summarize-transcript

summarize-transcript is a skill for Claude Code, Codex from jmagly/aiwg. It costs 23 tokens per session (2,190 once invoked), scanned A, original, MIT.

A document tool that turns a transcript, meeting note, or discussion thread into a clear summary. It can shape the result for technical readers, executives, developers, or action items.

In plain words
What is it for?
Use it to summarize meeting files or pasted discussions, with emphasis on selected topics and less attention to topics you want omitted.
Why use it?
It removes the need to read a long conversation to find its decisions, main points, and next steps.

Skill for Claude CodeCodex

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

Good fit Use it to summarize meeting files or pasted discussions, with emphasis on…

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Install with agentmods
npx agentmods add skills/jmagly/aiwg/summarize-transcript
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 jmagly/aiwg --skill summarize-transcript
Clone the repo
git clone --depth 1 https://github.com/jmagly/aiwg

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-transcript

README.md
[![agentmods](https://agentmods.dev/badge/skills/jmagly/aiwg/summarize-transcript.svg)](https://agentmods.dev/skills/jmagly/aiwg/summarize-transcript)
Your own site
<a href="https://agentmods.dev/skills/jmagly/aiwg/summarize-transcript"><img src="https://agentmods.dev/badge/skills/jmagly/aiwg/summarize-transcript.svg" alt="Measured on agentmods" 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 2,190 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 $0.02190
Opus 5 $0.00012 $0.01095
Sonnet 5 $0.00005 $0.00438
Haiku 4.5 $0.00002 $0.00219

Measured yesterday against content hash ee8400dfccd8, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-06, from the pricing page.

Security

Grade A, and why

summarize-transcript 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 yesterday.

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.

agentic/code/addons/aiwg-utils/skills/summarize-transcript/SKILL.md · 328 lines

How it starts

The opening of the file, as written. The whole thing — 328 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Summarize Transcript or Meeting

Analyze and summarize a transcript, meeting notes, or discussion thread into a clear, actionable document.

Usage

/summarize-transcript <path-to-transcript-or-paste-content> [--style <style-preset>] [--emphasize "<guidance>"] [--avoid "<guidance>"]

Parameters

  • <content>: Path to transcript file OR paste content directly
  • --style <preset>: Optional style preset (default: balanced)
    • technical: Dense technical detail, architecture-focused
    • executive: High-level strategic, business-focused
    • action-items: Task-oriented, next-steps focused
    • developer: Code-centric, implementation details
    • balanced: Mix of strategic and technical
  • --emphasize "<text>": Positive guidance - what to highlight, tone to adopt
  • --avoid "<text>": Negative guidance - what to de-emphasize or exclude

Examples

Basic Usage

/summarize-transcript meeting-notes.txt

With Style Preset

/summarize-transcript standup-transcript.md --style action-items

With Positive Guidance

/summarize-transcript design-review.txt --emphasize "Focus on security decisions and data privacy concerns"

With Negative Guidance

/summarize-transcript brainstorm-session.txt --avoid "Skip bikeshedding about naming, focus on architectural decisions"

Combined Guidance

/summarize-transcript architecture-meeting.md \
  --style technical \
  --emphasize "Highlight consensus mechanisms and performance trade-offs" \
  --avoid "Skip discussion of tooling choices, minimize meeting logistics"

Output Structure

The command produces a structured summary following this template:

1. TL;DR Section

  • Format: Emoji-prefixed bullet points (3-8 items)
  • Content: Core decisions, key outcomes, critical info
  • Tone: Scannable, action-oriented, high signal-to-noise

2. Detailed Breakdown

  • Format: Topic-organized subsections with emoji headers
  • Content: Organized by theme/domain/workstream
  • Structure: Each subsection contains:
    • Context/background bullets
    • Decisions made
    • Action items or next steps
    • Open questions or risks

Read the full file on GitHub · 328 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. yesterday First seen · 328 lines · 23 tokens per session scan A ee8400dfccd8

Subscribe to this mod's changes

summarize-transcript is a skill published in the GitHub repository jmagly/aiwg (209 stars, last pushed today), licensed MIT. It adds 23 tokens to every session and 2,190 once invoked, about $0.0001 per session on Opus 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 2026-09-05.

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