AGENTS / GITHUB / Kryonexus
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Kryonexus

provenance:github:smouj/Kryonexus
WHAT THIS AGENT DOES

Kryonexus is a high-performance engine designed to quickly find the most relevant information, even when dealing with large and complex datasets. It combines different methods of ranking to ensure accurate and timely results. This agent is ideal for developers building search applications, decision support systems, or any tool requiring fast and precise information retrieval. Kryonexus offers a streamlined API and is designed to be easily integrated into existing infrastructure. Its hybrid ranking approach addresses the limitations of traditional search methods, providing a more comprehensive and reliable solution. The agent is self-hosted friendly and supports various data storage options. It aims to deliver decision-grade results with low latency.

PROBLEM IT SOLVES

Kryonexus solves the problem of missing relevance in noisy datasets, where single retrieval methods often fail to identify the most important information. Developers would choose it over manual methods or simpler tools because it provides a faster, more accurate, and automated way to retrieve relevant data for critical applications.

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CAPABILITIES & CONSTRAINTS

TECH & STACK
pythonfastapisearchrankinghybridfaissbm25docker

USE CASES

README
# Kryonexus

<p align="center">
  <img src="./assets/branding/logo.svg" alt="Kryonexus logo" width="88" />
</p>

![Language](https://img.shields.io/badge/language-Python%203.11%2B-blue)
![License](https://img.shields.io/github/license/smouj/Kryonexus)
![Last Commit](https://img.shields.io/github/last-commit/smouj/Kryonexus)
![CI](https://img.shields.io/github/actions/workflow/status/smouj/Kryonexus/ci.yml?branch=main)
[![Ko-fi](https://img.shields.io/badge/Ko--fi-Support%20this%20project-ff5f5f?logo=ko-fi&logoColor=white)](https://ko-fi.com/smouj013_dev)

<p align="center">
  <a href="./README.md"><img src="https://img.shields.io/badge/README-English-1f6feb?style=for-the-badge" alt="English"></a>
  <a href="./README.es.md"><img src="https://img.shields.io/badge/README-Español-c92a2a?style=for-the-badge" alt="Español"></a>
</p>

**High-performance hybrid retrieval and ranking engine.**

## Vision
Combines lexical and semantic ranking for low-latency decision-grade results.

## What problem it solves
Single retrieval methods miss relevance in noisy datasets.

## Core superpower
- ⚡ **Hybrid rank fusion with streaming result interfaces**

## Key use cases
- ✅ Search backends
- ✅ Decision support
- ✅ Facet-ready retrieval
- ✅ Relevance tuning


## API surface
`POST /search`, `WS /search`, `GET /health`

## Technical stack
- **Core stack:** FastAPI + BM25/FAISS strategy layer
- **Runtime:** local-first, self-hosted friendly
- **Infra:** Docker Compose + Caddy + Redis/Chroma/Ollama compatibility

## Current status (Feb 2026)
- ✅ Public scaffold available
- ✅ Bilingual README (EN default + ES)
- ✅ CI + release baseline configured
- 🚧 Feature hardening in progress

## Quick start
```bash
git clone https://github.com/smouj/Kryonexus.git
cd Kryonexus
python -m venv .venv
source .venv/bin/activate
pip install -r requirements.txt
python -m src.kryonexus.cli --help
```

## Documentation
- [Implementation Guide](./docs/IMPLEMENTATION.md)
- [Architecture](./docs/ARCHITECTURE.md)
- [Runbook](./docs/RUNBOOK.md)
- [Deployment Guide](./docs/DEPLOYMENT.md)
- [Release Process](./docs/RELEASE.md)
- [Changelog](./CHANGELOG.md)

## Contributing
Contributions are welcome. Please read [CONTRIBUTING.md](./CONTRIBUTING.md).

## License
MIT © 2026 smouj

---

### Other skills
Explore the full ecosystem here: **[smouj/smouj](https://github.com/smouj/smouj)**

**Signature:** [@Smouj013](https://x.com/smouj013)

PUBLIC HISTORY

First discoveredMar 21, 2026

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first seenFeb 23, 2026
last updatedFeb 24, 2026
last crawled2 months ago
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