universal-web-adaptation

universal-web-adaptation is a skill for Claude Code, Codex from AllenS0104/skill-browser. It costs 72 tokens per session (1,669 once invoked), scanned A, original, MIT.

A general browser workflow for working with unfamiliar public websites. It discovers available tools, checks access requirements, tests common controls, handles popups, and creates a site profile only when general methods fail.

In plain words
What is it for?
Use it for website searches, collecting results, lightweight summaries, and deciding whether a reusable site-specific profile is needed.
Why use it?
Every website can use different controls, login requirements, or navigation patterns. This workflow reduces one-off manual integration and helps choose the right way to access a site.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it for website searches, collecting results, lightweight summaries, and deciding whether a reusable site-specific profile is needed.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/allens0104/skill-browser/universal-web-adaptation
Install

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.

Any agent
npx skills add AllenS0104/skill-browser --skill universal-web-adaptation
Clone the repo
git clone --depth 1 https://github.com/AllenS0104/skill-browser

Made for: Claude Code, Codex.

Wrote 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.

agentmods badge for universal-web-adaptation

README.md
[![agentmods](https://agentmods.dev/badge/skills/allens0104/skill-browser/universal-web-adaptation/github.svg)](https://agentmods.dev/skills/allens0104/skill-browser/universal-web-adaptation)
Your own site
<a href="https://agentmods.dev/skills/allens0104/skill-browser/universal-web-adaptation"><img src="https://agentmods.dev/badge/skills/allens0104/skill-browser/universal-web-adaptation/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.

agentmods 80×15 button for universal-web-adaptation

Your own site · 80×15
<a href="https://agentmods.dev/skills/allens0104/skill-browser/universal-web-adaptation"><img src="https://agentmods.dev/badge/skills/allens0104/skill-browser/universal-web-adaptation.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 72 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,669 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00072 $0.01669
Opus 5.5 $0.00029 $0.00668
Sonnet 5.5 $0.00014 $0.00334
Haiku 4.5 $0.00007 $0.00167

Measured 1mo ago against content hash 87b4f7191835, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

universal-web-adaptation 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.

skills/universal-web-adaptation/SKILL.md · 263 lines

How it starts

The opening of the file, as written. The whole thing — 263 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Universal web adaptation skill

Use this skill when the user wants a general solution across many websites, not a one-by-one manual integration first.

This skill is especially suitable for:

  • unfamiliar public websites
  • search-oriented workflows
  • result-page collection and lightweight summaries
  • deciding whether a site needs a dedicated profile or can stay generic

For the 99idea Playwright project, this skill should work together with:

  • src\run-demo.js
  • src\planner.js
  • src\llm-planner.js
  • src\site-profiles.js
  • scenarios\site-profiles.json

Core principle

Always try this order:

  1. Capability discovery — check if opencli already supports the site (opencli list)
  2. Auth cascade — classify: PUBLIC → COOKIE/SESSION → HEADER → LOGIN-GATED
  3. Generic adaptation — probe UI controls and try heuristic strategies
  4. Temporary scenario tuning — adjust runtime before assuming selectors are wrong
  5. Popup / opener / alternate-submit handling
  6. Site profile only if generic adaptation still fails

The goal is to minimize per-site handwork.

Execution path decision (inspired by opencli)

Before touching the DOM, first determine which execution layer to use:

if opencli has an adapter for this site:
    use opencli (zero LLM cost, deterministic)
elif the site has a public API:
    use fetch (structured data, no rendering)
elif the site renders server-side (SSR):
    use web_fetch or Playwright (metadata extraction)
else:
    use Browser Agent with login-state or mark blocked

This avoids wasting time on SPA shells that will never yield results via scraping.

What “generic adaptation” means

When facing a new site, do not immediately create a profile. First try to discover:

  • likely search inputs
  • likely opener buttons or icons
  • likely submit controls
  • whether Enter works
  • whether a click opens a popup or new tab
  • whether the site verifies best by URL, title, or visible text

Standard workflow

Read the full file on GitHub · 263 lines

Changes

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.

  1. 1mo ago First seen · 263 lines · 72 tokens per session scan A 87b4f7191835

Subscribe to this mod's changes

universal-web-adaptation is a skill published in the GitHub repository AllenS0104/skill-browser (5 stars, last pushed 7mo ago), licensed MIT. It adds 72 tokens to every session and 1,669 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 2026-08-31.

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