ai-transcription-workflow

ai-transcription-workflow is a skill for Claude Code from komunite/kalfa. It costs 17 tokens per session (1,405 once invoked), scanned A, a copy of agent-evaluation, MIT.

A structured process for designing and documenting a workflow that uses AI to turn speech recordings into written text. It includes quality checks, system connections, project context, constraints, and existing work.

In plain words
What is it for?
Use it to plan and document an AI transcription workflow, including its goals, background, constraints, existing documents, project priorities, and stakeholders.
Why use it?
It helps organize transcription work and check the result against project requirements instead of relying on an undocumented process.

Skill for Claude Code

Written for Claude Code: installed under .claude/.

Good fit Use it to plan and document an AI transcription workflow, including its goals, background, constraints, existing documents, project priorities, and stakeholders.

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Install with agentmods
npx agentmods add skills/komunite/kalfa/ai-transcription-workflow
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 komunite/kalfa --skill ai-transcription-workflow
Clone the repo
git clone --depth 1 https://github.com/komunite/kalfa

Made for: Claude Code.

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 ai-transcription-workflow

README.md
[![agentmods](https://agentmods.dev/badge/skills/komunite/kalfa/ai-transcription-workflow/github.svg)](https://agentmods.dev/skills/komunite/kalfa/ai-transcription-workflow)
Your own site
<a href="https://agentmods.dev/skills/komunite/kalfa/ai-transcription-workflow"><img src="https://agentmods.dev/badge/skills/komunite/kalfa/ai-transcription-workflow/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 ai-transcription-workflow

Your own site · 80×15
<a href="https://agentmods.dev/skills/komunite/kalfa/ai-transcription-workflow"><img src="https://agentmods.dev/badge/skills/komunite/kalfa/ai-transcription-workflow.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 17 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,405 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 77% copy Near-identical to another mod 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 $0.00017 $0.01405
Opus 5 $0.00009 $0.00702
Sonnet 5 $0.00003 $0.00281
Haiku 4.5 $0.00002 $0.00140

Measured 11d ago against content hash 050645838c93, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

ai-transcription-workflow 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 11d 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.

Origin

This is a copy

77% identical to agent-evaluation — 54 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.

.claude/skills/ai-automation/ai-transcription-workflow/SKILL.md · 133 lines

How it starts

The opening of the file, as written. The whole thing — 133 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Ai Transcription Workflow

Amaç

Eyleme dönüştürülebilir, ölçülebilir sonuçlar sunan kapsamlı bir ai transcription workflow tasarlayın ve belgeleyin. Bu beceri, her seferinde profesyonel düzeyde çıktı sağlayan, kalite doğrulamalı yapılandırılmış bir süreç sunar.

Kategori: Yapay Zeka ve Otomasyon

Girdiler

Zorunlu

  • Hedef: Bu çıktı ile neyi başarmak istiyorsunuz
  • Bağlam: İlgili arka plan bilgileri

İsteğe Bağlı

  • Kısıtlamalar: Dikkate alınması gereken sınırlamalar veya gereksinimler
  • Mevcut Çalışma: Üzerine inşa edilecek önceki belgeler veya veriler

Sistem Bağlamı

Başlamadan önce:

  • Mevcut proje bağlamı ve öncelikleri için memory.md'yi oku
  • İlgili öğrenilmiş kurallar veya kısıtlamalar için knowledge-base.md'yi kontrol et
  • Projedeki mevcut ilgili belgeleri gözden geçir
  • Bu çıktı ile ilgili .claude/workspace/TaskBoard.md'deki aktif görevleri not et

Süreç

Adım 1: Bağlam ve Araştırma

  • Projedeki mevcut ai transcription workflow belgelerini gözden geçir
  • İlgili öğrenilmiş kurallar veya kısıtlamalar için knowledge-base.md'yi kontrol et
  • Mevcut proje bağlamı ve öncelikleri için memory.md'yi kontrol et
  • Kilit paydaşları ve gereksinimlerini belirle
  • En uygun çerçeveyi seç: AI Readiness Assessment, Automation ROI Calculator, Human-in-the-Loop Design

Adım 2: Analiz ve Çerçeve Uygulaması

  • ai transcription workflow yapılandırmak için seçilen çerçeveyi uygula
  • Boşlukları, fırsatları ve riskleri belirle
  • Başarı metriklerini tanımla: Time Saved Per Task, Automation Rate, Error Reduction %, Cost Per AI Operation
  • Varsayımları ve bağımlılıkları belgele
  • Yaklaşımı sektör en iyi uygulamalarına göre doğrula

Adım 3: Çıktıyı Oluştur

  • ai transcription workflow aşağıdaki çıktı formatını kullanarak yapılandır
  • Genel tavsiyeler değil, spesifik ve eyleme dönüştürülebilir öneriler ekle
  • Uygulanabilir yerlerde somut rakamlar, zaman çizelgeleri ve kıyaslamalar ekle
  • Tutarlılık için mevcut proje belgeleriyle çapraz referans yap
  • Her bölümün değer kattığından emin ol — dolgu içeriği çıkar

Read the full file on GitHub · 133 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. 11d ago First seen · 133 lines · 17 tokens per session scan A 050645838c93

Subscribe to this mod's changes

ai-transcription-workflow is a skill published in the GitHub repository komunite/kalfa (244 stars, last pushed 4mo ago), licensed MIT. It adds 17 tokens to every session and 1,405 once invoked, about $0.0001 per session on Opus 5. A static security scan graded it A with 0 findings. It is 77% identical to agent-evaluation, differing in 54 lines, and is treated as a copy.

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