AI SDK Development
trypostit/trypost
TRIGGER when working with ai-sdk which is Laravel official first-party AI SDK.
Build AI-first applications with RAG pipelines, embeddings, vector databases, agentic workflows, and LLM integration.
Install AI Native Development
$ npx skills add aiskillstore/marketplace --skill ai-native-development -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install aiskillstore/marketplace ai-native-development --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/aiskillstore/marketplace.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/ariegoldkin/ai-native-development .claude/skills/ai-native-development && 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 "ai-native-development" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/ariegoldkin/ai-native-development into .claude/skills/ai-native-development/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ai-native-development", 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/aiskillstore/marketplace/tree/main/skills/ariegoldkin/ai-native-developmentType 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 aiskillstore/marketplace --skill ai-native-development -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install aiskillstore/marketplace ai-native-development --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/ariegoldkin/ai-native-development .agents/skills/ai-native-development && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "ai-native-development" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/ariegoldkin/ai-native-development into .agents/skills/ai-native-development/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ai-native-development", 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 aiskillstore/marketplace --skill ai-native-development -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install aiskillstore/marketplace ai-native-development --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/ariegoldkin/ai-native-development .cursor/skills/ai-native-development && 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 "ai-native-development" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/ariegoldkin/ai-native-development into .cursor/skills/ai-native-development/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ai-native-development", 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/aiskillstore/marketplace.git --path skills/ariegoldkin/ai-native-development--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 aiskillstore/marketplace --skill ai-native-development -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install aiskillstore/marketplace ai-native-development --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/ariegoldkin/ai-native-development .gemini/skills/ai-native-development && 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 "ai-native-development" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/ariegoldkin/ai-native-development into .gemini/skills/ai-native-development/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ai-native-development", 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 aiskillstore/marketplace ai-native-developmentInstalls 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 aiskillstore/marketplace --skill ai-native-development -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/ariegoldkin/ai-native-development .github/skills/ai-native-development && 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 "ai-native-development" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/ariegoldkin/ai-native-development into .github/skills/ai-native-development/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ai-native-development", 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 aiskillstore/marketplace --skill ai-native-development -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install aiskillstore/marketplace ai-native-development --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/ariegoldkin/ai-native-development .opencode/skills/ai-native-development && 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 "ai-native-development" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/ariegoldkin/ai-native-development into .opencode/skills/ai-native-development/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ai-native-development", 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
ai-native-development- GitHub stars
- 430
- Used in
- 1 other repo
- Token cost
- ~4.5k tokens
- SKILL.md length
- 1,098 words
- Files
- 11 (incl. references)
- Skills in repo
- 1,108
- Repo updated
- First seen
- Licence
- None found
At a glance
Build AI-first applications with RAG pipelines, embeddings, vector databases, agentic workflows, and LLM integration.
- Works in 8 steps: Embeddings & Vector Search → Vector Databases → RAG (Retrieval-Augmented Generation) → …
- Tasks that involve Vector databases
- SKILL.md covers Overview, Why AI-Native Development…, Core Concepts and Searching References, plus 6 more sections
- Runs TypeScript scripts from its folder
What it does
AI Native Development is an agent skill from aiskillstore/marketplace. Build AI-first applications with RAG pipelines, embeddings, vector databases, agentic workflows, and LLM integration. Master prompt engineering, function calling, streaming responses, and cost optimization for 2025+ AI development.
Its SKILL.md is about 4.5k tokens, which your agent loads only when the skill is triggered. The skill folder holds 14 other files, including reference files (for example `checklists/ai-implementation-checklist.md`, `examples/chatbot-with-rag-example.ts` and `references/agentic-workflows.md`).
It sits in AI & LLM Engineering, covering Vector databases, Embeddings and Retrieval-augmented generation. The repository describes itself as: Security-audited skills for Claude, Codex & Claude Code. One-click install, quality verified.
When your agent uses it
- Tasks that involve Vector databases
- Tasks that involve Embeddings
- Tasks that involve Retrieval-augmented generation
Example prompts
- “/ai-native-development”
Requirements
- Node.js
Workflow steps
8 steps, taken from the step headings in SKILL.md.
- Embeddings & Vector Search
- Vector Databases
- RAG (Retrieval-Augmented Generation)
- Function Calling & Tool Use
- Agentic Workflows
- Streaming Responses
- Cost Optimization
- Observability & Monitoring
What it can do on your machine
Read from SKILL.md and the folder at commit ad8daf7. 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
Ships script files (TypeScript), which the agent can run.
From the folder's file list and the shell code blocks in SKILL.md.
Network
Links to these hosts (documentation or services it may open):
platform.claude.complatform.openai.comdocs.anthropic.compython.langchain.comdocs.pinecone.iodocs.trychroma.comdocs.smith.langchain.com
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 Native Development loads about 4.5k tokens when it runs, and up to ~20k if it reads all its reference files. Until then it costs about 63 tokens; SKILL.md has 1,098 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
Without a licence we can't republish the file, so here is its outline and opening line. It has 1,098 words (~4,502 tokens).
“AI-Native Development focuses on building applications where AI is a first-class citizen, not an afterthought. This skill provides comprehensive patterns for integrating LLMs, implementing RAG (Retrieval-Augmented Generation), using vector databases, building agentic workflows, and optimizing AI application performance and cost.”
- name
- ai-native-development
- version
- 1.0.0
- author
- AI Agent Hub
- tags
- ai, llm, rag, embeddings, vector-database, agents, langchain, 2025
Files
SKILL.md and 10 other files (references) in skills/ariegoldkin/ai-native-development of aiskillstore/marketplace.
- SKILL.md
- checklists/ai-implementation-checklist.md
- examples/chatbot-with-rag-example.ts
- references/agentic-workflows.md
- references/function-calling.md
- references/observability.md
- references/rag-patterns.md
- references/vector-databases.md
- skill-report.json
- templates/agent-workflow-template.ts
- templates/rag-pipeline-template.ts
Open the folder on GitHubat commit ad8daf7
Used in 1 other repository
We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in aiskillstore/marketplace, which our catalogue first saw on October 7, 2026.
Compare with similar skills
AI Native Development 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 |
|---|---|---|---|---|---|---|
| AI Native Development this skillaiskillstore/marketplace | 430 | 1 repos | ~4.5k | Automated safety check: Pass | None | |
| AI SDK Developmenttrypostit/trypost | 678 | 2 repos | ~3.5k | Automated safety check: Pass | MIT | |
| Sap AI Coresecondsky/sap-skills | 462 | — | ~3.3k | Automated safety check: Pass | GPL-3.0 | |
| Spring AI Integrationrrezartprebreza/spring-boot-skills | 298 | 1 repos | ~2.1k | Automated safety check: Pass | MIT | |
| Spring AI Integrationrrezartprebreza/spring-boot-skills | 298 | 1 repos | ~2.5k | Automated safety check: Pass | MIT | |
| Chroma Vector DatabaseOrchestra-Research/AI-Research-SKILLs | 13k | 8 repos | ~2.3k | Automated safety check: Pass | MIT |
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Related
Categories
Questions about AI Native Development
What does AI Native Development do?
Build AI-first applications with RAG pipelines, embeddings, vector databases, agentic workflows, and LLM integration. AI Native Development is an agent skill from aiskillstore/marketplace. Build AI-first applications with RAG pipelines, embeddings, vector databases, agentic workflows, and LLM integration.
When should I use AI Native Development?
AI Native Development fits situations like: tasks that involve Vector databases; tasks that involve Embeddings; tasks that involve Retrieval-augmented generation.
How do I install AI Native Development in Claude Code?
Run `npx skills add aiskillstore/marketplace --skill ai-native-development -a claude-code`. Or copy the skill folder (skills/ariegoldkin/ai-native-development in aiskillstore/marketplace) into .claude/skills/ai-native-development in your project. Claude Code loads it when a task matches its description.
How do I install AI Native Development in Codex?
Run `npx skills add aiskillstore/marketplace --skill ai-native-development -a codex`. Or copy the skill folder (skills/ariegoldkin/ai-native-development in aiskillstore/marketplace) into .agents/skills/ai-native-development in your project. Codex loads it when a task matches its description.
Can I use AI Native Development 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 aiskillstore/marketplace --skill ai-native-development -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-native-development, .gemini/skills/ai-native-development, .github/skills/ai-native-development and .opencode/skills/ai-native-development in your project.
What does AI Native Development need to run?
Going by SKILL.md and its folder, AI Native Development needs TypeScript for the scripts in its folder. Our summary lists: Node.js.
Does AI Native Development access the network?
SKILL.md names 7 domains. As links in the text: platform.claude.com, platform.openai.com, docs.anthropic.com, python.langchain.com, docs.pinecone.io, docs.trychroma.com and docs.smith.langchain.com. This is read from the text; nothing was executed.
Is AI Native Development 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 Native Development use?
No licence was found for AI Native Development or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does AI Native Development use?
About 4.5k tokens (SKILL.md is roughly 18k 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 16k tokens, read only when the agent opens those files.
What are the alternatives to AI Native Development?
Skills that share tags, products or a category with AI Native Development: AI SDK Development (trypostit/trypost, 678 stars), Sap AI Core (secondsky/sap-skills, 462 stars), Spring AI Integration (rrezartprebreza/spring-boot-skills, 298 stars) and Spring AI Integration (rrezartprebreza/spring-boot-skills, 298 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains AI Native Development?
aiskillstore (a GitHub organization) maintains it in aiskillstore/marketplace, which has 430 GitHub stars. The repository holds 1,108 skills in this directory. The repository was last updated on October 7, 2026.
Source: aiskillstore/marketplace on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.