Talk2Report Agent Skill

Turn audio or video recordings into polished, fact-preserving dialogue reports with timestamps, speaker labels, corrected Chinese text…

Context cost
3.2k tokensestimated from the bundle, loaded when it triggers
Bundle
5 of 6 fileshanded out here; the rest is at its source
Licence
not declarednone named by its author
Last change
—no release on file
Servers it uses
Noneruns standalone

What it does

Turn audio or video recordings into polished, fact-preserving dialogue reports with timestamps, speaker labels, corrected Chinese text, topic sections, key conclusions, explicit action items, and a review trail. Use Talk2Report for interviews, meetings, product research, clinical discussions, usability sessions, podcasts, requests such as “把这个音频整理成校对好的对话文档”, or any task to transcribe, organize, proofread, and deliver a recording as DOCX, PDF, Markdown, text, or structured JSON.

What this skill changes about the agent has not been set out here as a list. Its SKILL.md, shown below, says it in the author’s own words.

productivity

The skill itself

A skill is instructions the model reads, so you can see what you are getting: below is the start of its SKILL.md. The front matter loads with every session, the body loads when the skill triggers, and the whole file comes with the install.

SKILL.md6.5 kB · preview
--- name: talk2report ---
6# Talk2Report
7
8Produce a readable document without hiding uncertainty or inventing facts. Keep the raw transcription and quality evidence separate from the edited deliverable.
9
10## Start the job
11
121. Identify the source recording and requested output. If the user only says “这个音频”, use the single obvious audio/video file in scope; ask only when multiple plausible files remain.
132. Default to the recording's dominant language, a Word document, and the filename <source>_整理校对对话稿.docx when the user gives no format preference.
143. Preserve existing artifacts. Reuse raw segments or resumable pipeline output when they clearly belong to the same source recording.
154. Record the source filename, duration, processing date, known participants, and any terminology supplied by the user.
16
17## Choose the transcription path
18
19- Prefer an existing local, resumable pipeline when the workspace contains audio_transcript_agent/scripts/run.ps1. Run scripts/run_local_pipeline.ps1 from this skill to discover and invoke it.
20- Otherwise use the best available transcription capability. Prefer timestamped segments and confidence data. Do not download large models, upload confidential audio, or call a paid service without authorization.
21- Treat text-based speaker assignment as inference, not voiceprint diarization. Use actual diarization output only when a diarization engine was run.
22- If no transcription engine is available, report the exact missing capability and leave any already-created artifacts intact.
23
24## Execute the workflow
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md886 words
Files5
Licencenot declared
Why you can read it

Nothing in a skill executes. The client loads the text and the model follows it, so a skill can be audited the way a runbook is — by reading it.

What it costs in context

Skills are not billed by the call. They are paid for in context: every token the instructions occupy is a token your code, your diff and your conversation cannot use. Here is what this one takes and when it takes it.

≈130
always loaded
The name and description, so the model knows the skill exists and when to reach for it.
3,070
on trigger
The instruction body and 4 supporting files, read only when the skill fires.
1.6%
of a 200k window
Ten skills this size would take about 16% of the window before you open a file.
050k100k150k200k context window

3.2k tokens, estimated from the bundle at four bytes to the token, held for the rest of the session once it triggers. Middling. Fine to keep on in a project where you use it weekly, worth unloading in one where you never do.

Servers bill, skills cost

A server charges by the month. A skill charges once per session, in context, and then keeps charging it for as long as the session lives.

Before and after

The same question, put to the same model twice: once as it comes, and once with these instructions loaded.

No worked example has been published for this skill yet.

The procedure it runs

The procedure has not been set out here step by step. It is in the body of its SKILL.md: the start of it is shown above, and the whole file comes with the install.

Prose, not code

These steps are written for a model to follow, not executed by a runtime. It can still be told to skip one, and it will say so when it does.

Servers it uses

None. This skill calls no MCP servers at all.

Everything it needs is in the instructions, so it works in a project with nothing connected — the model reads the file and changes how it works with what it can already reach.

Its SKILL.md does not declare which tools it asks the agent for, so what it touches is whatever the instructions themselves ask for — read them before you install it.

What it asks for
Writes filesnot declared
Network accessnot declared

This SKILL.md carries no allowed-tools line, so neither is declared. A skill grants no permissions of its own — it can only ask for tools your client already has.

What it will not do

Every skill is narrow, and the useful ones say where they stop. These are the jobs this one is the wrong tool for.

What this skill is not for has not been published here. Nothing is implied by that: it is a section the author has not filled in.

What is in the bundle

The download carries 5 of the 6 files in its source folder; the list here names 5 files, 19.2 kB on disk. Mostly text — the instructions the model reads — with 1 script in it that your client would run only if the instructions tell it to. The other one is not in the download — listed after these, with why.

  • SKILL.md6.5 kB
  • agents/openai.yaml0.3 kB
  • references/editorial-policy.md3.6 kB
  • references/output-specification.md2.4 kB
  • scripts/audit_transcript.py6.4 kB

Not in the download

Not carried is a type a skill download does not hold. Marked read: its SKILL.md or scripts name the file, so without it the skill works only in part. Take it from its source.

  • scripts/run_local_pipeline.ps1read · not carried
What is not in it

A skill installs nothing and depends on nothing: it is a folder your client reads. This one carries 1 script beside the text, so the download is 5 files — not the whole of its source: 1 file is left out, and the skill reads it. It is listed under the files, with why.

Install

Installing copies the bundle into your project. Nothing runs at install time — the files sit on disk until the model reads them.

# Talk2Report · 3.2k tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/talk2report/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/talk2report" ] && { [ ! -e .claude/skills/talk2report ] || { mv .claude/skills/talk2report "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/talk2report" .claude/skills/ && echo "Installed .claude/skills/talk2report"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add rudykon/talk2report

Windows PowerShell says 'running scripts is disabled on this system'? Run Set-ExecutionPolicy -Scope CurrentUser RemoteSigned once, or type npx.cmd instead of npx (codex.cmd, gemini.cmd, grok.cmd likewise). PowerShell 7 needs neither. Writes to .claude/skills/talk2report/ in the current project. For every project instead, run mkdir -p ~/.claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/talk2report/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/talk2report" ] && { [ ! -e ~/.claude/skills/talk2report ] || { mv ~/.claude/skills/talk2report "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/talk2report" ~/.claude/skills/ && echo "Installed ~/.claude/skills/talk2report" (macOS, Linux) — or add --global to the npx line. The curl line replaces .claude/skills/talk2report/ only after the download succeeds, so files left there by another skill of the same name, or by an older release, do not mix in. A copy already there is moved aside, not deleted, and the line prints where. Not in this download: 1 file of its source, which its SKILL.md or scripts read (which one, and why). Take it from its source.

Which clients pick it up on their own

A skill is a folder of text. Most of these read a skills folder and pick it up without being told; the rest take the same folder another way — an upload in the app, a parameter on an API call — and then choose it by its description just the same.

Claude Code.claude/skills/
Claude DesktopCustomize › Skills
ChatGPTSkills › Create › Upload
Cursor.cursor/skills/
VS Code.github/skills/
Codex CLI.agents/skills/
Gemini CLI.gemini/skills/
Grok Build.grok/skills/
Microsoft CopilotSkills › Upload a skill
PerplexityComputer › Skills › Upload a skill
DeepSeek Harness.dsh/skills/
Zed.agents/skills/
Devin Desktop.devin/skills/
Windsurf (legacy).windsurf/skills/
OpenAI Agents SDKInstructions or sandbox Skills
HTTP / APIa request parameter
This release
Versionnot versioned
Publishedno release date on file
PriceFree
Referencerudykon/talk2report

Versions

Its author publishes no version number, so there is nothing here to pin to: what you install is the folder as it stands today. Instructions change more often than APIs do — a skill can be rewritten entirely without anything it depends on moving.

Pinning

Nothing to pin to: this skill carries no version number of its own. What you install is what the folder holds on the day you install it.

Reviews

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Anybody with an account, one review each. It carries the version that was current when you wrote it, and the publisher may reply once.

Who wrote it

RU
rudykon

Publishes on mcprush.

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