Agent skill

Ag2 Use Builtin Tools

by ag2ai in ag2ai/build-with-ag2

Wire AG2 beta's shipped tools into an Agent — both provider-native server-side tools (web search, web fetch, code execution, MCP, image generation, memory) and locally-executed common toolkits…

Apache-2.0Auto-check passedProductivity & Automation

Install Ag2 Use Builtin Tools

skills CLI
$ npx skills add ag2ai/build-with-ag2 --skill ag2-use-builtin-tools -a claude-code

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

GitHub CLI
$ gh skill install ag2ai/build-with-ag2 ag2-use-builtin-tools --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/ag2ai/build-with-ag2.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/ag2-use-builtin-tools .claude/skills/ag2-use-builtin-tools && 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
ag2-use-builtin-tools
GitHub stars
252
Token cost
~1.3k tokens
SKILL.md length
289 words
Files
2 (incl. references)
Skills in repo
16
Repo updated
First seen
Licence
Apache-2.0

At a glance

Wire AG2 beta's shipped tools into an Agent — both provider-native server-side tools (web search, web fetch, code execution, MCP, image generation, memory) and locally-executed common toolkits…

  • Works in 2 steps: Provider-native tools… → Common toolkits (autogen.beta.tools —…
  • The user wants capabilities AG2 already ships rather than writing custom Python
  • SKILL.md covers When to use, 60-second recipes, Going deeper and Common pitfalls
  • Needs EXA_API_KEY and TAVILY_API_KEY

What it does

Ag2 Use Builtin Tools is an agent skill from ag2ai/build-with-ag2. Wire AG2 beta's shipped tools into an Agent — both provider-native server-side tools (web search, web fetch, code execution, MCP, image generation, memory) and locally-executed common toolkits (filesystem, DuckDuckGo, Exa, Tavily, skills). Use when the user wants capabilities AG2 already ships rather than writing custom Python. For shell commands see ag2-shell-tool; for custom Python tools see ag2-add-custom-tool.

Its SKILL.md is about 1.3k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including reference files (for example `references/builtin_tools_matrix.md`).

It sits in Productivity & Automation, covering Web search and Image generation. It works with Python, Model Context Protocol, Tavily and OpenAI. The repository describes itself as: Sample code and application showcases to get you going with AG2 (formally AutoGen). The licence is Apache-2.0.

When your agent uses it

  • The user wants capabilities AG2 already ships rather than writing custom Python
  • Tasks that involve Web search
  • Tasks that involve Image generation

Example prompts

  • “/ag2-use-builtin-tools”

Requirements

  • Python 3
  • A credential in EXA_API_KEY
  • A credential in TAVILY_API_KEY

Workflow steps

2 steps, taken from the first numbered list in SKILL.md.

  1. Provider-native tools (autogen.beta.tools — WebSearchTool, CodeExecutionTool, etc.) — executed server-side by Anthropic / OpenAI / Gemini…
  2. Common toolkits (autogen.beta.tools — FilesystemToolkit, DuckDuckSearchTool, ExaToolkit, TavilySearchTool, SkillsToolkit) — regular Python…

What it can do on your machine

Read from SKILL.md and the folder at commit 29eeac3. 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 python).

    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 these keys or tokens, usually read from environment variables:

    • EXA_API_KEY
    • TAVILY_API_KEY

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Ag2 Use Builtin Tools loads about 1.3k tokens when it runs, and up to ~2.7k if it reads all its reference files. Until then it costs about 111 tokens; SKILL.md has 289 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
~1.3k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~2.7k

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 ag2ai/build-with-ag2 at commit 29eeac3, republished under its Apache-2.0 licence (© ag2ai). 289 words, ~1,318 tokens.

Download SKILL.mdSave it as .claude/skills/ag2-use-builtin-tools/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.
name
ag2-use-builtin-tools
description
Wire AG2 beta's shipped tools into an `Agent` — both provider-native server-side tools (web search, web fetch, code execution, MCP, image generation, memory) and locally-executed common toolkits (filesystem, DuckDuckGo, Exa, Tavily, skills). Use when the user wants capabilities AG2 already ships rather than writing custom Python. For shell commands see `ag2-shell-tool`; for custom Python tools see `ag2-add-custom-tool`.
license
Apache-2.0

Use AG2 beta's built-in tools

When to use

Reach for this skill when the user wants to add a capability that AG2 already ships. Two families:

  1. Provider-native tools (autogen.beta.tools — WebSearchTool, CodeExecutionTool, etc.) — executed server-side by Anthropic / OpenAI / Gemini. No Python implementation on your side.
  2. Common toolkits (autogen.beta.tools — FilesystemToolkit, DuckDuckSearchTool, ExaToolkit, TavilySearchTool, SkillsToolkit) — regular Python that runs in your process and works with every provider.

For shell commands, use ag2-shell-tool (it's important enough to live in its own skill). For custom Python tools, use ag2-add-custom-tool.

60-second recipes

Web search (provider-native)
python
from autogen.beta import Agent
from autogen.beta.config import AnthropicConfig
from autogen.beta.tools import WebSearchTool, UserLocation

agent = Agent(
    "researcher",
    config=AnthropicConfig(model="claude-sonnet-4-6"),
    tools=[
        WebSearchTool(
            max_uses=5,
            user_location=UserLocation(country="US"),
            allowed_domains=["github.com", "pypi.org"],
            blocked_domains=["pinterest.com"],
        ),
    ],
)
Web fetch (Anthropic / Gemini only)
python
from autogen.beta.tools import WebFetchTool

tools = [WebFetchTool(max_uses=3, max_content_tokens=50000, citations=True)]
Code execution
python
from autogen.beta.tools import CodeExecutionTool

agent = Agent("analyst", config=config, tools=[CodeExecutionTool()])
MCP server integration
python
from autogen.beta.tools import MCPServerTool

tools = [
    MCPServerTool(
        server_url="https://mcp.example.com/sse",
        server_label="my-tools",
        allowed_tools=["search", "summarize"],
    ),
]
Image generation (OpenAI Responses only)
python
from autogen.beta.config import OpenAIResponsesConfig
from autogen.beta.tools import ImageGenerationTool

agent = Agent(
    "designer",
    config=OpenAIResponsesConfig(model="gpt-4.1"),
    tools=[ImageGenerationTool(quality="high", size="1024x1024", output_format="png")],
)
reply = await agent.ask("Generate a logo for a coffee shop.")
images: list[bytes] = reply.images
Filesystem (sandboxed, any provider)
python
from autogen.beta.tools import FilesystemToolkit

fs = FilesystemToolkit(base_path="/tmp/workspace")
agent = Agent("worker", config=config, tools=[fs])

base_path is enforced — ../../etc/passwd raises PermissionError. Use read_only=True to expose only read_file and find_files. For ephemeral workspaces use tempfile.TemporaryDirectory() rather than hardcoding /tmp.

Web search via DuckDuckGo (no API key)
python
from autogen.beta.tools import DuckDuckSearchTool
# requires: pip install ag2[ddgs]

tools = [DuckDuckSearchTool(max_results=10, region="us-en", safesearch="moderate")]
python
import os
from autogen.beta.tools import ExaToolkit
# requires: pip install ag2[exa]

tools = [ExaToolkit(api_key=os.environ["EXA_API_KEY"])]

Each tool is exposed as a factory method (exa.search(), exa.find_similar(), exa.get_contents(), exa.answer()) so you can pass only what you need with per-call config.

python
import os
from autogen.beta.tools import TavilySearchTool
# requires: pip install ag2[tavily]

tools = [TavilySearchTool(
    api_key=os.environ["TAVILY_API_KEY"],
    search_depth="advanced",
    include_answer=True,
)]

Going deeper

  • Per-tool provider support, every parameter, version pinning — references/builtin_tools_matrix.md.
  • Source docs — website/docs/beta/tools/builtin_tools.mdx (provider-native), website/docs/beta/tools/common_toolkits.mdx (common toolkits — also covers SkillsToolkit and SkillSearchToolkit).
  • Toolkits authoring — website/docs/beta/tools/toolkits.mdx.

Common pitfalls

  • Mismatch between tool and provider — WebFetchTool raises with OpenAI; MemoryTool is Anthropic-only; ImageGenerationTool is OpenAI Responses only. Check references/builtin_tools_matrix.md first.
  • Anthropic tool versions default to older revisions — pin version="web_search_20260209" etc. when you need dynamic filtering on Opus 4.6 / Sonnet 4.6.
  • FilesystemToolkit paths are sandboxed — by design. Don't try to bypass the path-traversal guard; choose a wider base_path instead.
  • Toolkits and individual tools mix freely — tools=[fs, exa, my_custom_tool] is fine.
  • Optional dependency missing — DuckDuckSearchTool, ExaToolkit, TavilySearchTool need their ag2[<extra>] install. Without it you get a clear ImportError from the config-fallback layer, not a confusing crash.

© ag2ai, 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 1 other file (references) in .agents/skills/ag2-use-builtin-tools of ag2ai/build-with-ag2.

  • SKILL.md
  • references/builtin_tools_matrix.md

Open the folder on GitHubat commit 29eeac3

Compare with similar skills

Ag2 Use Builtin Tools 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.

Ag2 Use Builtin Tools compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Ag2 Use Builtin Tools this skillag2ai/build-with-ag2252—~1.3kAutomated safety check: PassApache-2.0
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Mysearchskernelx/MySearch-Proxy159—~1.4kAutomated safety check: NotesMIT
Mysearchskernelx/MySearch-Proxy159—~3kAutomated safety check: NotesNone
Scrapingbee CLIScrapingBee/scrapingbee-cli108—~3.2kAutomated safety check: NotesMIT
Web Accessitwanger/PaiCLI-Python102—~183Automated safety check: PassMIT

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Questions about Ag2 Use Builtin Tools

What does Ag2 Use Builtin Tools do?

Wire AG2 beta's shipped tools into an Agent — both provider-native server-side tools (web search, web fetch, code execution, MCP, image generation, memory) and locally-executed common toolkits…. Ag2 Use Builtin Tools is an agent skill from ag2ai/build-with-ag2. Wire AG2 beta's shipped tools into an Agent — both provider-native server-side tools (web search, web fetch, code execution, MCP, image generation, memory) and locally-executed common toolkits (filesystem, DuckDuckGo, Exa, Tavily, skills).

When should I use Ag2 Use Builtin Tools?

Ag2 Use Builtin Tools fits situations like: the user wants capabilities AG2 already ships rather than writing custom Python; tasks that involve Web search; tasks that involve Image generation.

How do I install Ag2 Use Builtin Tools in Claude Code?

Run `npx skills add ag2ai/build-with-ag2 --skill ag2-use-builtin-tools -a claude-code`. Or copy the skill folder (.agents/skills/ag2-use-builtin-tools in ag2ai/build-with-ag2) into .claude/skills/ag2-use-builtin-tools in your project. Claude Code loads it when a task matches its description.

How do I install Ag2 Use Builtin Tools in Codex?

Run `npx skills add ag2ai/build-with-ag2 --skill ag2-use-builtin-tools -a codex`. Or copy the skill folder (.agents/skills/ag2-use-builtin-tools in ag2ai/build-with-ag2) into .agents/skills/ag2-use-builtin-tools in your project. Codex loads it when a task matches its description.

Can I use Ag2 Use Builtin Tools 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 ag2ai/build-with-ag2 --skill ag2-use-builtin-tools -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/ag2-use-builtin-tools, .gemini/skills/ag2-use-builtin-tools, .github/skills/ag2-use-builtin-tools and .opencode/skills/ag2-use-builtin-tools in your project.

What does Ag2 Use Builtin Tools need to run?

Going by SKILL.md and its folder, Ag2 Use Builtin Tools needs credentials named EXA_API_KEY and TAVILY_API_KEY. Our summary lists: Python 3; A credential in EXA_API_KEY; A credential in TAVILY_API_KEY.

Does Ag2 Use Builtin Tools 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 Ag2 Use Builtin Tools 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 Ag2 Use Builtin Tools use?

Ag2 Use Builtin Tools is published under the Apache-2.0 licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Ag2 Use Builtin Tools use?

About 1.3k tokens (SKILL.md is roughly 5.3k 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 1.4k tokens, read only when the agent opens those files.

What are the alternatives to Ag2 Use Builtin Tools?

Skills that share tags, products or a category with Ag2 Use Builtin Tools: Deepagents Python Quickstart (langchain-ai/langchain-skills, 1.3k stars), Mysearch (skernelx/MySearch-Proxy, 159 stars), Mysearch (skernelx/MySearch-Proxy, 159 stars) and Scrapingbee CLI (ScrapingBee/scrapingbee-cli, 108 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Ag2 Use Builtin Tools?

ag2ai (a GitHub organization) maintains it in ag2ai/build-with-ag2, which has 252 GitHub stars. The repository holds 16 skills in this directory. The repository was last updated on September 6, 2026.

Source: ag2ai/build-with-ag2 on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.