Agent Stuff is a personal package of reusable skills, extensions, prompt commands, themes, and utilities for the Pi Coding Agent. Its author uses these tools across projects, and the catalogue entries are components from this package that support that workflow.
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 mitsuhiko/agent-stuff --skill native-web-searchgit clone --depth 1 https://github.com/mitsuhiko/agent-stuffWrote 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/mitsuhiko/agent-stuff/native-web-search)<a href="https://agentmods.dev/skills/mitsuhiko/agent-stuff/native-web-search"><img src="https://agentmods.dev/badge/skills/mitsuhiko/agent-stuff/native-web-search/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/mitsuhiko/agent-stuff/native-web-search"><img src="https://agentmods.dev/badge/skills/mitsuhiko/agent-stuff/native-web-search.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
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 | $0.00024 | $0.00340 |
| Opus 5.5 | $0.00010 | $0.00136 |
| Sonnet 5.5 | $0.00005 | $0.00068 |
| Haiku 4.5 | $0.00002 | $0.00034 |
Grade A, and why
native-web-search 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 1mo 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.
What it actually says
Native Web Search
Use this skill to run a fast model with native web search enabled and get a concise research summary with explicit full URLs.
Script
search.mjs
Usage
Run from this skill directory:
node search.mjs "<what to search>" --purpose "<why you need this>"
Examples:
node search.mjs "latest python release" --purpose "update dependency notes"
node search.mjs "vite 7 breaking changes" --purpose "prepare migration checklist"
Optional flags:
--provider openai-codex|anthropic--model <model-id>--timeout <ms>--json
Output expectations
The script instructs the model to:
- search the internet for the requested topic
- provide a concise summary for the given purpose
- include full canonical URLs (
https://...) for each key finding - highlight disagreements between sources
Notes
- No extra npm install is required.
- If module resolution fails, set
PI_AI_MODULE_PATHto@earendil-works/pi-ai'sdist/index.jspath. - If OAuth helper resolution fails, set
PI_AI_OAUTH_MODULE_PATHto@earendil-works/pi-ai'sdist/oauth.jspath. - For OAuth providers, the script can fall back to a still-valid cached
accesstoken from~/.pi/agent/auth.json.
What ships with it
1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
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.
- 1mo ago First seen · 50 lines · 24 tokens per session scan A e6df83dde50d
native-web-search is a skill published in the GitHub repository mitsuhiko/agent-stuff (3,192 stars, last pushed 21d ago), licensed Apache-2.0. It adds 24 tokens to every session and 340 once invoked, about $0.0001 per session on Opus 5.5. 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 2026-08-30.
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