Appworthy

Local LLM: MITHRIL

Local AI Models On-Device

DEPLOY FORWARD LLC
Download on theApp Store
App Store rating4.5★16 ratings
PriceFreeListed price
Age12+Store age rating
Size111 MBiPhone download
CategoryProductivity
DeveloperDEPLOY FORWARD LLC

What we found

Full report

Too little checked to say Store information only. We haven’t analysed this app or read its reviews yet.

Money

  • Free to download.

Not yet tested.

The store currently lists version 2.2.0, updated 2026-10-17.

Preview

Screenshot 1Screenshot 2Screenshot 3Screenshot 4Screenshot 5Screenshot 6Screenshot 7Screenshot 8

Store screenshots supplied by the developer.

About this app

MITHRIL is a private AI assistant that runs on your iPhone and iPad. Your conversations are processed and saved on your device, or on your own Mac if you pair one. No account, no cloud, no tracking.

TWO KINDS OF MODELS

• Apple's on-device model, built into iOS 26 on devices with Apple Intelligence. Nothing to download.

• Open models from Hugging Face in GGUF format, from companies like Alibaba, Google, Meta, Microsoft, Mistral, DeepSeek and Liquid AI. Browse by company, see whether a model fits your device's memory before you download it, and switch any time.

AN ASSISTANT THAT CAN DO THINGS

It knows today's date, the time and your city from your device, and asks before it acts. Texts and emails open as drafts for you to review and send.…

From the developer’s store description.

For developers and the curious

The full report

The evidence, sources, measurements and versions behind every label above.

Findings and evidence

Not yet tested
Not yet tested. No analysis has been published for this app. A missing label is not a clean bill of health.

What reviewers report

No review coverage

No review analysis published for this app.

Measurements

3 measured · 5 not assessed

“Not assessed” means we could not measure it. It is never a zero and never a pass.

From store data and reviews

Developer replies to reviews
Not assessed
Fewer than 50 reviews scanned — too few to state a rate
Price in the store description
The store description doesn’t list prices (most don’t)
Cancelling, in the store description
The store description doesn’t say how to cancel (most don’t)
Themes reported by reviewers
Not assessed
This app's reviews have not been assessed yet
Five-star share of ratings
65–79% five-star
Arithmetic on the stores' own published rating counts. It says nothing about why the ratings fall where they do.

In the app package we scanned

No package has been scanned for this app, so nothing is published about what it ships. That is an absence of evidence, not a finding.

Sensitive permissions
Not assessed
No package has been scanned for this app
Analytics or tracking SDKs in the scanned package
Not assessed
No package has been scanned for this app
Advertising SDKs in the scanned package
Not assessed
No package has been scanned for this app
How we know

Supporting measurements: not a complete list of possible harms or positives. Measurement vocabulary 1.4 · how these are measured

Versions and dates analysed

Not yet tested

Not yet tested. No analysis has been run for this app, so there is no version or date to report.

Store update history

Each store’s release notes, as the developer wrote them. They are the developer’s words, not ours.

App Store

Version 2.2.0 · 2026-10-17
MITHRIL 2.2 • Ask about photos: attach a photo, take one with the camera, or paste a screenshot, and models that read images answer about it on your device (Qwen3.5 and others marked "Reads images"). Photos are scaled down and their location is dropped before the model sees them. • Use your Mac: install MITHRIL on your Mac too, pair it with a QR code, and chat with the bigger models on your Mac from your iPhone or iPad over your home Wi-Fi. Only devices you pair can connect, everything between them is encrypted, and nothing goes through the internet. • Agents on your Mac: start or resume Claude Code, Codex or a terminal on your Mac and use it from here. They keep running on the Mac while…

Shortened here; the full notes are on the store listing.

Assessment record

Status
Not yet tested
App identifier
local-llm
Sources used
None recorded
Reviews read
None recorded
Package examined
No package scan
Human inspection
Not completed
How we know
Measurement vocabulary
1.4

Store facts

App Store

What the stores publish. Store ratings are the stores’ numbers, not Appworthy’s, and are never averaged across stores.

App Store

Store rating
4.50 ★ · 16 ratings
Version
2.2.0
Updated
17 Oct 2026
Price
Free
Age rating
12+
Size
111 MB
Open in App Store
Developer
DEPLOY FORWARD LLC
Category
Productivity
Listing price
Free

No itemized purchase list is available for this listing.

Method and limits

What this report can and cannot show

What a missing label means

Not yet tested. No analysis has been published for this app, so there is no method to describe for it yet. A missing label is not a clean bill of health: it means nothing has been read, not that nothing is wrong.

Limits of this report

  • A package scan is static. It identifies code and text in one Android build. It does not measure a live ad session, test a deletion request, or count the steps needed to cancel.
  • Reviews keep their sample. A review-only charge shows distinct reviewers, the share and the sample size, and is published only once it clears that label’s published threshold. Calibration labels are machine-drafted and not yet confirmed by a person.
  • Not assessed is a state. It is never a zero and never a pass.
  • A missing label is not a clean bill of health. It means the evidence did not support one, not that the app is problem-free.
Not yet human-reviewed. A human review gives an app hands-on, recorded measurements. None has been run for this app. Hands-on inspections are not yet open.
Review thresholds Read the methodology For developers

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