Agent skill

Summarize

by trpc-group in trpc-group/trpc-agent-go

Summarize or extract text/transcripts from URLs, podcasts, and local files (great fallback for “transcribe this YouTube/video”).

Apache-2.0Auto-check passedMedia & Creative

Install Summarize

skills CLI
$ npx skills add trpc-group/trpc-agent-go --skill summarize -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install trpc-group/trpc-agent-go summarize --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/trpc-group/trpc-agent-go.git skills-src && mkdir -p .claude/skills && cp -r skills-src/openclaw/skills/summarize .claude/skills/summarize && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
summarize
GitHub stars
1.8k
Used in
22 other repos
Token cost
~552 tokens
SKILL.md length
143 words
Files
1
Skills in repo
47
Repo updated
First seen
Licence
Apache-2.0

At a glance

Summarize or extract text/transcripts from URLs, podcasts, and local files (great fallback for “transcribe this YouTube/video”).

  • Tasks that involve Transcription
  • SKILL.md covers When to use (trigger phrases), Quick start, YouTube: summary vs transcript and Model + keys, plus 2 more sections
  • Reaches youtu.be; needs APIFY_API_TOKEN and OPENAI_API_KEY
  • Tasks that involve Podcasting

What it does

Summarize is an agent skill from trpc-group/trpc-agent-go. Summarize or extract text/transcripts from URLs, podcasts, and local files (great fallback for “transcribe this YouTube/video”).

Its SKILL.md is about 550 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Media & Creative, covering Transcription and Podcasting. It works with YouTube and Apify. The repository describes itself as: A Go framework for building production agent systems with graph workflows, tools, memory, A2A, AG-UI, MCP, evaluation, and observability. The licence is Apache-2.0.

When your agent uses it

  • Tasks that involve Transcription
  • Tasks that involve Podcasting

Example prompts

  • “transcribe this YouTube/video”
  • “/summarize”

Requirements

  • A credential in OPENAI_API_KEY
  • A credential in ANTHROPIC_API_KEY

What it can do on your machine

Read from SKILL.md and the folder at commit 9bb1c42. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md (its code samples are bash and json).

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    Hosts in commands or code, which the agent is likely to contact:

    • youtu.be

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names these keys or tokens, usually read from environment variables:

    • APIFY_API_TOKEN
    • OPENAI_API_KEY
    • ANTHROPIC_API_KEY
    • XAI_API_KEY
    • GEMINI_API_KEY
    • GOOGLE_GENERATIVE_AI_API_KEY
    • GOOGLE_API_KEY
    • FIRECRAWL_API_KEY

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Summarize loads about 552 tokens when it runs. Until then it costs about 35 tokens; SKILL.md has 143 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~35
When it runs · the whole SKILL.md, loaded when a task matches
~552

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from trpc-group/trpc-agent-go at commit 9bb1c42, republished under its Apache-2.0 licence (© trpc-group). 143 words, ~552 tokens.

Download SKILL.mdSave it as .claude/skills/summarize/SKILL.md (or your agent's skills folder).
name
summarize
description
Summarize or extract text/transcripts from URLs, podcasts, and local files (great fallback for “transcribe this YouTube/video”).
homepage
https://summarize.sh

Summarize

Fast CLI to summarize URLs, local files, and YouTube links.

When to use (trigger phrases)

Use this skill immediately when the user asks any of:

  • “use summarize.sh”
  • “what’s this link/video about?”
  • “summarize this URL/article”
  • “transcribe this YouTube/video” (best-effort transcript extraction; no yt-dlp needed)

Quick start

bash
summarize "https://example.com" --model google/gemini-3-flash-preview
summarize "/path/to/file.pdf" --model google/gemini-3-flash-preview
summarize "https://youtu.be/dQw4w9WgXcQ" --youtube auto

YouTube: summary vs transcript

Best-effort transcript (URLs only):

bash
summarize "https://youtu.be/dQw4w9WgXcQ" --youtube auto --extract-only

If the user asked for a transcript but it’s huge, return a tight summary first, then ask which section/time range to expand.

Model + keys

Set the API key for your chosen provider:

  • OpenAI: OPENAI_API_KEY
  • Anthropic: ANTHROPIC_API_KEY
  • xAI: XAI_API_KEY
  • Google: GEMINI_API_KEY (aliases: GOOGLE_GENERATIVE_AI_API_KEY, GOOGLE_API_KEY)

Default model is google/gemini-3-flash-preview if none is set.

Useful flags

  • --length short|medium|long|xl|xxl|<chars>
  • --max-output-tokens <count>
  • --extract-only (URLs only)
  • --json (machine readable)
  • --firecrawl auto|off|always (fallback extraction)
  • --youtube auto (Apify fallback if APIFY_API_TOKEN set)

Config

Optional config file: ~/.summarize/config.json

json
{ "model": "openai/gpt-5.2" }

Optional services:

  • FIRECRAWL_API_KEY for blocked sites
  • APIFY_API_TOKEN for YouTube fallback

© trpc-group, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in openclaw/skills/summarize of trpc-group/trpc-agent-go.

Open the folder on GitHubat commit 9bb1c42

Used in 22 other repositories

We found 22 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 22 other GitHub owners. This page covers the copy in trpc-group/trpc-agent-go, which our catalogue first saw on October 7, 2026.

Compare with similar skills

Summarize next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Summarize compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Summarize this skilltrpc-group/trpc-agent-go1.8k22 repos~552Automated safety check: PassApache-2.0
SummarizeKevin100202/Rocket-Design-and-Manufacturing-Automation-Program-from-Shenzhen22highschool170—~531Automated safety check: PassNone
Summarizeswarmclawai/swarmclaw687—~531Automated safety check: PassMIT
VideoiBigQiang/feedgrab613—~1.6kAutomated safety check: PassMIT
Podcast Publishing Assistantswyxio/skills172—~1.4kAutomated safety check: PassMIT
Podcast And Audiogramssocial-media-skills/skills116—~1.9kAutomated safety check: PassMIT

Similar skills

  • Summarize

    Kevin100202/Rocket-Design-and-Manufacturing-Automation-Program-from-Shenzhen22highschool

    Summarize or transcribe URLs, YouTube/videos, podcasts, articles, transcripts, PDFs, and local files.

    170 GitHub stars~531 tokensUpdated 4 mo ago
    Media & CreativeAuto-check passed
  • Summarize

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    687 GitHub stars~531 tokensUpdated 3 mo ago
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  • Video

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    613 GitHub stars~1.6k tokensUpdated 29 days ago
    Media & CreativeAuto-check passed
  • Transcribe long-form audio, YouTube videos, podcasts, interviews, or panels; summarize them; extract chapter markers; and draft publishing assets like titles, YouTube descriptions, show notes, and…

    172 GitHub stars~1.4k tokensUpdated 2 days ago
    Media & CreativeAuto-check passed
  • Podcast And Audiograms

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    The audio-to-social pipeline skill -- turn a podcast episode into short, branded, captioned clips and audiograms that drive people back to the full episode.

    116 GitHub stars~1.9k tokensUpdated 5 days ago
    Media & CreativeAuto-check passed
  • Video Transcribe

    wendy7756/AI-Video-Transcriber

    Transcribe and summarize a video or podcast from a URL (YouTube, TikTok, Bilibili, Apple Podcasts, SoundCloud, 30+ platforms) or from a local media/.txt file.

    3.3k GitHub stars~937 tokensUpdated 22 days ago
    Media & CreativeAuto-check: notes

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Works with

Questions about Summarize

What does Summarize do?

Summarize or extract text/transcripts from URLs, podcasts, and local files (great fallback for “transcribe this YouTube/video”). Summarize is an agent skill from trpc-group/trpc-agent-go. Summarize or extract text/transcripts from URLs, podcasts, and local files (great fallback for “transcribe this YouTube/video”).

When should I use Summarize?

Summarize fits situations like: tasks that involve Transcription; tasks that involve Podcasting.

How do I install Summarize in Claude Code?

Run `npx skills add trpc-group/trpc-agent-go --skill summarize -a claude-code`. Or copy the skill folder (openclaw/skills/summarize in trpc-group/trpc-agent-go) into .claude/skills/summarize in your project. Claude Code loads it when a task matches its description.

How do I install Summarize in Codex?

Run `npx skills add trpc-group/trpc-agent-go --skill summarize -a codex`. Or copy the skill folder (openclaw/skills/summarize in trpc-group/trpc-agent-go) into .agents/skills/summarize in your project. Codex loads it when a task matches its description.

Can I use Summarize in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add trpc-group/trpc-agent-go --skill summarize -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/summarize, .gemini/skills/summarize, .github/skills/summarize and .opencode/skills/summarize in your project.

What does Summarize need to run?

Going by SKILL.md and its folder, Summarize needs credentials named APIFY_API_TOKEN, OPENAI_API_KEY, ANTHROPIC_API_KEY and XAI_API_KEY. Our summary lists: A credential in OPENAI_API_KEY; A credential in ANTHROPIC_API_KEY.

Does Summarize access the network?

SKILL.md names 1 domain. In commands or code: youtu.be; the agent is likely to contact it when it follows the instructions. This is read from the text; nothing was executed.

Is Summarize safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Summarize use?

Summarize is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Summarize use?

About 552 tokens (SKILL.md is roughly 2.2k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Summarize?

Skills that share tags, products or a category with Summarize: Summarize (Kevin100202/Rocket-Design-and-Manufacturing-Automation-Program-from-Shenzhen22highschool, 170 stars), Summarize (swarmclawai/swarmclaw, 687 stars), Video (iBigQiang/feedgrab, 613 stars) and Podcast Publishing Assistant (swyxio/skills, 172 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Summarize?

trpc-group (a GitHub organization) maintains it in trpc-group/trpc-agent-go, which has 1,846 GitHub stars. The repository holds 47 skills in this directory. The repository was last updated on October 7, 2026.

Source: trpc-group/trpc-agent-go on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.