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 tao12345666333/ankaloop --skill networked-researchgit clone --depth 1 https://github.com/tao12345666333/ankaloopWrote 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/tao12345666333/ankaloop/networked-research)<a href="https://agentmods.dev/skills/tao12345666333/ankaloop/networked-research"><img src="https://agentmods.dev/badge/skills/tao12345666333/ankaloop/networked-research/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/tao12345666333/ankaloop/networked-research"><img src="https://agentmods.dev/badge/skills/tao12345666333/ankaloop/networked-research.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 | $0.00069 | $0.00285 |
| Opus 5.5 | $0.00028 | $0.00114 |
| Sonnet 5.5 | $0.00014 | $0.00057 |
| Haiku 4.5 | $0.00007 | $0.00028 |
Grade A, and why
networked-research 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
Networked Research
Use live web access when local context is not enough.
Prefer the built-in web tools
- Use
web_searchfor internet discovery, current docs, release notes, API references, and unknown technologies. - Use
web_fetchto read a specific URL after you already know the page you need. - These tools work out of the box and do not require the user to configure a search MCP server.
When to search vs fetch
- Search first when the exact page is unknown.
- Fetch directly when the user gives you a URL or when search already surfaced the right page.
- After searching, fetch the most relevant result if you need details rather than snippets.
Working style
- Search with a focused query.
- Narrow by domain when the user wants official docs or a known website.
- Fetch the most relevant page or pages.
- Base your answer or implementation on the fetched content, not on stale model memory.
- Mention uncertainty if the web results conflict or look incomplete.
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 · 29 lines · 69 tokens per session scan A adb35faf763b
networked-research is a skill published in the GitHub repository tao12345666333/ankaloop (55 stars, last pushed 2d ago), licensed Apache-2.0. It adds 69 tokens to every session and 285 once invoked, about $0.0003 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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