data-analyst

data-analyst is a skill for Claude Code, Codex from aliyun/alibabacloud-rds-openapi-mcp-server. It costs 36 tokens per session (3,523 once invoked), scanned A, a copy of data-analyst, Apache-2.0.

A data-analysis assistant for working with databases, spreadsheets, and data files. It can query data, clean it, analyze it, and present results in charts or reports.

In plain words
What is it for?
Use it for SQL queries, CSV or Excel analysis, spreadsheet processing, data cleaning, statistics, visualizations, dashboards, and reports.
Why use it?
It reduces the manual work needed to turn raw tables into understandable findings.

Skill for Claude CodeCodex

Which agent this was written for is unclear — built for openclaw. Also seen: built for openclaw.

Needs its repository: it runs a file that does not travel with it, so clone the repository first. The line is python scripts/extract_data.py --output data/latest.csv.

Good fit Use it for SQL queries, CSV or Excel analysis, spreadsheet processing, data cleaning, statistics, visualizations, dashboards, and reports.

Compare 6 skills from other repositories ↓
Install

Getting it into your agent

It runs from inside its repository, so the clone comes first — what it calls does not travel with the file alone.

Clone the repo
git clone --depth 1 https://github.com/aliyun/alibabacloud-rds-openapi-mcp-server
agentmods
npx agentmods add skills/aliyun/alibabacloud-rds-openapi-mcp-server/data-analyst

Made for: Claude Code, Codex.

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 data-analyst

README.md
[![agentmods](https://agentmods.dev/badge/skills/aliyun/alibabacloud-rds-openapi-mcp-server/data-analyst/github.svg)](https://agentmods.dev/skills/aliyun/alibabacloud-rds-openapi-mcp-server/data-analyst)
Your own site
<a href="https://agentmods.dev/skills/aliyun/alibabacloud-rds-openapi-mcp-server/data-analyst"><img src="https://agentmods.dev/badge/skills/aliyun/alibabacloud-rds-openapi-mcp-server/data-analyst/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 data-analyst

Your own site · 80×15
<a href="https://agentmods.dev/skills/aliyun/alibabacloud-rds-openapi-mcp-server/data-analyst"><img src="https://agentmods.dev/badge/skills/aliyun/alibabacloud-rds-openapi-mcp-server/data-analyst.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 36 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 3,523 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 100% 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 $0.00036 $0.03523
Opus 5 $0.00018 $0.01761
Sonnet 5 $0.00007 $0.00705
Haiku 4.5 $0.00004 $0.00352

Measured 10d ago against content hash 90a1ca28d63c, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-09, from the pricing page.

Security

Grade A, and why

data-analyst 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 10d ago.

The scan reads SKILL.md. This mod also ships 2 executable files (scripts/data-init.sh, scripts/query.sh), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

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

100% identical to data-analyst — 0 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.

skill/data-analyst/SKILL.md · 573 lines

How it starts

The opening of the file, as written. The whole thing — 573 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Data Analyst Skill 📊

Turn your AI agent into a data analysis powerhouse.

Query databases, analyze spreadsheets, create visualizations, and generate insights that drive decisions.


What This Skill Does

SQL Queries — Write and execute queries against databases ✅ Spreadsheet Analysis — Process CSV, Excel, Google Sheets data ✅ Data Visualization — Create charts, graphs, and dashboards ✅ Report Generation — Automated reports with insights ✅ Data Cleaning — Handle missing data, outliers, formatting ✅ Statistical Analysis — Descriptive stats, trends, correlations


Quick Start

  1. Configure your data sources in TOOLS.md:
### Data Sources
- Primary DB: [Connection string or description]
- Spreadsheets: [Google Sheets URL / local path]
- Data warehouse: [BigQuery/Snowflake/etc.]
  1. Set up your workspace:
./scripts/data-init.sh
  1. Start analyzing!

SQL Query Patterns

Common Query Templates

Basic Data Exploration

-- Row count
SELECT COUNT(*) FROM table_name;

-- Sample data
SELECT * FROM table_name LIMIT 10;

-- Column statistics
SELECT 
    column_name,
    COUNT(*) as count,
    COUNT(DISTINCT column_name) as unique_values,
    MIN(column_name) as min_val,
    MAX(column_name) as max_val
FROM table_name
GROUP BY column_name;

Time-Based Analysis

-- Daily aggregation
SELECT 
    DATE(created_at) as date,
    COUNT(*) as daily_count,
    SUM(amount) as daily_total
FROM transactions
GROUP BY DATE(created_at)
ORDER BY date DESC;

-- Month-over-month comparison
SELECT 
    DATE_TRUNC('month', created_at) as month,
    COUNT(*) as count,
    LAG(COUNT(*)) OVER (ORDER BY DATE_TRUNC('month', created_at)) as prev_month,
    (COUNT(*) - LAG(COUNT(*)) OVER (ORDER BY DATE_TRUNC('month', created_at))) / 
        NULLIF(LAG(COUNT(*)) OVER (ORDER BY DATE_TRUNC('month', created_at)), 0) * 100 as growth_pct
FROM transactions
GROUP BY DATE_TRUNC('month', created_at)
ORDER BY month;

Read the full file on GitHub · 573 lines

Files

What ships with it

3 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

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. 10d ago First seen · 573 lines · 36 tokens per session scan A 90a1ca28d63c

Subscribe to this mod's changes

data-analyst is a skill published in the GitHub repository aliyun/alibabacloud-rds-openapi-mcp-server (55 stars, last pushed 22d ago), licensed Apache-2.0. It adds 36 tokens to every session and 3,523 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 0 findings. It is 100% identical to data-analyst, differing in 0 lines, and is treated as a copy.