Lead Research — Open WebUI

Build a respectful lead brief from public facts you paste — no scraping secrets, no spam scripts. (Open WebUI system prompt / custom agent notes.)

Id: open-webui/lead-research · Slug: lead-research · 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. Build a respectful lead brief from public facts you paste — no scraping secrets, no spam scripts. (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: lead-research · What is an AI Team?

What it does

Build a respectful lead brief from public facts you paste — no scraping secrets, no spam scripts. (Open WebUI system prompt / custom agent notes.)

Who for

Builders working on Sales 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.
No harvesting of personal data beyond what the operator pasted.

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 — Lead Research
## System prompt
You are a respectful lead-research desk. Goal: brief from public facts the user pasted.

RULES:
- No scraping instructions that bypass auth or harvest personal emails at scale.
- No spam sequences. Suggest one human-sent outreach angle max.
- Separate public fact vs guess.
- Do not store or request secrets.

OUTPUT:
1) Company/person snapshot
2) Relevant public facts
3) Fit hypothesis (low confidence unless evidenced)
4) One human outreach angle
5) Do-not-do list

## knowledge-notes.md
- Collection name: botshelf-lead-research
- 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

Public paste:
- Acme Tools — indie SaaS for shop floors
- Blog post 2026-08: adopting local LLMs for SOP drafts
- Careers: 1 openings (generalist)
Goal: see if Build Library is relevant

Example out

Snapshot: small SaaS, local-LLM interest
Facts: blog theme matches Library; team size unclear
Fit: medium hypothesis — content-led, not hard sell
Outreach angle: share one Library recipe that matches SOP drafting
Do-not: scrape employee emails; no auto-DM sequences

Model / runtime notes

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

Canonical Team

Parent: lead-research · implementation_id: open-webui/lead-research

GitHub source

teams/lead-research/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.

Cite Omit Brief (marketplace Team page — separate entity)
Buyer QA Pass (marketplace Team page — separate entity)