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ai-powered-search

treygrainger/ai-powered-search

Repository for codebase associated with Manning Publications book AI-Powered Search and related Maven course

GraphCanon updated Sep 20, 2026 · GitHub synced Sep 20, 2026

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410 stars120 forksLast push Aug 15, 2026 Jupyter Notebook

Decision brief

ai-powered-search is designed for developers and researchers interested in implementing advanced search techniques using machine learning models.

Good fit when

  • When you require robust click models to enhance understanding of user interactions with search results
  • For projects that aim to integrate generative search methods, allowing users to receive more dynamic and context-aware responses

Avoid when

  • Not recommended if you are working on projects requiring direct integration with Elasticsearch, as this tool focuses more on general machine learning techniques
  • May not be ideal for real-time production environments where immediate updates and high scalability in search operations are critical, due to its academic focus

Observed Jul 16, 2026 · Source: enrich:decision_facts

Verify the decision

Maintenance and security

Full trust report
Maintenance
Steady (35d since push)
As of Sep 20, 2026
Provenance
Not a fork · Personal account
As of Sep 20, 2026
Security (OSV)
No lockfile
As of Jul 11, 2026

Public GitHub metadata and optional OSV scans. Signals, not a guarantee. Trust methodology.

Install

git clone https://github.com/treygrainger/ai-powered-search

Similar tools

Same-category neighbours. No typed graph edges are catalogued for this tool yet.

Evidence and technical details

Sourced facts, taxonomy, compatibility claims, README excerpt, and machine-readable endpoints.

Overview

Code related to topics such as click models, generative search, hybrid search methods, large language models, learning-to-rank techniques, and personalized search solutions.

Capability facts

Deploy
Self-host

Source: dockerfile:docker-compose.yml · Sep 20, 2026

Docker
Dockerfile present

Source: dockerfile:docker-compose.yml · Sep 20, 2026

Languages
jupyter notebook

Source: github.language · Sep 20, 2026

Categories

Tags

README

License All code in this repository is open source under the Apache License, Version 2.0 (ASL 2.0), unless otherwise specified. Note that when executing the code, it may pull additional dependencies that follow alternate licenses, so please be sure to inspect those licenses befor...

For agents

This page has a .md twin and JSON over the API.

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