recsys-pipeline-architect
Design composable recommendation, ranking, and feed pipelines
by affaan-mFree
Description
recsys-pipeline-architect is an agent skill from the ECC collection by affaan-m, listed on skills.sh. It is a spec-and-scaffold guide for building recommendation, ranking and feed pipelines that pick the top K items for a user or context. It encodes a six-stage pattern: Source, Hydrator, Filter, Scorer, Selector and SideEffect, which the listing credits to the open-sourced For You feed algorithm from xAI, under the Apache 2.0 licence. The skill states that it is an independent reimplementation of the pattern under the MIT licence, with no code copied from the original. It helps with the plumbing around a scoring function, moving from a single relevance score to multi-action prediction with tunable weights, and wrapping an LLM or ML scorer with filters, hydrators and side effects in TypeScript, Go or Python. It applies to requests about recommendation systems, feed algorithms, ranking pipelines and retrieval rerankers. A skill is a SKILL.md file of instructions that an AI agent loads when a task calls for it. It is free and open source, and the skills.sh listing shows all three security audits passing.…
Highlights
- Six-stage feed pipeline pattern
- Multi-action scoring with tunable weights
- Scaffolds in TypeScript, Go or Python
- Filters, hydrators and side effects
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recsys-pipeline-architect FAQ
What does the recsys-pipeline-architect skill do?
It designs and scaffolds recommendation, ranking and feed pipelines using a six-stage source-to-side-effect framework.
What are the six stages?
Source, Hydrator, Filter, Scorer, Selector and SideEffect.
Which languages does the scaffold use?
TypeScript, Go or Python.
Is it a copy of another project?
No. The skill says it is an independent reimplementation of the pattern, with no code copied from the original.
How do I install it?
Run: npx skills add https://github.com/affaan-m/ecc --skill recsys-pipeline-architect
Is it free?
Yes. It is free and open source.
Are there security findings?
The skills.sh listing shows Gen Agent Trust Hub, Socket and Snyk all passing.
What are the best recsys-pipeline-architect alternatives?
Popular alternatives to recsys-pipeline-architect include ml-adoption-playbook, mle-workflow and pytorch-patterns. See all recsys-pipeline-architect alternatives