ML AI Project Hub

About MLAI

Tue, 21 Apr 2026 11:00:00 -0500

ML AI (ML AI LLC) is the umbrella for open repositories in:

AI-assisted workflow tooling
contract intelligence systems
security-first protocol and messaging infrastructure

This website is maintained as a project hub.

Projects

Tue, 21 Apr 2026 11:00:00 -0500

OmekaRapper

AI-assisted Omeka S cataloging module with provider-backed metadata suggestions from text, PDFs, OCR, and web content.

Open project page

OpenSift

Local-first study assistant for ingest, retrieval, and grounded generation.

OmekaRapper

Tue, 21 Apr 2026 11:00:00 -0500

Repository: mlaify/OmekaRapper

Status in repo docs: early development.

Scope

OmekaRapper helps curators and researchers generate metadata suggestions from:

article or OCR text
uploaded PDFs
web content

Current capabilities

Omeka admin panel integration in item add/edit flows
Suggest-and-apply workflow for common Dublin Core fields
Pluggable provider architecture (ChatGPT, Codex, Claude, Ollama-compatible endpoints)

Notes

PDF extraction requires pdftotext
OCR fallback requires pdftoppm and tesseract
richer semantic mapping is planned beyond literal value writes

OpenSift

Tue, 21 Apr 2026 11:00:00 -0500

Repository: mlaify/OpenSift

Status in repo docs: hobby proof-of-concept.

Scope

OpenSift is an AI study assistant that ingests materials and retrieves grounded context for generation.

Core flow:

ingest source material
retrieve relevant chunks
generate study output

Current capabilities

local-first study workflows
multiple chat modes (study_chat, assignment_planner, study_guide, key_points, quiz, explain)
provider paths for Claude Code, ChatGPT Codex, Claude API, and OpenAI API
gateway mode that can supervise UI and optional MCP server

Security posture

Repo docs explicitly describe local-first constraints and non-production hardening status, with documented improvements around XSS, SSRF controls, and persistence safety.

OpenContractRx

Tue, 21 Apr 2026 11:00:00 -0500

Repository: mlaify/OpenContractRx

Status in repo docs: active v1 goals with baseline platform scaffolding.

Scope

OpenContractRx is an open-source contract intelligence, renewal, and drafting platform for hospitals.

v1 goals

contract upload workflows
key-term extraction
renewal dashboards (120/90/60/30 day buckets)
human-in-the-loop review
AI-assisted drafting with auditable rationale

Monorepo architecture

apps/api: FastAPI backend
apps/worker: background OCR/extraction/embedding
apps/web: Next.js frontend
packages/core: shared Python schemas

Aegis

Tue, 21 Apr 2026 11:00:00 -0500

Repository: mlaify/aegis

Status in repo docs: v0.1 draft integration workspace.

Scope

Aegis is a secure asynchronous messaging reference stack centered on:

cryptographic identity continuity
encrypted private payloads
zero-trust relay infrastructure
protocol-first design

Current implementation highlights

draft RFCs and schemas in aegis-spec
core message models in aegis-core
reference relay endpoints for envelope push/fetch
end-to-end local CLI loop (seal -> push -> fetch -> open)

Security posture

The project docs explicitly separate current guarantees from future hardening work, including signature enforcement, prekey lifecycle, relay auth, and federation.

Build Principles

Tue, 21 Apr 2026 11:00:00 -0500

Principles

Build practical systems for real operator workflows.
Keep current status and known limits explicit.
Treat security architecture and threat modeling as core design work.
Favor composable, provider-friendly module boundaries.
Keep documentation close to implementation.

In practice

OmekaRapper emphasizes reviewable AI suggestions before write-back.
OpenSift emphasizes local-first retrieval and explicit hardening notes.
OpenContractRx separates API, worker, and web layers clearly.
Aegis treats protocol and threat model docs as first-class artifacts.

Direction

Tue, 21 Apr 2026 11:00:00 -0500

Current direction

expand practical AI workflows that are usable now
improve security posture and reliability as projects mature
publish architecture, lifecycle, and threat-model notes early

Why this hub exists

The hub keeps project information coherent across repos and makes status easier to track for contributors and users.

Contribute / Contact

Tue, 21 Apr 2026 11:00:00 -0500

GitHub org: mlaify
Website: mlaify.io

For project feedback and implementation questions, open issues/discussions in the relevant repository.