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.
Maps architectural components in a codebase and measures their size to identify what should be extracted first.
Install Component Identification Sizing
$ npx skills add tech-leads-club/agent-skills --skill component-identification-sizing -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install tech-leads-club/agent-skills component-identification-sizing --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/tech-leads-club/agent-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/'packages/skills-catalog/skills/(architecture)/component-identification-sizing' .claude/skills/component-identification-sizing && 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 "component-identification-sizing" agent skill from https://github.com/tech-leads-club/agent-skills/tree/main/packages/skills-catalog/skills/(architecture)/component-identification-sizing into .claude/skills/component-identification-sizing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "component-identification-sizing", 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/tech-leads-club/agent-skills/tree/main/packages/skills-catalog/skills/(architecture)/component-identification-sizingType 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 tech-leads-club/agent-skills --skill component-identification-sizing -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install tech-leads-club/agent-skills component-identification-sizing --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/tech-leads-club/agent-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/'packages/skills-catalog/skills/(architecture)/component-identification-sizing' .agents/skills/component-identification-sizing && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "component-identification-sizing" agent skill from https://github.com/tech-leads-club/agent-skills/tree/main/packages/skills-catalog/skills/(architecture)/component-identification-sizing into .agents/skills/component-identification-sizing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "component-identification-sizing", 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 tech-leads-club/agent-skills --skill component-identification-sizing -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install tech-leads-club/agent-skills component-identification-sizing --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/tech-leads-club/agent-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/'packages/skills-catalog/skills/(architecture)/component-identification-sizing' .cursor/skills/component-identification-sizing && 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 "component-identification-sizing" agent skill from https://github.com/tech-leads-club/agent-skills/tree/main/packages/skills-catalog/skills/(architecture)/component-identification-sizing into .cursor/skills/component-identification-sizing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "component-identification-sizing", 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/tech-leads-club/agent-skills.git --path 'packages/skills-catalog/skills/(architecture)/component-identification-sizing'--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 tech-leads-club/agent-skills --skill component-identification-sizing -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install tech-leads-club/agent-skills component-identification-sizing --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/tech-leads-club/agent-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/'packages/skills-catalog/skills/(architecture)/component-identification-sizing' .gemini/skills/component-identification-sizing && 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 "component-identification-sizing" agent skill from https://github.com/tech-leads-club/agent-skills/tree/main/packages/skills-catalog/skills/(architecture)/component-identification-sizing into .gemini/skills/component-identification-sizing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "component-identification-sizing", 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 tech-leads-club/agent-skills component-identification-sizingInstalls 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 tech-leads-club/agent-skills --skill component-identification-sizing -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/tech-leads-club/agent-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/'packages/skills-catalog/skills/(architecture)/component-identification-sizing' .github/skills/component-identification-sizing && 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 "component-identification-sizing" agent skill from https://github.com/tech-leads-club/agent-skills/tree/main/packages/skills-catalog/skills/(architecture)/component-identification-sizing into .github/skills/component-identification-sizing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "component-identification-sizing", 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 tech-leads-club/agent-skills --skill component-identification-sizing -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install tech-leads-club/agent-skills component-identification-sizing --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/tech-leads-club/agent-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/'packages/skills-catalog/skills/(architecture)/component-identification-sizing' .opencode/skills/component-identification-sizing && 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 "component-identification-sizing" agent skill from https://github.com/tech-leads-club/agent-skills/tree/main/packages/skills-catalog/skills/(architecture)/component-identification-sizing into .opencode/skills/component-identification-sizing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "component-identification-sizing", 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
component-identification-sizing- GitHub stars
- 7k
- Token cost
- ~3.4k tokens
- SKILL.md length
- 994 words
- Files
- 3
- Skills in repo
- 74
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Maps architectural components in a codebase and measures their size to identify what should be extracted first.
- Works in 3 steps: Identify Components → Calculate Size Metrics → Identify Size Issues
- Asking how big is each module?
- SKILL.md covers How to Use, When to Use, Core Concepts and Analysis Process, plus 7 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Component Identification Sizing is an agent skill from tech-leads-club/agent-skills. Maps architectural components in a codebase and measures their size to identify what should be extracted first. Use when asking "how big is each module?", "what components do I have?", "which service is too large?", "analyze codebase structure", "size my monolith", or planning where to start decomposing. Do NOT use for runtime performance sizing or infrastructure capacity planning.
Its SKILL.md is about 3.4k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files (for example `QUICK-REFERENCE.md` and `README.md`).
It sits in DevOps & Cloud, covering Site reliability engineering. The repository describes itself as: The secure, validated skill registry for professional AI coding agents. Extend Antigravity, Claude Code, Cursor, Copilot and more with absolute confidence.
When your agent uses it
- Asking how big is each module?
- What components do I have?
- Which service is too large?
- Analyze codebase structure
Example prompts
- “how big is each module?”
- “what components do I have?”
- “which service is too large?”
- “/component-identification-sizing”
Requirements
- Node.js
Workflow steps
3 steps, taken from the step headings in SKILL.md.
- Identify Components
- Calculate Size Metrics
- Identify Size Issues
What it can do on your machine
Read from SKILL.md and the folder at commit 6df68d5. It shows what the files ask for, not the result of running them.
Tool permissions
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.
Runs code
No scripts in the folder and no shell commands in SKILL.md (its code samples are markdown and javascript).
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.
Context cost
Component Identification Sizing loads about 3.4k tokens when it runs. Until then it costs about 104 tokens; SKILL.md has 994 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); files beside SKILL.md are not scanned.
SKILL.md
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 994 words (~3,417 tokens).
“This skill identifies architectural components (logical building blocks) in a codebase and calculates size metrics to assess decomposition feasibility and identify oversized components.”
- name
- component-identification-sizing
Files
SKILL.md and 2 other files in packages/skills-catalog/skills/(architecture)/component-identification-sizing of tech-leads-club/agent-skills.
- SKILL.md
- QUICK-REFERENCE.md
- README.md
Open the folder on GitHubat commit 6df68d5
Compare with similar skills
Component Identification Sizing 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 |
|---|---|---|---|---|---|---|
| Component Identification Sizing this skilltech-leads-club/agent-skills | 7k | — | ~3.4k | Automated safety check: Pass | Custom licence | |
| 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 | 281 | 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 Component Identification Sizing
What does Component Identification Sizing do?
Maps architectural components in a codebase and measures their size to identify what should be extracted first. Component Identification Sizing is an agent skill from tech-leads-club/agent-skills. Maps architectural components in a codebase and measures their size to identify what should be extracted first.
When should I use Component Identification Sizing?
Component Identification Sizing fits situations like: asking how big is each module?; what components do I have?; which service is too large?; analyze codebase structure.
How do I install Component Identification Sizing in Claude Code?
Run `npx skills add tech-leads-club/agent-skills --skill component-identification-sizing -a claude-code`. Or copy the skill folder (packages/skills-catalog/skills/(architecture)/component-identification-sizing in tech-leads-club/agent-skills) into .claude/skills/component-identification-sizing in your project. Claude Code loads it when a task matches its description.
How do I install Component Identification Sizing in Codex?
Run `npx skills add tech-leads-club/agent-skills --skill component-identification-sizing -a codex`. Or copy the skill folder (packages/skills-catalog/skills/(architecture)/component-identification-sizing in tech-leads-club/agent-skills) into .agents/skills/component-identification-sizing in your project. Codex loads it when a task matches its description.
Can I use Component Identification Sizing 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 tech-leads-club/agent-skills --skill component-identification-sizing -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/component-identification-sizing, .gemini/skills/component-identification-sizing, .github/skills/component-identification-sizing and .opencode/skills/component-identification-sizing in your project.
What does Component Identification Sizing need to run?
SKILL.md names no scripts, command-line tools or credentials: Component Identification Sizing is instructions for the agent only. Our summary lists: Node.js.
Does Component Identification Sizing 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 Component Identification Sizing 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. Review the folder before installing.
What licence does Component Identification Sizing use?
Component Identification Sizing has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
How many tokens does Component Identification Sizing use?
About 3.4k tokens (SKILL.md is roughly 14k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Component Identification Sizing?
Skills that share tags, products or a category with Component Identification Sizing: Inference Autopilot (rednote-machine-learning/Inference-autopilot, 144 stars), Executing Distributed System Tests (shenli/distributed-system-testing, 231 stars), Alerting Irm (grafana/skills, 281 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 Component Identification Sizing?
tech-leads-club (a GitHub organization) maintains it in tech-leads-club/agent-skills, which has 7,043 GitHub stars. The repository holds 74 skills in this directory. The repository was last updated on October 8, 2026.
Source: tech-leads-club/agent-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.