Search Packages

toon-llm

Token-Oriented Object Notation (TOON) is an LLM-optimized data serialization format implemented in Python.

gvdb

High-performance distributed vector database with gRPC API and high-dimensional vector support

projectdavid-platform

A single pip installed package will orchestrate a production ready instance of the AI stack in any environment

navi-sanitize

Deterministic input sanitization for untrusted text — invisible characters, homoglyphs, and encoding tricks, handled before your code sees them. Zero dependencies, no ML. Python 3.12+.

superagentx

Move from idea to production in hours with policy-driven autonomous AI agents. Unified Control Plane: Centralised tools, MCPs, models, data, and policies with consistent observability and governance.

nanoindex

Agentic RAG Harness for long documents, Tree and Graph based reasoning. Cited answers down to the pixel

latence-solver

CPU-reference-first Tabu Search Quadratic Knapsack solver with optional accelerator hooks

synapsekit

Minimal, async-first Python framework for production LLM apps- 2 hard deps, no magic, no SaaS.

ennoia

Declarative Document Indexing (DDI) Schemas for RAG — LLM-powered pre-indexing and hybrid retrieval.

helix-context

Agent knowledge index — IDF-weighted retrieval without embedding models. SQLite-only, sub-650ms at 17K+ entries on consumer hardware.

superagentx-handlers

Move from idea to production in hours with policy-driven autonomous AI agents. Unified Control Plane: Centralised tools, MCPs, models, data, and policies with consistent observability and governance.

rag-forge-observability

Production-grade RAG pipelines with evaluation baked in

rag-forge-core

Production-grade RAG pipelines with evaluation baked in

rag-forge-evaluator

Production-grade RAG pipelines with evaluation baked in

netapp-aide-mcp

MCP server for NetApp AI Data Engine

voyager-index

Shard-first late-interaction retrieval for ColBERT and ColPali style workloads with CPU/GPU modes, Triton MaxSim, BM25 hybrid search, durable CRUD/WAL, multimodal preprocessing, and base64-ready reference APIs.

ragwire

RAGWire — Production-grade RAG toolkit for document ingestion and retrieval with hybrid search support

vrraj-bm25s-retriever

Lexical routing layer for LLM tool selection. Filter MCP-discovered and registry tools before prompt assembly using fast BM25S retrieval.

kektordb-client

An official Python client for KektorDB. AI memory system combining vector search with temporal knowledge graph. Built-in cognitive engine for agents. Supports memory decay, contradiction detection, and MCP integration.

simpleaudit

Lightweight AI Safety Auditing Framework

ragit

Automatic RAG Pattern Optimization Engine

insta-rag

A python module library that simplifies RAG through abstraction

pdfstract

PDFStract - Extract, Chunking and Embedding Layer in Your RAG Pipeline - Available as CLI - WEBUI - API

vrraj-llm-adapter

Provider-agnostic, registry-driven LLM adapter for text generation and embeddings with normalized outputs - includes an interactive test UI.