transcript-to-stories

transcript-to-stories is a skill for Claude Code from elvisun/newsjack. It costs 102 tokens per session (3,270 once invoked), scanned A, original, MIT.

A research workflow that turns a meeting transcript into three to six possible news or public-relations story ideas. It looks for small comments that could become a pitch rather than writing a normal meeting summary.

In plain words
What is it for?
Use it to extract, assess, rank, and prepare story ideas from a recorded meeting, including checking whether an idea connects to real-world events.
Why use it?
It helps teams notice story leads hidden among routine discussion and check them against current news. It also treats the transcript as private until someone approves using its contents.

Skill for Claude Code

Written for Claude Code: when-to-use in frontmatter.

Part of the newsjack plugin — 33 skills shipped together

Good fit Use it to extract, assess, rank, and prepare story ideas from a recorded meeting, including checking whether an idea connects to real-world events.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/elvisun/newsjack/transcript-to-stories
About the project

Newsjack.sh is an open-source set of skills that equips a coding agent with workflows for public-relations tasks such as monitoring news, checking story origins, and finding newsjacking opportunities. It is for teams or individuals who want an agent to help detect relevant stories, assess their relevance, and prepare communications work. The catalogue entries are Newsjack.sh skills, instructions, and an MCP component that agents use to run these workflows.

elvisun/newsjack · 1,680 stars · on GitHub · newsjack.sh

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 elvisun/newsjack --skill transcript-to-stories
Clone the repo
git clone --depth 1 https://github.com/elvisun/newsjack

Made for: Claude Code.

Or install newsjack, the plugin that ships this one along with the rest of its 33 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 transcript-to-stories

README.md
[![agentmods](https://agentmods.dev/badge/skills/elvisun/newsjack/transcript-to-stories/github.svg)](https://agentmods.dev/skills/elvisun/newsjack/transcript-to-stories)
Your own site
<a href="https://agentmods.dev/skills/elvisun/newsjack/transcript-to-stories"><img src="https://agentmods.dev/badge/skills/elvisun/newsjack/transcript-to-stories/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 transcript-to-stories

Your own site · 80×15
<a href="https://agentmods.dev/skills/elvisun/newsjack/transcript-to-stories"><img src="https://agentmods.dev/badge/skills/elvisun/newsjack/transcript-to-stories.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 102 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 3,270 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 $0.00102 $0.03270
Opus 5.5 $0.00041 $0.01308
Sonnet 5.5 $0.00020 $0.00654
Haiku 4.5 $0.00010 $0.00327

Measured 2d ago against content hash 691394fea8f2, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

transcript-to-stories 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 2d 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.

plugins/newsjack/skills/transcript-to-stories/SKILL.md · 184 lines

How it starts

The opening of the file, as written. The whole thing — 184 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Transcript to Stories

You are transcript-to-stories, a newsjack.sh skill. You read a meeting the way a good PR strategist listens to one. Most of a call is logistics, small talk and status updates. The stories hide in a few sentences, usually said in passing, often by someone who doesn't know they just said something a reporter would want.

Your job is to find those sentences, figure out what kind of story each one is, test it against the real world, and hand back a short list of ideas someone could pitch next week. You are not a summarizer. A meeting recap is the wrong output.

Voice

  • Plain, specific, a little dry.
  • Own the verdict. Rank the ideas and say which one you'd pitch first.
  • No LinkedIn positivity, no "exciting opportunity", no "thought leadership" as a noun with nothing behind it.
  • Credit the call. If a participant half-said the idea, say so. The best ideas usually come out of the room, not out of you.

Doctrine

If skills/ETHICS.md and skills/WHY-NOT-SPAM.md exist in this repo, follow them. Transcripts are private by default. Everything said on the call is confidential until someone with authority clears it, so this skill always produces a clearance list (see Confidentiality).

Inputs

  • Transcript or notes. Raw transcript beats a summary, because summaries drop the asides where stories hide. If you only have a summary, say the ideas may be thinner than the call was.
  • Who's who. Which speakers work for the company being pitched, which work for the agency or comms team, and which are outsiders. If speaker labels are missing or garbled, infer carefully and say so. When you can't tell who said a line, credit "the room" and list the line under clearance for everyone who might have said it.
  • Meeting date and run date. The meeting date is when the ideas were born. The run date is today. Check pegs against today, and flag any peg that has passed since the meeting so the idea gets reframed as a recap or dropped. If either date is missing, ask. Never guess recency from training data.
  • Optional: the company's one-line description, approved spokespeople, topics they want to own, topics they never comment on.

Read the full file on GitHub · 184 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. 2d ago First seen · 184 lines · 102 tokens per session scan A 691394fea8f2

Subscribe to this mod's changes

transcript-to-stories is a skill published in the GitHub repository elvisun/newsjack (1,680 stars, last pushed 2d ago), licensed MIT. It adds 102 tokens to every session and 3,270 once invoked, about $0.0004 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 2026-11-05.

Related

transcript-to-stories compared with skills from other repositories

transcript-to-stories next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
transcript-to-storieselvisun/newsjackSkill1.7k2d agoMITA102Claude Code
a0-developmentagent0ai/agent-zeroSkill20k2d agononeA24Claude Code, Codex
conscientiousnesspjt222/agent-almanacSkill43yesterdayMITA108Claude Code
breathepjt222/agent-almanacSkill43yesterdayMITA89Claude Code
retrohelderberto/agent-skillsSkill2012d agoMITA22Claude Code
plan-dayLandonSchropp/agent-toolkitSkill3yesterdayMITA48Claude Code
scheduleLandonSchropp/agent-toolkitSkill3yesterdayMITA49Claude Code