on historical… → Generate Recommendations: The plugin…
- With phrases like analyze
- SKILL.md covers Overview, How It Works, When to Use This Skill and Examples, plus 7 more sections
- Runs Python scripts from its folder
What it does
Analyzing Capacity Planning is an agent skill from jeremylongshore/tons-of-skills-marketplace. Execute this skill enables AI assistant to analyze capacity requirements and plan for future growth. it uses the capacity-planning-analyzer plugin to assess current utilization, forecast growth trends, and recommend scaling strategies. use this skill when the u... Use when analyzing code or data. Trigger with phrases like 'analyze', 'review', or 'examine'.
Its SKILL.md is about 950 tokens, which your agent loads only when the skill is triggered. The skill folder holds 7 other files, including scripts, reference files and assets (for example `assets/README.md`, `references/README.md` and `scripts/README.md`). Compatibility notes: Designed for Claude Code
It sits in DevOps & Cloud, covering Site reliability engineering. The repository describes itself as: Model-agnostic agent-skills platform with a harness-free canonical layer, verified adapters, and the ccpi package manager. Explore at tonsofskills.com. The licence is MIT.
When your agent uses it
- With phrases like analyze
- Tasks that involve Site reliability engineering
Example prompts
- “analyze”
- “review”
- “examine”
- “/analyzing-capacity-planning”
Requirements
- Python 3
- Compatibility (from SKILL.md): Designed for Claude Code
- Pre-approved tools (allowed-tools): Read, Write, Edit, Grep, Glob, Bash(cmd:*)
Workflow steps
3 steps, taken from the first numbered list in SKILL.md.
- Analyze Utilization: The plugin analyzes current CPU, memory, database storage, network bandwidth, and request rate utilization.
- Forecast Growth: Based on historical data, the plugin forecasts future growth trends for key capacity metrics.
- Generate Recommendations: The plugin recommends scaling strategies, including vertical and horizontal scaling options, and estimates…
What it can do on your machine
Read from SKILL.md and the folder at commit d57fcd5. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves these tools, so the agent can use them without asking each time:
ReadWriteEditGrepGlobBash(cmd:*)
From allowed-tools in the SKILL.md frontmatter.
Runs code
Ships 2 files in scripts/ (Python), which the agent can run.
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Compatibility
Designed for Claude Code
From compatibility in the SKILL.md frontmatter.
Context cost
Analyzing Capacity Planning loads about 947 tokens when it runs, and up to ~965 if it reads all its reference files. Until then it costs about 97 tokens; SKILL.md has 401 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.
Safety
Auto-check passed
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); the scripts in this folder are not scanned.
SKILL.md
The full file from jeremylongshore/tons-of-skills-marketplace at commit d57fcd5, republished under its MIT licence (© jeremylongshore). 401 words, ~947 tokens.
Download SKILL.mdSave it as
.claude/skills/analyzing-capacity-planning/SKILL.md (or your agent's skills folder). This skill also uses 4 other files; get the full folder from GitHub.- name
- analyzing-capacity-planning
- description
- Execute this skill enables AI assistant to analyze capacity requirements and plan for future growth. it uses the capacity-planning-analyzer plugin to assess current utilization, forecast growth trends, and recommend scaling strategies. use this skill when the u... Use when analyzing code or data. Trigger with phrases like 'analyze', 'review', or 'examine'.
- allowed-tools
- Read, Write, Edit, Grep, Glob, Bash(cmd:*)
- compatibility
- Designed for Claude Code
- version
- 1.21.0
- author
- Jeremy Longshore <jeremy@intentsolutions.io>
- license
- MIT
- tags
- performance, scaling, analyzing-capacity
Capacity Planning Analyzer
Analyze current resource utilization, forecast growth trends, and generate scaling recommendations with cost estimates for CPU, memory, storage, and network capacity.
Overview
This skill empowers Claude to analyze current resource utilization, predict future capacity needs, and provide actionable recommendations for scaling infrastructure. It generates insights into growth trends, identifies potential bottlenecks, and estimates costs associated with capacity expansion.
How It Works
- Analyze Utilization: The plugin analyzes current CPU, memory, database storage, network bandwidth, and request rate utilization.
- Forecast Growth: Based on historical data, the plugin forecasts future growth trends for key capacity metrics.
- Generate Recommendations: The plugin recommends scaling strategies, including vertical and horizontal scaling options, and estimates associated costs.
When to Use This Skill
This skill activates when you need to:
- Analyze current infrastructure capacity and identify potential bottlenecks.
- Forecast future resource requirements based on projected growth.
- Develop a capacity roadmap to ensure optimal performance and availability.
Examples
Example 1: Planning for Database Growth
User request: "Analyze database capacity and plan for future growth."
The skill will:
- Analyze current database storage utilization and growth rate.
- Forecast future storage requirements based on historical trends.
- Recommend scaling options, such as adding storage or migrating to a larger instance.
Example 2: Identifying CPU Bottlenecks
User request: "Analyze CPU utilization and identify potential bottlenecks."
The skill will:
- Analyze CPU utilization trends across different servers and applications.
- Identify periods of high CPU usage and potential bottlenecks.
- Recommend scaling options, such as adding more CPU cores or optimizing application code.
Show full SKILL.md (144 more words)Show less
Best Practices
- Data Accuracy: Ensure that the data used for analysis is accurate and up-to-date.
- Metric Selection: Choose the right capacity metrics to monitor based on your specific application requirements.
- Regular Monitoring: Regularly monitor capacity metrics to identify potential issues before they impact performance.
Integration
This skill can be integrated with other monitoring and alerting tools to provide proactive capacity management. It can also be used in conjunction with infrastructure-as-code tools to automate scaling operations.
Prerequisites
- Appropriate file access permissions
- Required dependencies installed
Instructions
- Invoke this skill when the trigger conditions are met
- Provide necessary context and parameters
- Review the generated output
- Apply modifications as needed
Output
The skill produces structured output relevant to the task.
Error Handling
- Invalid input: Prompts for correction
- Missing dependencies: Lists required components
- Permission errors: Suggests remediation steps
Resources
- Project documentation
- Related skills and commands
© jeremylongshore, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
SKILL.md and 4 other files (scripts, references, assets) in skills/.curated/analyzing-capacity-planning of jeremylongshore/tons-of-skills-marketplace.
- SKILL.md
- assets/README.md
- references/README.md
- scripts/README.md
- scripts/analyze_capacity.py
Open the folder on GitHubat commit d57fcd5
Compare with similar skills
Analyzing Capacity Planning 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 |
|---|---|---|---|---|---|---|
| Analyzing Capacity Planning this skilljeremylongshore/tons-of-skills-marketplace | 2.8k | — | ~947 | Automated safety check: Pass | MIT | |
| Inference Autopilotrednote-machine-learning/Inference-autopilot | 144 | — | ~4.5k | Automated safety check: Pass | Apache-2.0 | |
| Executing Distributed System Testsshenli/distributed-system-testing | 231 | — | ~5.1k | Automated safety check: Notes | MIT | |
| Alerting Irmgrafana/skills | 282 | 1 repos | ~1.9k | Automated safety check: Pass | Apache-2.0 | |
| Slo Implementationwshobson/agents | 40k | 11 repos | ~1.7k | Automated safety check: Pass | MIT | |
| Agentforce D360 Analyzeforcedotcom/sf-skills | 1.1k | — | ~3.4k | Automated safety check: Pass | Apache-2.0 |
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Related
Categories
Questions about Analyzing Capacity Planning
What does Analyzing Capacity Planning do?
Execute this skill enables AI assistant to analyze capacity requirements and plan for future growth. Analyzing Capacity Planning is an agent skill from jeremylongshore/tons-of-skills-marketplace. Execute this skill enables AI assistant to analyze capacity requirements and plan for future growth.
When should I use Analyzing Capacity Planning?
Analyzing Capacity Planning fits situations like: with phrases like analyze; tasks that involve Site reliability engineering.
How do I install Analyzing Capacity Planning in Claude Code?
Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill analyzing-capacity-planning -a claude-code`. Or copy the skill folder (skills/.curated/analyzing-capacity-planning in jeremylongshore/tons-of-skills-marketplace) into .claude/skills/analyzing-capacity-planning in your project. Claude Code loads it when a task matches its description.
How do I install Analyzing Capacity Planning in Codex?
Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill analyzing-capacity-planning -a codex`. Or copy the skill folder (skills/.curated/analyzing-capacity-planning in jeremylongshore/tons-of-skills-marketplace) into .agents/skills/analyzing-capacity-planning in your project. Codex loads it when a task matches its description.
Can I use Analyzing Capacity Planning in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill analyzing-capacity-planning -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/analyzing-capacity-planning, .gemini/skills/analyzing-capacity-planning, .github/skills/analyzing-capacity-planning and .opencode/skills/analyzing-capacity-planning in your project.
What does Analyzing Capacity Planning need to run?
Going by SKILL.md and its folder, Analyzing Capacity Planning needs Python for the scripts in its folder. Our summary lists: Python 3. Its frontmatter pre-approves these tools: Read, Write, Edit, Grep, Glob, Bash(cmd:*). Compatibility (from SKILL.md): Designed for Claude Code.
Does Analyzing Capacity Planning access the network?
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.
Is Analyzing Capacity Planning safe to install?
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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
What licence does Analyzing Capacity Planning use?
Analyzing Capacity Planning is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Analyzing Capacity Planning use?
About 947 tokens (SKILL.md is roughly 3.8k 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 18 tokens, read only when the agent opens those files.
What are the alternatives to Analyzing Capacity Planning?
Skills that share tags, products or a category with Analyzing Capacity Planning: Inference Autopilot (rednote-machine-learning/Inference-autopilot, 144 stars), Executing Distributed System Tests (shenli/distributed-system-testing, 231 stars), Alerting Irm (grafana/skills, 282 stars) and Slo Implementation (wshobson/agents, 40k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Analyzing Capacity Planning?
jeremylongshore (a GitHub user) maintains it in jeremylongshore/tons-of-skills-marketplace, which has 2,831 GitHub stars. The repository holds 3,342 skills in this directory. The repository was last updated on October 11, 2026.
Source: jeremylongshore/tons-of-skills-marketplace on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.