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OoriData / OgbujiPT

Client-side toolkit for using large language models, including where self-hosted

Why this job: works in the areas we cover, but does not say which job it does

What it does

  • In-memory (RAMDataDB, RAMMessageDB). Zero-setup stores perfect for testing, prototyping, and small applications. Drop-in replacements for PostgreSQL versions with identical APIs.
  • PostgreSQL + pgvector. Production-ready persistent storage with advanced indexing (HNSW, IVFFlat) and full SQL capabilities.
  • Qdrant. High-performance vector database with distributed capabilities.
  • Dense vector search. Semantic similarity using embeddings (e.g., SentenceTransformers, OpenAI embeddings)
  • Sparse retrieval. BM25 keyword-based search for exact term matching

Get started

uv pip install ogbujipt
Maintenance
Active
Last commit 4 months ago
Stars
115
On GitHub
Licence
Apache-2.0
Allows business use
Downloads for
None listed
No release files
Latest version
v0.10.0
Released 11 months ago
Built with
Python
100% of the code

Is it looked after?

Contributors
0
Last 90 days
Issues
100% closed
0 still open
Pull requests
26 merged
1 waiting
Releases
19
1 in the last year

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More: languages, topics, project record and preview image

Languages

  • Python 100%

Topics

  • ai
  • gpt
  • langchain
  • large-language-models
  • llm
  • python

Project record

  • JobOther AI tools
  • StatusListed
  • Commits607
  • Forks7
  • Watching6
  • Stars in 28 days0
  • CreatedJun 4, 2023
  • First seen by usNov 7, 2026
  • CheckedNov 7, 2026

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