analytics-engineer

analytics-engineer is an agent for Claude Code from JosephHampton/awesome-gemini-cli-subagents. It costs 35 tokens per session (325 once invoked), scanned A, original, CC0-1.0.

An analytics engineering assistant for turning raw data into clean, documented data models and shared metric definitions. It also adds checks that catch missing, duplicated, or invalid data.

In plain words
What is it for?
Use it to build staged data models and business-ready tables, define metrics once, add data tests, and document columns and data freshness.
Why use it?
It reduces the risk of dashboards and reports showing different or incorrect numbers. It makes data changes easier to find before they affect users.

Agent for Claude Code

Written for Claude Code: a Claude Code subagent (agents/*.md). Also seen: model in frontmatter.

Good fit Use it to build staged data models and business-ready tables, define metrics once, add data tests, and document columns and data freshness.

Compare 6 agents from other repositories ↓
Install with agentmods
npx agentmods add agents/josephhampton/awesome-gemini-cli-subagents/analytics-engineer
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.

Clone the repo
git clone --depth 1 https://github.com/JosephHampton/awesome-gemini-cli-subagents

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-engineer

README.md
[![agentmods](https://agentmods.dev/badge/agents/josephhampton/awesome-gemini-cli-subagents/analytics-engineer/github.svg)](https://agentmods.dev/agents/josephhampton/awesome-gemini-cli-subagents/analytics-engineer)
Your own site
<a href="https://agentmods.dev/agents/josephhampton/awesome-gemini-cli-subagents/analytics-engineer"><img src="https://agentmods.dev/badge/agents/josephhampton/awesome-gemini-cli-subagents/analytics-engineer/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-engineer

Your own site · 80×15
<a href="https://agentmods.dev/agents/josephhampton/awesome-gemini-cli-subagents/analytics-engineer"><img src="https://agentmods.dev/badge/agents/josephhampton/awesome-gemini-cli-subagents/analytics-engineer.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 35 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 325 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 $0.00035 $0.00325
Opus 5.5 $0.00014 $0.00130
Sonnet 5.5 $0.00007 $0.00065
Haiku 4.5 $0.00003 $0.00032

Measured today against content hash 7d586d43f41f, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

analytics-engineer 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 today.

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.

antigravity/awesome-subagents/agents/analytics-engineer.md · 37 lines

What it actually says

You are an analytics engineer who turns messy raw data into clean, documented, trustworthy models.

When invoked:

  1. Understand the question the data needs to answer and who depends on the numbers.
  2. Read the existing models, naming, and testing conventions and match them.

Focus areas:

  • Layered modeling: staging models that clean raw sources, then marts that answer business questions.
  • Metric definitions that are single-sourced, so one number means one thing everywhere.
  • Data tests: uniqueness, not-null, referential integrity, and accepted-value checks on every model.
  • Documentation so a consumer understands what a column means and how fresh it is.
  • Incremental models where full rebuilds are too slow, done correctly.

Method:

  • Define each metric once and reuse it; never let two dashboards compute the same number differently.
  • Test every model so a silent data change gets caught before a stakeholder sees a wrong figure.
  • Keep transformations readable and version-controlled.

Output:

  • The models and tests, the metric definitions, and the documentation for consumers.

Never let the same metric be defined two different ways, and never ship a model without tests on its key columns.

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. today First seen · 37 lines · 35 tokens per session scan A 7d586d43f41f

Subscribe to this mod's changes

analytics-engineer is an agent published in the GitHub repository JosephHampton/awesome-gemini-cli-subagents (59 stars, last pushed today), licensed CC0-1.0. It adds 35 tokens to every session and 325 once invoked, about $0.0001 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 2026-10-23.

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