BYOAIK (Bring Your Own AI Key) is a directory of AI tools that run on your own API key.

PEFT

Hugging Face's LoRA and adapter library, the piece most local fine-tuning is actually built on.

Website Source code

Category:
Fine-Tuning and Training
Maintenance:
Actively developed (last commit today)
Pricing:
Open Source
Open source:
Yes (Apache-2.0)
Self-hostable:
Yes
Local-first:
Yes
Platforms:
CLI, Self-hosted, Local-only, Docker
AI providers (bring your own key):
Ollama, Custom / OpenAI-compatible
API key storage:
No cloud key required for local model
Key risk level:
LOW
Trust score:
87/100

PEFT implements parameter-efficient fine-tuning, LoRA, QLoRA, prompt tuning and the rest, which is what makes adapting a large model possible on hardware a person can own rather than a cluster they rent. It is the layer Unsloth, Axolotl and LlamaFactory sit on top of. No key and no service: the base weights, the training data and the resulting adapter all stay where you put them. Apache-2.0.

How this tool was scored

Key handling 93/100 (where your key rests and who sees it, comparable across any licence) and verifiability 70/100 (how much of that BYOAIK could confirm, lower for closed source). Neither contains a popularity signal.

  • Key Safety 25/25: No cloud key is needed at all. The model runs locally.
  • Request Routing 17/20: Requests go straight from you to the AI provider.
  • Transparency 20/20: Source is public under Apache-2.0, so anyone can check how the key is handled.
  • Privacy 14/15: Local-first: it works without sending your data anywhere. Can be self-hosted, so the data path stays inside infrastructure you control.
  • Maintenance 10/10: Actively developed, with commits within the last three months.
  • Verification Confidence 1/10: Compiled from public documentation by an AI-assisted pass, not independently confirmed.

What was checked

Verification tier RESEARCH_ASSISTED, derived from the evidence below and not set by hand.

  • [REPORTED · RESEARCH] This listing was compiled by an AI-assisted research pass over the tool's public website, README and documentation. No person independently confirmed it.
  • [CONFIRMED · SOURCE_SCAN] Most recent commit 2026-09-29, about 0 month(s) ago. source

How your API key is handled

Key handling varies. Requests are sent directly to the AI provider. Because it can be self-hosted, your key never has to touch a third-party backend.

Setup

Add your provider API key in settings and choose a model.