Agent skill

Data Analyst

by clawdotnet in clawdotnet/openclaw.net

Connects to databases, runs SQL queries, and analyzes datasets using code to provide actionable business insights.

MITAuto-check passedDatabases

Install Data Analyst

skills CLI
$ npx skills add clawdotnet/openclaw.net --skill data-analyst -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install clawdotnet/openclaw.net data-analyst --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/clawdotnet/openclaw.net.git skills-src && mkdir -p .claude/skills && cp -r skills-src/src/OpenClaw.Gateway/skills/data-analyst .claude/skills/data-analyst && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
data-analyst
GitHub stars
519
Token cost
~291 tokens
SKILL.md length
139 words
Files
1
Skills in repo
12
Repo updated
First seen
Licence
MIT

At a glance

Connects to databases, runs SQL queries, and analyzes datasets using code to provide actionable business insights.

  • Works in 4 steps: Understand the Schema → Data Extraction → Advanced Analysis (If Needed) → …
  • Tasks that involve Data analysis
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
  • Tasks that involve SQL

What it does

Data Analyst is an agent skill from clawdotnet/openclaw.net. Connects to databases, runs SQL queries, and analyzes datasets using code to provide actionable business insights.

Its SKILL.md is about 290 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Databases, covering Data analysis and SQL. It works with SQL. The repository describes itself as: Self-hosted Enterprise and Personal AI + agent runtime in .NET (NativeAOT-friendly). The licence is MIT.

When your agent uses it

  • Tasks that involve Data analysis
  • Tasks that involve SQL

Example prompts

  • “Use the data-analyst skill to connect to databases, runs SQL queries, and analyzes datasets using code to provide actionable business insights”
  • “/data-analyst”

Requirements

  • Python 3

Workflow steps

4 steps, taken from the first numbered list in SKILL.md.

  1. Understand the Schema
  2. Data Extraction
  3. Advanced Analysis (If Needed)
  4. Reporting Insights

What it can do on your machine

Read from SKILL.md and the folder at commit 2344435. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Data Analyst loads about 291 tokens when it runs. Until then it costs about 32 tokens; SKILL.md has 139 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~32
When it runs · the whole SKILL.md, loaded when a task matches
~291

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from clawdotnet/openclaw.net at commit 2344435, republished under its MIT licence (© clawdotnet). 139 words, ~291 tokens.

Download SKILL.mdSave it as .claude/skills/data-analyst/SKILL.md (or your agent's skills folder).
name
data-analyst
description
Connects to databases, runs SQL queries, and analyzes datasets using code to provide actionable business insights.

When asked to "analyze data", "query the database", or act as a "data analyst":

  1. Understand the Schema:

    • Use the database tool to inspect the available tables and schema structure.
    • Ask for clarification if column names or relationships are ambiguous.
  2. Data Extraction:

    • Write optimized SQL queries using the database tool to extract the necessary information.
    • Limit result sets (e.g., LIMIT 100) if exploring large tables to avoid context window overflow.
  3. Advanced Analysis (If Needed):

    • If SQL is insufficient (e.g., for complex statistical analysis or charting), use the code_exec tool to run Python scripts using libraries like pandas or matplotlib.
  4. Reporting Insights:

    • Do not just dump raw data rows into the chat. Synthesize the findings into clear business insights.
    • Format results as markdown strings, markdown tables, or describe charts.
    • Clearly state any assumptions made during the analysis.

© clawdotnet, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in src/OpenClaw.Gateway/skills/data-analyst of clawdotnet/openclaw.net.

Open the folder on GitHubat commit 2344435

Compare with similar skills

Data Analyst next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Data Analyst compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Data Analyst this skillclawdotnet/openclaw.net519—~291Automated safety check: PassMIT
Analyzing Dataastronomer/agents450—~1.3kAutomated safety check: PassApache-2.0
Dinobase Business Data Querieskappa90/dinobase263—~1.5kAutomated safety check: PassCustom licence
Analytics Engineerborghei/Claude-Skills874—~3.4kAutomated safety check: PassMIT
Data Analysischmonitor/chmonitor298—~2kAutomated safety check: PassGPL-3.0
Network Data Analysisautomateyournetwork/netclaw674—~1.3kAutomated safety check: NotesApache-2.0

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Works with

Questions about Data Analyst

What does Data Analyst do?

Connects to databases, runs SQL queries, and analyzes datasets using code to provide actionable business insights. net. Connects to databases, runs SQL queries, and analyzes datasets using code to provide actionable business insights.

When should I use Data Analyst?

Data Analyst fits situations like: tasks that involve Data analysis; tasks that involve SQL.

How do I install Data Analyst in Claude Code?

Run `npx skills add clawdotnet/openclaw.net --skill data-analyst -a claude-code`. Or copy the skill folder (src/OpenClaw.Gateway/skills/data-analyst in clawdotnet/openclaw.net) into .claude/skills/data-analyst in your project. Claude Code loads it when a task matches its description.

How do I install Data Analyst in Codex?

Run `npx skills add clawdotnet/openclaw.net --skill data-analyst -a codex`. Or copy the skill folder (src/OpenClaw.Gateway/skills/data-analyst in clawdotnet/openclaw.net) into .agents/skills/data-analyst in your project. Codex loads it when a task matches its description.

Can I use Data Analyst in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add clawdotnet/openclaw.net --skill data-analyst -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/data-analyst, .gemini/skills/data-analyst, .github/skills/data-analyst and .opencode/skills/data-analyst in your project.

What does Data Analyst need to run?

SKILL.md names no scripts, command-line tools or credentials: Data Analyst is instructions for the agent only. Our summary lists: Python 3.

Does Data Analyst access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Data Analyst safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Data Analyst use?

Data Analyst is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Data Analyst use?

About 291 tokens (SKILL.md is roughly 1.2k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Data Analyst?

Skills that share tags, products or a category with Data Analyst: Analyzing Data (astronomer/agents, 450 stars), Dinobase Business Data Queries (kappa90/dinobase, 263 stars), Analytics Engineer (borghei/Claude-Skills, 874 stars) and Data Analysis (chmonitor/chmonitor, 298 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Data Analyst?

clawdotnet (a GitHub organization) maintains it in clawdotnet/openclaw.net, which has 519 GitHub stars. The repository holds 12 skills in this directory. The repository was last updated on October 3, 2026.

Source: clawdotnet/openclaw.net on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.