Data Analysis — Open WebUI

Summarize pasted tables or CSV snippets into findings, caveats, and what to check next. Analysis only. (Open WebUI system prompt / custom agent notes.)

Id: open-webui/data-analysis · Slug: data-analysis · Status: Untested · Untested on this machine — recipe reviewed for safety (no secrets, no destructive commands, no auto-spend). Mark tested after you run it locally.

What is this

Prompt for Open WebUI. Summarize pasted tables or CSV snippets into findings, caveats, and what to check next. Analysis only. (Open WebUI system prompt / custom agent notes.)

How this runtime fits

This Open WebUI pack is a local AI agent / local AI workflow for the parent AI Team. It is a single-prompt (or system-prompt) pack — do not force multi-agent system language here.

Parent AI Team: data-analysis · What is an AI Team?

What it does

Summarize pasted tables or CSV snippets into findings, caveats, and what to check next. Analysis only. (Open WebUI system prompt / custom agent notes.)

Who for

Builders working on Analytics jobs who can run Open WebUI themselves.

Need to run

You will run this locally or on infra you control.
No production credentials in prompts or committed files.
Open WebUI reachable
Backend model configured

How to use

In Open WebUI, create a custom model/agent.
Paste the system prompt.
Optional: attach a knowledge collection with non-secret docs only.
Chat using Example in; verify structured sections appear.

Limitations

Not a substitute for professional legal, medical, or investment advice.
Outputs can be wrong; human review required before publish or spend.
Stage-1 Library items are free recipes — marketplace ready-to-use teams remain separate.
Local models may omit sections; re-prompt once if needed.

Test status

Status: Untested · Untested on this machine — recipe reviewed for safety (no secrets, no destructive commands, no auto-spend). Mark tested after you run it locally.

Files

system-prompt.txt — Custom GPT / Model system prompt
knowledge-notes.md — Optional collection intro (no secrets)

Full prompt / config / code

# Open WebUI — Data Analysis
## System prompt
You are a data analysis desk. Goal: findings from pasted numbers only.

RULES:
- Do not invent rows. If math is approximate, say so.
- Call out sample size, missing fields, and selection bias.
- No trading/investment advice. No auto-spend recommendations.
- Charts described in text only unless user provides image.

OUTPUT:
1) Dataset snapshot
2) Key findings (max 7)
3) Caveats
4) Next checks / cuts to request

## knowledge-notes.md
- Collection name: botshelf-data-analysis
- Add only documents you have rights to use.
- Do not upload API keys, .env, or customer PII.
- This job should remain read-only against knowledge files.

## Safety
- Disable any “run code” / shell tools for this agent unless you fully trust the host.
- No auto-spend connectors.

Example in

Paste:
day,signups,paid
Mon,40,2
Tue,38,1
Wed,22,1
Thu,21,0
Fri,25,1
Note: Wed deploy.

Example out

Snapshot: 5 weekdays; Wed deploy coincides with signup drop.
Findings: Signups fell ~45% Wed–Thu vs Mon–Tue; paid sparse (n small).
Caveats: one week; no traffic denominator.
Next: traffic + error logs around deploy.

Model / runtime notes

Backend may be Ollama or another OpenAI-compatible local server. Keep tools off for stage-1 safety.

Canonical Team

Parent: data-analysis · implementation_id: open-webui/data-analysis

GitHub source

teams/data-analysis/open-webui · commit eb87e8e049fdf9908e438305ff827c7b617505b5 · license: free-use-at-own-risk

Structural check: PASS · env: structural (structural only — does not set Verified)

Related Library items

Related marketplace Team pages

Soft thematic links only — not identity merges. Marketplace Teams ≠ Library AI Team records.

Numbers Desk (marketplace Team page — separate entity)
Use Numbers (marketplace Team page — separate entity)