u/Emergency-Rough-6372

Recently open sourced a project I’ve been working on called **Adiuvare**.

It’s an adaptive request-security layer for FastAPI, Flask, and Django applications focused on request scoring instead of only static filtering.

The idea came from noticing that a lot of smaller projects either:

* barely inspect requests

* rely on a few regex checks

* or push everything into external tooling without much runtime visibility

So I wanted to experiment with something more local, inspectable, and extensible for developers.

Current features include:

* payload inspection

* behavior + identity scoring

* context-aware signals

* optional AI-assisted review

* local audit logging

* CLI + TUI tooling

* configurable runtime policies

* low-latency inprocess handling

* support for custom signals/extensions

Still early stage and evolving, but the core runtime and scoring pipeline are now working.

Repo: (https://github.com/0-Shimanshu/ADIUVARE)

I’ve been working on a project called Adiuvare, focused on request scoring and runtime visibility for Python APIs.

The original idea came from noticing how difficult it is to balance API protection without turning everything into brittle rule matching or blocking legitimate traffic accidentally.

Instead of only relying on static filters, Adiuvare tries to combine multiple signals and build a risk score around the request itself.

Current features include:

• payload inspection
• behavior + identity scoring
• context signals
• optional AI-assisted review
• local audit logging
• runtime CLI + TUI tools
• FastAPI / Flask / Django integrations

The project is still early-stage, but the main pipeline and runtime systems are already working and I recently published the first public version.

Would genuinely appreciate:

• feedback
• architecture criticism
• security feedback
• contributor interest
• ideas for better scoring/runtime visibility

Especially interested in hearing from people working around API security, middleware systems, observability, or Python infrastructure tooling.

Repo: https://github.com/0-Shimanshu/ADIUVARE