summarize

summarize is a skill for Claude Code from key4ng/lite-cc. It costs 23 tokens per session (136 once invoked), scanned A, original, MIT.

A file-reading tool that explains a source file’s purpose, defined parts, imported modules, external packages, and line count.

In plain words
What is it for?
Onboarding to a codebase, documenting files, checking dependencies, and preparing a focused code review.
Why use it?
It gives developers a quick understanding of an unfamiliar file without having to trace every detail themselves.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the code-analyst plugin — 3 skills shipped together

Good fit Onboarding to a codebase, documenting files, checking dependencies, and preparing a focused code review.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/key4ng/lite-cc/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 key4ng/lite-cc --skill summarize
Clone the repo
git clone --depth 1 https://github.com/key4ng/lite-cc

Made for: Claude Code.

Or install code-analyst, the plugin that ships this one along with the rest of its 3 skills.

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/key4ng/lite-cc/summarize/github.svg)](https://agentmods.dev/skills/key4ng/lite-cc/summarize)
Your own site
<a href="https://agentmods.dev/skills/key4ng/lite-cc/summarize"><img src="https://agentmods.dev/badge/skills/key4ng/lite-cc/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/key4ng/lite-cc/summarize"><img src="https://agentmods.dev/badge/skills/key4ng/lite-cc/summarize.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 23 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 136 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 $0.00023 $0.00136
Opus 5.5 $0.00009 $0.00054
Sonnet 5.5 $0.00005 $0.00027
Haiku 4.5 $0.00002 $0.00014

Measured 1mo ago against content hash 52386c05b097, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

summarize 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.

examples/code-analyst/pipeline/summarize/SKILL.md · 21 lines

What it actually says

File Summary

Steps

  1. Read the target file using read_file.
  2. Count the lines of code:
    wc -l <filepath>
    
  3. Identify imports and external dependencies.
  4. Produce a summary with:
    • Purpose: What the file does (1-2 sentences)
    • Key components: Classes, functions, or constants defined
    • Dependencies: External packages and internal modules imported
    • Lines of code: Total count
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 · 21 lines · 23 tokens per session scan A 52386c05b097

Subscribe to this mod's changes

summarize is a skill published in the GitHub repository key4ng/lite-cc (3 stars, last pushed 6mo ago), licensed MIT. It adds 23 tokens to every session and 136 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 2026-08-31.

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