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Source reviewedMeetings & notesExplored

OpenAI / skills/.curated/transcribe/SKILL.md

Transcribe

Transcribes audio through OpenAI's API with a bundled Python script, with optional speaker labels.

Source reviewed · reviewed · Named sources were inspected. No runtime results are established by this label.

01 / Task fit

Where it may help.

These are intended uses indicated by the upstream material. They are not measured outcomes.

  • Transcripts of interviews and meetings
  • Speaker-labelled transcripts when you have reference clips

What it is

Transcribe runs a bundled command-line script that sends audio files to OpenAI transcription models. A faster model is the default for plain text. A diarization model adds speaker labels, and you can give up to four reference clips for known speakers. It needs an OpenAI API key set locally.

Why you might use it

Use it when you need a transcript of a recording and are comfortable sending the audio to OpenAI. It tells the agent never to ask for the API key in chat and to check the output before finishing.

Put it in context.

Illustrative requests and outputs to review. These examples are separate from the recorded evaluation below.

Transcribe an interview

Example request

Transcribe interview.mp3 to plain text and save it next to the file. Flag any sections that are hard to hear.

What to look for. A text transcript and a short note on unclear passages.

Before you rely on it. Audio is sent to OpenAI, and API usage is billed to your key. Check consent before recording or uploading other people.

Label speakers in a meeting

Example request

Transcribe meeting.m4a with speaker labels, using the two reference clips I provide for Ana and Ben.

What to look for. A diarized JSON transcript with speaker segments.

Before you rely on it. Speaker labels can be wrong. Check quotes against the audio before you attribute them.

02 / Setup & access

What it asks of your environment.

Requirements

  • Python with the openai package, and an OPENAI_API_KEY in the environment.
  • Audio files on the machine the agent can reach.

Permissions & data access

  • Reads local audio files and writes transcript files.
  • Sends audio to the OpenAI API using your key.
Check the host, too.

Instructions alone do not enforce a sandbox. The agent host, connected tools and approvals determine what the skill can actually read, change or send.

03 / Things to check

Security concerns & practical limits.

These concerns follow from the reviewed sources. They describe possible exposure or required review; they are not confirmed vulnerabilities.

Review before use

Recordings leave your machine

The script uploads audio to OpenAI. Confirm that everyone recorded agreed to it and that the content may be processed by a third party.

Limits and nuances

  • Source review of SKILL.md and the per-skill license only. The bundled script and API reference file were not reviewed or run.
  • No audio was transcribed. No accuracy or diarization-quality result is claimed.

04 / Review record

What we checked. What’s still open.

Source reviewed

Recorded review scope

  • skills/.curated/transcribe/SKILL.md
  • skills/.curated/transcribe/LICENSE.txt
Not verified

Not tested or established

  • Source review of SKILL.md and the per-skill license only. The bundled script and API reference file were not reviewed or run.
  • No audio was transcribed. No accuracy or diarization-quality result is claimed.
Review date
Source revision
49f948faa9258a0c61caceaf225e179651397431
Our relationship
Explored. Investigated through the recorded review. No use or replication is claimed.

Upstream content can change after review. A repository revision identifies source scope; it does not prove that every script, dependency or runtime behavior was tested. How freshness is handled.

Recorded evaluation / Source review

Results with their limits attached.

Completed within scope

Completed 4 bounded source checks on the pinned entrypoint and license. No skill workflow was executed.

Passed
4
Failed
0
Total recorded
4

These counts refer to the cases in this report. They are not a benchmark against other skills. A source review does not establish runtime behavior.

Read the evidence report

The report provides the case definitions, observations and baseline scope. Missing baselines or untested behaviors remain limitations.

Recorded environment

  • Pinned public UTF-8 sources fetched from raw.githubusercontent.com at the recorded commit and hashed with SHA-256.
  • Linux; Python 3.13.5 source-condition check. No account, credentials, private documents or live business data.
Recorded commands (2)

Commands document this evaluation. They are not setup instructions for your environment.

Read each pinned file listed in sourceManifest.
python3 r6_skills.py: check each recorded source condition and reconcile report counts.

Findings from this evaluation

Needs attention

Recordings leave your machine

The script uploads audio to OpenAI. Confirm that everyone recorded agreed to it and that the content may be processed by a third party.

Observation

Key handling

The skill says never to ask the user to paste the full key in chat.

Evaluation limitations

  • Source review of SKILL.md and the per-skill license only. The bundled script and API reference file were not reviewed or run.
  • No audio was transcribed. No accuracy or diarization-quality result is claimed.

05 / Reuse & discovery

License, attribution & popularity.

Apache-2.0

Apache-2.0 license text inspected at this revision. Keep the license and any NOTICE when redistributing covered files. The services and accounts the skill uses have their own terms.

Why it is in this collection

GitHub displayed 28,155 stars for the openai/skills repository on the observation date. Repository-wide; not individual skill usage, quality or safety.

28,155 repository stars

Scope
Entire openai/skills repository, not this individual skill
Observed
Time window
Snapshot observed 2026-10-19
Discovery source ↗

Popularity and inclusion do not establish quality, compatibility or security. Counts belong to their named metric and date; they are not a current ranking.

06 / Follow the evidence

Go to the original.

  1. Pinned skill instructions github.com
  2. Pinned license github.com
  3. Repository (dated star count) github.com

IonBin’s source notes are independent assessments. Upstream authors retain their work and attribution. This page does not install or execute the skill.