---
title: "Pipeless Recommendations integration for LuumenAI"
url: "https://www.luumen.ai/integrations/pipeless-recommendations/"
entity: SoftwareIntegration
category: "AI & automation"
audience: "SRE, DevOps, platform engineering, IT operations"
---

# Pipeless Recommendations integration for LuumenAI

Read activity feeds and recommendations, then record events as approved steps

## What LuumenAI can do with Pipeless Recommendations

LuumenAI connects to Pipeless Recommendations with an API token and exposes 10 tools (7 read-only · 2 write · 1 destructive). Reads answer immediately; writes are shown as a plan and require approval by default, configurable per tool by an administrator.

## Key facts

- Authentication: API token
- Tools available: 10 tools (7 read-only · 2 write · 1 destructive)
- Plan: available on all plans
- Category: AI & automation

## About Pipeless Recommendations with LuumenAI

Pipeless turns your application event data into activity feeds and personalized recommendations. Connect it and Luumen can read recent events, walk an object's incoming and outgoing activity, and pull the recommendations or follow suggestions a given object would see. When a backfill or correction is needed, Luumen records the events for you as a previewed step.

## Example tools

Read-only (7 in total):

- `PIPELESS_LIST_ACTIVITY_FEED` — Return one cursor-controlled chronological page of actions by objects followed by a specified object.
- `PIPELESS_LIST_OBJECT_ACTIVITY` — Return one cursor-controlled page of incoming or outgoing relationship activity involving a specific object.
- `PIPELESS_LIST_RECENT_EVENTS` — Return the most recent events sent to the app, up to the requested limit; Pipeless provides no continuation cursor for this read.
- `PIPELESS_LIST_RECOMMENDED_CONTENT` — Return a bounded personalized list of content recommendations for an object using configurable positive, negative, tag, author, follow, and dismissal signals.
- `PIPELESS_LIST_RELATED_CONTENT` — Return content objects related to a target content object using optional tag and collaborative-interaction signals.
- `PIPELESS_LIST_USERS_TO_FOLLOW` — Return a bounded personalized list of user or account objects that the specified object may want to follow.
- `PIPELESS_RANK_CONTENT` — Rank a supplied set of content IDs for an object and report which IDs Pipeless could rank.

Write and destructive (3 in total, approval required by default):

- `PIPELESS_CREATE_EVENT` — Record one typed relationship event for Pipeless activity and recommendation algorithms.
- `PIPELESS_CREATE_EVENTS_BATCH` — Record 1 to 10 relationship events in one Pipeless request.
- `PIPELESS_DELETE_EVENT` — Delete event records matching an exact start object, relationship type and timestamp, and end object.

## Frequently asked questions

### How does LuumenAI connect to Pipeless Recommendations?

Authorize once with API token. Luumen lists the scopes each action needs before you approve the connection, and credentials never appear in the chat.

### Can LuumenAI change things in Pipeless Recommendations on its own?

Read actions answer immediately. Anything that writes is shown as a plan and requires approval by default, including the 1 action classified as destructive. Administrators configure that per tool.

### Is there an audit trail?

Every call to Pipeless Recommendations — read or write, approved or declined — is recorded with the actor, the input, and the result.

Full page: https://www.luumen.ai/integrations/pipeless-recommendations/