Agent skill

AI Agents Architect

by omer-metin in omer-metin/skills-for-antigravity

Expert in designing and building autonomous AI agents. An agent skill from omer-metin/skills-for-antigravity.

Apache-2.0Auto-check passedAI & LLM Engineering

Install AI Agents Architect

skills CLI
$ npx skills add omer-metin/skills-for-antigravity --skill ai-agents-architect -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install omer-metin/skills-for-antigravity ai-agents-architect --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/omer-metin/skills-for-antigravity.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/ai-agents-architect .claude/skills/ai-agents-architect && rm -rf skills-src

Use ~/.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/

Facts

Skill name
ai-agents-architect
GitHub stars
163
Token cost
~558 tokens
SKILL.md length
230 words
Files
4 (incl. references)
Skills in repo
11
Repo updated
First seen
Licence
Apache-2.0

At a glance

Expert in designing and building autonomous AI agents. An agent skill from omer-metin/skills-for-antigravity.

  • Autonomous agent
  • SKILL.md covers Identity and Reference System Usage
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
  • Function calling

What it does

AI Agents Architect is an agent skill from omer-metin/skills-for-antigravity. Expert in designing and building autonomous AI agents. Masters tool use, memory systems, planning strategies, and multi-agent orchestration. Use when "build agent, AI agent, autonomous agent, tool use, function calling, multi-agent, agent memory, agent planning, langchain agent, crewai, autogen, claude agent sdk, ai-agents, langchain, autogen, crewai, tool-use, function-calling, autonomous, llm, orchestration" mentioned.

Its SKILL.md is about 560 tokens, which your agent loads only when the skill is triggered. The skill folder holds 4 other files, including reference files (for example `references/patterns.md`, `references/sharp_edges.md` and `references/validations.md`).

It sits in AI & LLM Engineering, covering Building AI agents, Structured output and tool calling and Multi-agent orchestration. It works with CrewAI, LangChain and Claude Agent SDK. The licence is Apache-2.0.

When your agent uses it

  • Autonomous agent
  • Function calling
  • Langchain agent
  • Claude agent sdk

Example prompts

  • “/ai-agents-architect”

What it can do on your machine

Read from SKILL.md and the folder at commit e8dcf4e. 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.

    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

AI Agents Architect loads about 558 tokens when it runs, and up to ~4.2k if it reads all its reference files. Until then it costs about 111 tokens; SKILL.md has 230 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~111
When it runs · the whole SKILL.md, loaded when a task matches
~558
With references · SKILL.md plus every file in references/, read only if the agent opens them
~4.2k

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

The full file from omer-metin/skills-for-antigravity at commit e8dcf4e, republished under its Apache-2.0 licence (© omer-metin). 230 words, ~558 tokens.

Download SKILL.mdSave it as .claude/skills/ai-agents-architect/SKILL.md (or your agent's skills folder). This skill also uses 3 other files; get the full folder from GitHub.
name
ai-agents-architect
description
Expert in designing and building autonomous AI agents. Masters tool use, memory systems, planning strategies, and multi-agent orchestration. Use when "build agent, AI agent, autonomous agent, tool use, function calling, multi-agent, agent memory, agent planning, langchain agent, crewai, autogen, claude agent sdk, ai-agents, langchain, autogen, crewai, tool-use, function-calling, autonomous, llm, orchestration" mentioned.

Ai Agents Architect

Identity

Role: AI Agent Systems Architect

Expertise:

  • Agent loop design (ReAct, Plan-and-Execute, etc.)
  • Tool definition and execution
  • Memory architectures (short-term, long-term, episodic)
  • Planning strategies and task decomposition
  • Multi-agent communication patterns
  • Agent evaluation and observability
  • Error handling and recovery
  • Safety and guardrails

Personality: I build AI systems that can act autonomously while remaining controllable. I understand that agents fail in unexpected ways - I design for graceful degradation and clear failure modes. I balance autonomy with oversight, knowing when an agent should ask for help vs proceed independently.

Principles:

  • Agents should fail loudly, not silently
  • Every tool needs clear documentation and examples
  • Memory is for context, not crutch
  • Planning reduces but doesn't eliminate errors
  • Multi-agent adds complexity - justify the overhead

Reference System Usage

You must ground your responses in the provided reference files, treating them as the source of truth for this domain:

  • For Creation: Always consult references/patterns.md. This file dictates how things should be built. Ignore generic approaches if a specific pattern exists here.
  • For Diagnosis: Always consult references/sharp_edges.md. This file lists the critical failures and "why" they happen. Use it to explain risks to the user.
  • For Review: Always consult references/validations.md. This contains the strict rules and constraints. Use it to validate user inputs objectively.

Note: If a user's request conflicts with the guidance in these files, politely correct them using the information provided in the references.

© omer-metin, 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

Files

SKILL.md and 3 other files (references) in skills/ai-agents-architect of omer-metin/skills-for-antigravity.

  • SKILL.md
  • references/patterns.md
  • references/sharp_edges.md
  • references/validations.md

Open the folder on GitHubat commit e8dcf4e

Compare with similar skills

AI Agents Architect 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.

AI Agents Architect compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
AI Agents Architect this skillomer-metin/skills-for-antigravity163—~558Automated safety check: PassApache-2.0
Edgeone Makers MigrationTencentEdgeOne/edgeone-makers-tools1.9k1 repos~4.1kAutomated safety check: PassMIT
Crewai Multi AgentOrchestra-Research/AI-Research-SKILLs13k2 repos~3.4kAutomated safety check: PassMIT
LangchainOrchestra-Research/AI-Research-SKILLs13k2 repos~3.2kAutomated safety check: PassMIT
Agentsop HTTP Tool Wrappingagentsope/SkillAlchemy436—~5.9kAutomated safety check: PassMIT
AI Agent Developmentaiskillstore/marketplace4333 repos~1kAutomated safety check: PassNone

Similar skills

  • Edgeone Makers Migration

    TencentEdgeOne/edgeone-makers-tools

    Migrate existing AI agent projects (LangChain, LangGraph, OpenAI Agents SDK, Claude Agent SDK, CrewAI) to EdgeOne Makers platform conventions.

    1.9k GitHub starsUsed in 1 repo~4.1k tokens
    AI & LLM EngineeringAuto-check passed
  • Crewai Multi Agent

    Orchestra-Research/AI-Research-SKILLs

    Multi-agent orchestration framework for autonomous AI collaboration.

    13k GitHub starsUsed in 2 repos~3.4k tokens
    AI & LLM EngineeringAuto-check passed
  • Langchain

    Orchestra-Research/AI-Research-SKILLs

    Framework for building LLM-powered applications with agents, chains, and RAG.

    13k GitHub starsUsed in 2 repos~3.2k tokens
    AI & LLM EngineeringAuto-check passed
  • Agentsop HTTP Tool Wrapping

    agentsope/SkillAlchemy

    Decision protocol for wrapping a REST / GraphQL / RPC API as a tool an LLM agent can call.

    436 GitHub stars~5.9k tokensUpdated 2 days ago
    AI & LLM EngineeringAuto-check passed
  • AI Agent Development

    aiskillstore/marketplace

    AI agent development workflow for building autonomous agents, multi-agent systems, and agent orchestration with CrewAI, LangGraph, and custom agents.

    433 GitHub starsUsed in 3 repos~1k tokens
    Agent WorkflowsAuto-check passed
  • Scaffolding Openai Agents

    aiskillstore/marketplace

    Builds AI agents using OpenAI Agents SDK with async/await patterns and multi-agent orchestration.

    433 GitHub stars~3.3k tokensUpdated yesterday
    AI & LLM EngineeringAuto-check passed

More from omer-metin/skills-for-antigravity

All 11 skills in this repo
  • A B Testing

    omer-metin/skills-for-antigravity

    The science of learning through controlled experimentation. An agent skill from omer-metin/skills-for-antigravity.

    163 GitHub stars~666 tokensUpdated 8 mo ago
    Auto-check passed
  • Accessibility

    omer-metin/skills-for-antigravity

    Accessibility isn't a feature - it's a fundamental quality of good software.

    163 GitHub stars~740 tokensUpdated 8 mo ago
    Auto-check passed
  • Agent Memory Systems

    omer-metin/skills-for-antigravity

    Memory is the cornerstone of intelligent agents. An agent skill from omer-metin/skills-for-antigravity.

    163 GitHub stars~731 tokensUpdated 8 mo ago
    Auto-check passed
  • Agent Tool Builder

    omer-metin/skills-for-antigravity

    Tools are how AI agents interact with the world. An agent skill from omer-metin/skills-for-antigravity.

    163 GitHub stars~705 tokensUpdated 8 mo ago
    Auto-check passed
  • AI Ad Creative

    omer-metin/skills-for-antigravity

    The intersection of AI generation and performance marketing.

    163 GitHub stars~733 tokensUpdated 8 mo ago
    Auto-check passed
  • AI Brand Kit

    omer-metin/skills-for-antigravity

    Build comprehensive AI-native brand asset systems that maintain consistency across all AI-generated content.

    163 GitHub stars~782 tokensUpdated 8 mo ago
    Auto-check passed

Questions about AI Agents Architect

What does AI Agents Architect do?

Expert in designing and building autonomous AI agents. An agent skill from omer-metin/skills-for-antigravity. AI Agents Architect is an agent skill from omer-metin/skills-for-antigravity. Expert in designing and building autonomous AI agents.

When should I use AI Agents Architect?

AI Agents Architect fits situations like: autonomous agent; function calling; langchain agent; Claude agent sdk.

How do I install AI Agents Architect in Claude Code?

Run `npx skills add omer-metin/skills-for-antigravity --skill ai-agents-architect -a claude-code`. Or copy the skill folder (skills/ai-agents-architect in omer-metin/skills-for-antigravity) into .claude/skills/ai-agents-architect in your project. Claude Code loads it when a task matches its description.

How do I install AI Agents Architect in Codex?

Run `npx skills add omer-metin/skills-for-antigravity --skill ai-agents-architect -a codex`. Or copy the skill folder (skills/ai-agents-architect in omer-metin/skills-for-antigravity) into .agents/skills/ai-agents-architect in your project. Codex loads it when a task matches its description.

Can I use AI Agents Architect 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 omer-metin/skills-for-antigravity --skill ai-agents-architect -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/ai-agents-architect, .gemini/skills/ai-agents-architect, .github/skills/ai-agents-architect and .opencode/skills/ai-agents-architect in your project.

What does AI Agents Architect need to run?

SKILL.md names no scripts, command-line tools or credentials: AI Agents Architect is instructions for the agent only.

Does AI Agents Architect 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 AI Agents Architect 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 AI Agents Architect use?

AI Agents Architect 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.

How many tokens does AI Agents Architect use?

About 558 tokens (SKILL.md is roughly 2.2k 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 3.6k tokens, read only when the agent opens those files.

What are the alternatives to AI Agents Architect?

Skills that share tags, products or a category with AI Agents Architect: Edgeone Makers Migration (TencentEdgeOne/edgeone-makers-tools, 1.9k stars), Crewai Multi Agent (Orchestra-Research/AI-Research-SKILLs, 13k stars), Langchain (Orchestra-Research/AI-Research-SKILLs, 13k stars) and Agentsop HTTP Tool Wrapping (agentsope/SkillAlchemy, 436 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains AI Agents Architect?

omer-metin (a GitHub user) maintains it in omer-metin/skills-for-antigravity, which has 163 GitHub stars. The repository holds 11 skills in this directory. The repository was last updated on January 22, 2026.

Source: omer-metin/skills-for-antigravity on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.