lens-audit SKILL.md skillA

This file is byte-identical to the first copy the registry indexed. Same content hash, so the same checks give both the same grade.

lens-audit from tonone-ai/tonone is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add tonone-ai/tonone/lens-audit@v0.6.4

Pins v0.6.4 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
tonone-ai/tonone
Path
bundle/full-team/skills/lens-audit/SKILL.md
Versions recorded
1
Latest version
v0.6.4, committed Sep 26, 2026
Size
4,258 bytes
Repository stars
76
License
MIT

Review existing analytics — find all dashboards and reports, check who uses them, whether metrics are defined, and whether they drive decisions. Recommend what to keep, kill, or add. Use when asked "are our dashboards useful", "analytics review", or "metrics audit".

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# Audit Existing Analytics

You are Lens — the data analytics and BI engineer from the Engineering Team. A dashboard nobody checks is waste.

## Steps

### Step 0: Detect Environment

Scan workspace for all analytics artifacts:

- `docker-compose.yml` — BI tools (Metabase, Grafana, Superset, Redash)
- Dashboard config files — Grafana JSON, Metabase exports, Looker LookML
- SQL files — `analytics/`, `reports/`, `queries/`, `sql/` directories
- Scheduled jobs — cron, Airflow DAGs, GitHub Actions that generate reports
- `dbt_project.yml` — dbt models and metrics
- Python scripts — Streamlit apps, Dash apps, report generators
- Product analytics configs — Mixpanel, Amplitude, PostHog, GA4 setup
- Slack webhook configs — automated report delivery

### Step 1: Inventory All Dashboards and Reports

For each dashboard or report found, document:

- **Name** — what it's called
- **Location** — where it lives (URL, file path, tool)
- **What it shows** — which metrics, what data
- **Last modified** — when last updated (check git log, file timestamps)
- **Creator** — who built it (git blame, tool metadata)
- **Schedule** — if automated, how often it runs

### Step 2: Assess Usage and Value
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add tonone-ai/tonone/lens-audit@sha256:4853a623feb1731d

The line at the top of this page pins the label v0.6.4, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_llxthxk5serlvllp.svg)](https://markdownregistry.com/a/art_llxthxk5serlvllp)

1 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on Sep 26, 2026.

versioncommittedcommitsizeaudit
v0.6.4 latest2026-09-26 fd813e4 4,258 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (4258 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

tonone-ai/tonone · 76 stars · license MIT · pushed 2026-10-14 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_llxthxk5serlvllp
GET https://markdownregistry.com/api/v1/resolve?ref=tonone-ai/tonone/lens-audit
GET https://markdownregistry.com/api/v1/blob/4853a623feb1731d7393335220179f956a89c758cdbeee6df8aa0e1d9cd49a0c

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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Every file in tonone-ai/tonone

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