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Tiny Web Crawler

OrganizationPopular
leon-ai
tiny-web-crawler

Crawl from one or more starting web pages, fetch readable content, search within pages, follow relevant links, and stop when the requested information is found or a bounded limit is reached.

Overview

Publisherleon-ai
Repositoryleon
Skill nametiny-web-crawler
Stars
17.5K
Forks
1.5K
Bundled files
2
LicenseMIT
Links
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • 2 bundled files

    Scripts, templates, and references the model can read while it works. Files are read-only and never executed.

  • Open source

    Published by leon-ai on GitHub. Read the source before you install it.

Installation

Install the Tiny Web Crawler AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/leon-ai/leon.git /tmp/leon
mkdir -p .claude/skills
cp -r /tmp/leon/skills/agent/tiny-web-crawler .claude/skills/tiny-web-crawler
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Tiny Web Crawler in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Tiny Web Crawler on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Tiny Web Crawler is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

Tiny Web Crawler

Use this skill to inspect web pages by fetching content, searching within it, and following relevant links from the starting page.

Scripts

Use the bundled scripts for the actual web fetching and bounded crawling:

  • scripts/fetch-page.mjs: fetch one page, extract compact readable text, links, and query snippets.
  • scripts/crawl-web.mjs: crawl from one or more start URLs, follow relevant links, and stop at limits or strong matches.

Run scripts with node. Leon's shell tool injects runtime shims, so node uses Leon's managed Node.js binary when available and falls back to PATH only when the managed binary is missing.

Example:

bash
node scripts/crawl-web.mjs --url "https://example.com" --query "target phrase" --max-pages 8 --max-depth 2

Do not build $LEON_HOME/bin/node/... or /bin/node/... paths manually.

Workflow

  1. Clarify the target only when the requested information or starting point is ambiguous.
  2. Start from the owner-provided URL when one is given.
  3. Use scripts/crawl-web.mjs to fetch pages, search within content, and follow relevant links.
  4. Use scripts/fetch-page.mjs for one-off page inspection or deeper inspection of a promising page.
  5. Start with compact fetches. Read full or later text chunks only when snippets, title, or links show the page is likely relevant.
  6. Search within fetched content for exact names, phrases, dates, numbers, headings, or nearby synonyms.
  7. Track visited URLs and do not revisit the same page.
  8. Stop as soon as the target information is found with enough context to answer.
  9. If the limit is reached, report what was checked and what remains unresolved.

Limits

Default limits unless the owner specifies otherwise:

  • Max pages: 8
  • Max link depth from the starting page: 2
  • Max pages from the same domain: 5

Prefer stopping early over crawling broadly.

Progressive Fetching

fetch-page.mjs returns compact output by default:

  • textPreview: short readable preview
  • snippets: query matches with nearby context
  • links: normalized URLs with short labels and context
  • chunk.hasMore and chunk.nextOffset: use these to fetch more text only when needed

For deeper inspection, use --include-text --offset <number> --max-text-chars <number>.

Link Selection

Prioritize links whose text, URL, title, surrounding text, or page structure mentions:

  • The requested entity, topic, product, person, organization, date, or identifier
  • Words such as docs, documentation, reference, API, pricing, changelog, release, support, help, FAQ, blog, news, about, contact, terms, policy, source, repository, issue, or discussion when relevant
  • Internal pages that appear canonical before third-party summaries

Avoid links that are likely unrelated, duplicated, navigational noise, ads, tracking links, login-only pages, or broad category pages unless they are the best available path.

Evidence Rules

  • Cite the pages used to answer.
  • Prefer primary sources over summaries.
  • Distinguish directly found facts from inference.
  • Do not claim the information was found if only adjacent or partial evidence was found.
  • If sources conflict, say so and compare publication or update dates when available.
  • Keep quoted text short and use paraphrase for most source content.

Output

Answer directly first.

Then include concise source notes:

  • Pages checked when useful
  • The decisive source URL
  • Any remaining uncertainty

If the target was not found, state that clearly and summarize the most relevant places checked.

Bundled files

The model reads these on demand while the skill is loaded. They are exposed as readable files and are never executed.

Frequently asked questions

What does the Tiny Web Crawler AI skill do?

Crawl from one or more starting web pages, fetch readable content, search within pages, follow relevant links, and stop when the requested information is found or a bounded limit is reached.

Why use Tiny Web Crawler on TypingMind?

Because you install it once and use it with any model. Tiny Web Crawler is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Tiny Web Crawler in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/leon-ai/leon/tree/develop/skills/agent/tiny-web-crawler. TypingMind reads its SKILL.md and bundles its files and installs it as a skill you can enable per chat.

Which AI models can use Tiny Web Crawler?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Tiny Web Crawler?

As many as you like. As long as a model supports skills, you can use Tiny Web Crawler with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Tiny Web Crawler AI skill free?

Yes. It is published on GitHub by leon-ai under the MIT license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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