Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add ag2ai/ag2-skills --skill ag2-network-tools-and-viewsgit clone --depth 1 https://github.com/ag2ai/ag2-skillsWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/ag2ai/ag2-skills/ag2-network-tools-and-views)<a href="https://agentmods.dev/skills/ag2ai/ag2-skills/ag2-network-tools-and-views"><img src="https://agentmods.dev/badge/skills/ag2ai/ag2-skills/ag2-network-tools-and-views/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/ag2ai/ag2-skills/ag2-network-tools-and-views"><img src="https://agentmods.dev/badge/skills/ag2ai/ag2-skills/ag2-network-tools-and-views.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00274 | $0.07963 |
| Opus 5 | $0.00137 | $0.03981 |
| Sonnet 5 | $0.00055 | $0.01593 |
| Haiku 4.5 | $0.00027 | $0.00796 |
Grade A, and why
ag2-network-tools-and-views scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 11d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 606 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AG2 Network — Tools, Views & Custom Handlers
Everything on the agent/client side of the network — the mirror image of ag2-network-governance (which is hub-side). This covers what the LLM sees of the channel (views), which actions it can take (the five auto-injected plugin tools plus the adapter-owned say), what other agents know about it (skill markdown), how to replace the handler entirely, and the full Envelope reference.
Prerequisite: read
ag2-network-quickstartfirst. This skill assumes you knowHub.open,HubClient.register, the channel lifecycle, and basicagent_client.open(...)/channel.send(...).
When to use
- "Limit / extend the LLM's network tool surface" (plugin tools vs. adapter
tools_for) - "Write a custom envelope handler"
- "Build a gateway / headless worker that doesn't run an LLM"
- "Add a non-LLM participant — a person at a UI, a bridge, a scripted seeder" (
HumanClient) - "Customise what each agent sees of the channel history (view policy)"
- "Strip / redact / filter envelopes before they reach the LLM"
- "Wire peer discovery via skill markdown"
- "Send a custom event type (
myapp.review_request, …)" - "I need the
EV_*constants list /Envelopeshape /audiencesemantics"
Network tools — plugin tools vs. adapter tools
An agent's per-turn LLM tool list is assembled from two streams:
- Plugin tools — when you register with the default
attach_plugin=True,NetworkPluginadds five identity-level, channel-agnostic verbs toagent.tools:peers/channels/tasks/context/delegate. Same behaviour in any channel. - Adapter tools — the channel's adapter offers channel-specific tools per turn via
adapter.tools_for(client, metadata, state, participant_id); the default handler resolves them and merges them intoagent.ask(tools=...)(cached per(adapter, client)so the schema build cost is paid once). The only built-in adapter tool issay.
So say is not a plugin tool — it's offered by the adapter, gated by turn state:
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 11d ago First seen · 606 lines · 274 tokens per session scan A 8769f69b9dbd
ag2-network-tools-and-views is a skill published in the GitHub repository ag2ai/ag2-skills (10 stars, last pushed 1mo ago), licensed Apache-2.0. It adds 274 tokens to every session and 7,963 once invoked, about $0.0014 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
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