summarize

summarize is a skill for Claude Code, Codex from ericwang915/PythonClaw. It costs 73 tokens per session (653 once invoked), scanned C, original, MIT.

A skill for shortening or extracting text from web pages, articles, PDFs, URLs, and local files. It returns the main points instead of requiring you to read the entire source.

In plain words
What is it for?
Use it to summarize a link or file, extract its text without summarizing, or request a short or detailed result in JSON.
Why use it?
It saves time when you need the substance of a document or page but not every detail.

Skill for Claude CodeCodex

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

Good fit Use it to summarize a link or file, extract its text without summarizing, or request a short or detailed result in JSON.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/ericwang915/pythonclaw/summarize
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 ericwang915/PythonClaw --skill summarize
Clone the repo
git clone --depth 1 https://github.com/ericwang915/PythonClaw

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 summarize

README.md
[![agentmods](https://agentmods.dev/badge/skills/ericwang915/pythonclaw/summarize/github.svg)](https://agentmods.dev/skills/ericwang915/pythonclaw/summarize)
Your own site
<a href="https://agentmods.dev/skills/ericwang915/pythonclaw/summarize"><img src="https://agentmods.dev/badge/skills/ericwang915/pythonclaw/summarize/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 summarize

Your own site · 80×15
<a href="https://agentmods.dev/skills/ericwang915/pythonclaw/summarize"><img src="https://agentmods.dev/badge/skills/ericwang915/pythonclaw/summarize.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 73 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 653 The whole file, excluding the scripts and references it only reads on demand.
Security scan C 2 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 $0.00073 $0.00653
Opus 5.5 $0.00029 $0.00261
Sonnet 5.5 $0.00015 $0.00131
Haiku 4.5 $0.00007 $0.00065

Measured 1mo ago against content hash a629c0fec8b5, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade C, and why

summarize scanned grade C with 2 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.

The scan reads SKILL.md. This mod also ships 1 executable file (summarize_url.py), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

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.

Downloads and executes remote codehighSupply chain

curl | sh runs whatever the server returns today, which is not necessarily what it returned when this was reviewed.

curl -sL "https://example.com" | python -c "

Makes network callslowCapability

Not a fault in itself. Listed so you know the mod talks to something, and to what.

### Quick Alternative (curl + readability)
pythonclaw/templates/skills/web/summarize/SKILL.md · 85 lines

How it starts

The opening of the file, as written. The whole thing — 85 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Summarize

Extract and summarise content from URLs, articles, and local files.

When to Use

✅ USE this skill when:

  • "Summarize this article/URL"
  • "What's this link about?"
  • "Give me the key points from this page"
  • "TL;DR this document"
  • "Extract the main content from this URL"

When NOT to Use

❌ DON'T use this skill when:

  • YouTube video transcripts → use youtube skill
  • Real-time news search → use news skill
  • PDF text extraction → use pdf_reader skill
  • Web search for information → use tavily_search or web_search tool

Usage

Summarize a URL

python {skill_path}/summarize_url.py "https://example.com/article"

Options

# Short summary (default)
python {skill_path}/summarize_url.py "https://example.com" --length short

# Detailed summary
python {skill_path}/summarize_url.py "https://example.com" --length long

# Extract text only (no summarization)
python {skill_path}/summarize_url.py "https://example.com" --extract-only

# JSON output
python {skill_path}/summarize_url.py "https://example.com" --format json

Quick Alternative (curl + readability)

For simple text extraction without the script:

curl -sL "https://example.com" | python -c "
import sys
from html.parser import HTMLParser
class S(HTMLParser):
    def __init__(s): super().__init__(); s.t=[]; s.skip={'script','style','nav','footer','header'}; s.s=set()
    def handle_starttag(s,t,a): (s.s.add(t) if t in s.skip else None)
    def handle_endtag(s,t): s.s.discard(t)
    def handle_data(s,d): (s.t.append(d.strip()) if not s.s and d.strip() else None)
p=S(); p.feed(sys.stdin.read()); print('\n'.join(p.t[:100]))
"

Notes

  • Requires requests and beautifulsoup4 (installed by default)
  • Some sites block automated access — try adding a User-Agent header
  • For paywalled content, the script can only extract freely available text
  • Large pages are truncated to avoid context overflow

Resources

File Description
summarize_url.py Fetch, extract, and summarise web page content

Read the full file on GitHub · 85 lines

Files

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.

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 · 85 lines · 73 tokens per session scan C a629c0fec8b5

Subscribe to this mod's changes

summarize is a skill published in the GitHub repository ericwang915/PythonClaw (45 stars, last pushed 10d ago), licensed MIT. It adds 73 tokens to every session and 653 once invoked, about $0.0003 per session on Opus 5.5. A static security scan graded it C with 2 findings (downloads and executes remote code, makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.