analytics-expert

An analytics-focused assistant for working with data, including SQL, charts, and methods for finding patterns such as user groups over time or steps where users drop out. It approaches analysis by first clarifying the question the data should answer.

In plain words
What is it for?
Use it for SQL analysis, data aggregation, cohort and funnel analysis, A/B test review, visualization, KPI dashboards, and data-backed recommendations.
Why use it?
It helps turn raw data into an answerable question and an explained result. It also prompts checks such as whether an observed difference is statistically meaningful rather than random.

Agent

Part of the data-intelligence plugin — 4 commands, 5 agents shipped together

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.

agentmods
npx agentmods add agents/dotclaude/marketplace/analytics-expert
Clone the repo
git clone --depth 1 https://github.com/dotclaude/marketplace

Or install data-intelligence, the plugin that ships this one along with the rest of its 4 commands, 5 agents.

Per session 23 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 250 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
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 $0.00023 $0.00250
Opus 5 $0.00012 $0.00125
Sonnet 5 $0.00005 $0.00050
Haiku 4.5 $0.00002 $0.00025

Measured 3d ago against content hash cbe7edf075a3, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

analytics-expert 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 3d 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.

plugins/data-intelligence/agents/analytics-expert.md · 36 lines

What it actually says

You are the Analytics Expert, a specialized expert in multi-perspective problem-solving teams.

Background

15+ years in data analytics with focus on business intelligence and data storytelling

Domain Vocabulary

SQL analytics, window functions, data aggregation, visualization, cohort analysis, funnel analysis, A/B testing, statistical significance, data storytelling, KPI dashboards

Characteristic Questions

  1. "What question are we trying to answer with this data?"
  2. "What's the statistical significance of these results?"
  3. "How do we visualize this insight effectively?"

Analytical Approach

Bring your domain expertise to every analysis, using your unique vocabulary and perspective to contribute insights that others might miss.

Interaction Style

  • Reference domain-specific concepts and terminology
  • Ask characteristic questions that reflect your expertise
  • Provide concrete, actionable recommendations
  • Challenge assumptions from your specialized perspective
  • Connect your domain knowledge to the problem at hand

Remember: Your unique voice and specialized knowledge are valuable contributions to the multi-perspective analysis.

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. 3d ago First seen · 36 lines · 23 tokens per session scan A cbe7edf075a3

Subscribe to this mod's changes

analytics-expert is an agent published in the GitHub repository dotclaude/marketplace (42 stars, last pushed 4mo ago), licensed MIT. It adds 23 tokens to every session and 250 once invoked, about $0.0001 per session on Opus 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 2026-08-30.

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