Open source alternatives to recsys-pipeline-architect
24 open source AI Skills apps to use instead, best rated first.
Top picks
- G
github-ops
Launchgithub-ops is an agent skill from the ECC collection by affaan-m, listed on skills.sh. It manages a GitHub repository with a focus on community health, CI reliability and the experience of contributors. It covers triaging issues by classify
Open source
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opensource-pipeline
Launchopensource-pipeline is an agent skill from the ECC collection by affaan-m, listed on skills.sh. It prepares a private project for safe public release through a three-stage pipeline. The fork stage strips secrets from a copy. The sanitise st
Open source
- A
andrej-karpathy-skills
Launchandrej-karpathy-skills is a single CLAUDE.md file from the multica-ai project that is meant to improve how Claude Code behaves on coding tasks. It is derived from Andrej Karpathy's public observations about LLM coding pitfalls. The file dis
Open source
- M
microsoft/markitdown
Launchmarkitdown-mcp is the MCP server package for MarkItDown, Microsoft's tool for converting many file formats to Markdown for language models. It is a lightweight server that runs over stdio, Streamable HTTP or SSE, and exposes one tool, conve
Open source
- O
od-contribute
Launchod-contribute is an agent skill in the OpenDesign project that provides a guided, one-click contribution flow to the OpenDesign repository, written so that people without a coding background can send a real pull request. It is locked to the
Open source
- G
github-deep-research
Launchgithub-deep-research is an agent skill from the DeerFlow project that researches a single GitHub repository in several rounds and writes a report in Markdown. It is for requests that need more than a README summary, such as a comprehensive
Open source
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by shareAI-lab - A really interesting analysis of how coding agents like Claude
About recsys-pipeline-architect
recsys-pipeline-architect
Design composable recommendation, ranking, and feed pipelines
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.
- Price
- Free
- Made by
- affaan-m
- Category
- AI Skills
- Website
- github.com/affaan-m/ecc/recsys-pipeline-architect