vibe: Skill for Claude Code

.claude/skills/analytics/SKILL.md

analytics is a skill for Claude Code from thewh1teagle/vibe. It costs 69 tokens per session (667 once invoked), scanned A, original, MIT.

An analytics workflow for exporting product-usage and failure data from Aptabase, a service that collects anonymous app telemetry, into a CSV file.

In plain words
What is it for?
It is for exporting and filtering telemetry by date, build type, version, operating system, event, and error details.
Why use it?
It provides data for investigating crashes, failures, affected users, app versions, operating systems, and selected time ranges.

Skill for Claude Code

Written for Claude Code: installed under .claude/.

This is thewh1teagle/vibe's own configuration. It tells Claude Code how to work on vibe itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything vibe configures →

Needs its repository: it runs a file that does not travel with it, so clone the repository first. The line is uv run scripts/export_analytics.py \.

About the project

Vibe is a desktop application and command-line tool that transcribes audio and video locally on a user's device, turning speech into text and subtitle or document files. People use it for private transcription, translation, summaries, speaker labeling, and batch processing across supported desktop systems and models. The catalogue skill and instruction support working with Vibe.

thewh1teagle/vibe · 8,009 stars · on GitHub · thewh1teagle.github.io

Reuse

Borrowing it

Nothing to install: this file belongs to thewh1teagle/vibe. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/thewh1teagle/vibe/main/.claude/skills/analytics/SKILL.md
Clone the repo
git clone --depth 1 https://github.com/thewh1teagle/vibe

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 analytics

README.md
[![agentmods](https://agentmods.dev/badge/skills/thewh1teagle/vibe/analytics/github.svg)](https://agentmods.dev/skills/thewh1teagle/vibe/analytics)
Your own site
<a href="https://agentmods.dev/skills/thewh1teagle/vibe/analytics"><img src="https://agentmods.dev/badge/skills/thewh1teagle/vibe/analytics/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 analytics

Your own site · 80×15
<a href="https://agentmods.dev/skills/thewh1teagle/vibe/analytics"><img src="https://agentmods.dev/badge/skills/thewh1teagle/vibe/analytics.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 69 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 667 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 $0.00069 $0.00667
Opus 5.5 $0.00028 $0.00267
Sonnet 5.5 $0.00014 $0.00133
Haiku 4.5 $0.00007 $0.00067

Measured 1mo ago against content hash bec9128f93da, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

analytics 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 1mo 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.

.claude/skills/analytics/SKILL.md · 74 lines

How it starts

The opening of the file, as written. The whole thing — 74 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Analytics

Gets you the data. What to do with it is your call — read the question and answer it, rather than producing a fixed report.

Prerequisites

scripts/export_analytics.py calls load_dotenv(), so a .env at the repo root supplies: BASE_URL, AUTH_SECRET, AUTH_NAME, AUTH_EMAIL, APP_KEY, and optionally APTABASE_REGION (defaults to SH).

Export

Dates are UTC and day-granular: --start-date inclusive, --end-date exclusive. For a window in hours, export the days that overlap it and trim afterwards.

uv run scripts/export_analytics.py \
  --start-date YYYY-MM-DD --end-date YYYY-MM-DD \
  --output scripts/analytics_raw.csv

Also takes --format csv|parquet and --build-mode release|debug (default release — debug rows are developer machines).

Columns

Column
timestamp UTC
event_name see below
user_id anonymous
app_version
os_name / os_version e.g. Windows, macOS, Linux Mint
string_props JSON; failures carry error_message with the full string
numeric_props JSON

The event set

Read it from the code, never from memory — names change:

  • desktop/src-tauri/src/analytics.rs
  • desktop/src/lib/analytics.ts

The shapes are <action>_started → <action>_succeeded / <action>_failed, and <component>_<failure_type> for infrastructure faults. Work out which of the current names are starts, successes and failures before computing any rate.

Trimming to an exact window

uv run --with pandas python - <<'PY'
from datetime import timedelta
import pandas as pd

df = pd.read_csv("scripts/analytics_raw.csv")
df["timestamp"] = pd.to_datetime(df["timestamp"], utc=True)
df = df[df["timestamp"] >= df["timestamp"].max() - timedelta(hours=48)]
df.to_csv("scripts/analytics_window.csv", index=False)
print(len(df), df["timestamp"].min(), df["timestamp"].max())
PY

From here, inline pandas passes over the CSV answer most questions. A few things worth knowing when you interpret them: a handful of users can repeat the same input mistake and dominate an event-level error rate, so per-user counts often say more than raw ones; and a failure rate is only meaningful against its own start event, when that lifecycle is present in the data.

Read the full file on GitHub · 74 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. 1mo ago First seen · 74 lines · 69 tokens per session scan A bec9128f93da

Subscribe to this mod's changes

analytics is a skill published in the GitHub repository thewh1teagle/vibe (8,009 stars, last pushed 8d ago), licensed MIT. It adds 69 tokens to every session and 667 once invoked, about $0.0003 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 2026-09-29.

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