# Openoutreach Foundation

> Use when building lead-generation/funnel engines: GP-active-learning qualification, count-based query-frontier walks, paid-lookup waterfalls with uncapped backoff, bounded CLI jobs with typed stop reasons, give-to-get data cooperatives, or importer-exact CSV contracts — port the mined OpenOutreach contracts.

- Skill: `ryan-brosas/openoutreach-foundation` (Agent Skill, multi-file: 31 files)
- Install (CLI): `npx skillmds@latest add ryan-brosas/openoutreach-foundation`
- Raw SKILL.md: https://api.skillmd.com/api/skills/ryan-brosas/openoutreach-foundation/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Data & Analytics
- License: GPL-3.0
- Author: ryan-brosas (https://skillmd.com/u/ryan-brosas)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/ryan-brosas/openoutreach-foundation

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# OpenOutreach: GP-Qualified Lead Finder Foundation

## Foundation contract

This is a cold, source-specific foundation, not an operational procedure. It is
historical, revision-pinned evidence rather than timeless guidance. Current
project source, tests, requirements, and runtime behavior outrank this
projection and decide what ships.

## Provenance and revision

- Source record: `openoutreach`; portable upstream identity, license, coverage caveats, and retrieval history are preserved in the index.
- Recorded revision: `main@c3ac1434118ac5301b193506d1d01e6e313bc622`.
- Full provenance, coverage caveats, boundaries, and preserved evidence:
  `references/index.md`.

## Topic map

- Representative topics: Cycle & job kernel; Paid enrichment leg; Discovery
  walk; Qualification ML; Output contract; State & status kernel (pass 2);
  Operator & configuration plane (pass 3).
- Scope and retrieval questions: `references/index.md#use-this-for`.
- Complete capsule chooser: `references/index.md#load-the-matching-source-dump`.
- Detailed grouped map: `references/index.md#capsule-map`.
- Source limitations and portability boundaries: `references/index.md#boundaries`.

## Retrieval

Open the index, choose one capsule matching the active question, and load only
that capsule. Revalidate its cited source and revision before relying on it. Do
not bulk-load the inventory, treat historical claims as current truth, or apply
this foundation as a procedure.