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rag-search is a lightweight Retrieval-Augmented Generation API service designed to provide structured semantic search and answer generation through a simple FastAPI backend. The project integrates web search, vector embeddings, and reranking logic to retrieve relevant context before passing it to a language model for response generation. It is built to be easily deployable, requiring only environment configuration and dependency installation to run a functional RAG service. The system...
Search Online (ver.Chrome Selinium) [Improved.Simplified.Alternative]
A desktop application developed using python 3.6.8 and other add-on libaries.
Uses chrome driver and python 'Selinium' library
to automate web browsing.
Compatible only for windows OS.
Document summarization system. By adding document content to system, user queries will generate a summary document containing the available information to the system.
Nucular Archiving System for creating full text indices for fielded data. Python API, web, and command line interfaces. Fast. Very light weight. Concurrent read/writes with no possible locking issues. No server process. Proximity. Facets. Funny name.
A configurable knowledge management framework. It works out of the box, but it's meant mainly as a framework to build complex information retrieval and analysis systems. The 3 major components: Crawler, Analyzer and Indexer can also be used separately.
Wilma is a program for quickly finding text lurking in the
files on your computer. It does this by creating an index of
what words are in which files, which allows it to later find
files containing a given word or set of words almost
instantaneously.
Xapian is a Search Engine Library, written in C++ with bindings for Perl, Python, PHP, Java, Tcl, C# and Ruby. Xapian allows you to easily add advanced indexing and search facilities to your applications. See www.xapian.org for more information.