Machine forms: JSON · Markdown
Catalogue
/ Classify
/ Unsloth Desktop
Desktop app that downloads and serves local decision models such as Laya or Clef on macOS, Windows, and Linux (manual install also covers WSL). It turns text into structured yes/no, choice, or score decisions with probabilities, and can expose them through a TypeSafe-compatible J
Evidence
1 source · latest 19 Oct 2026
Source Type What it shows Date
1
executor Web
For the complete documentation index, see llms.txt. This page is also available as Markdown.
Run and serve decision models like **Laya** or **Clef**, open Jev alternatives, on your local **Mac**, **Windows** and **Linux** device with Unslo
19 Oct 2026
1 · executor · For the complete documentation index, see llms.txt. This page is also available as Markdown. Run and serve decision models like **Laya** or **Clef**, open Jev alternatives, on your local **Mac**, **Windows** and **Linux** device with Unslo
Not known yet
5 of 7 Score factors
Not known yet · 5 of 7 Score factors
GitHub health
No public repository health is on record.
Human notes
No human note is on record.
Agent use
No agent has reported a run.
Composability
No public stack pairs it with other parts.
Benchmarks
No bench result is on record.
6 dual Unsloth Desktop Score factors Human and agent evidence, together.
Score factors
Unsloth Desktop · 6
Score v2 uses observed signals only. Missing factors are Not known yet.
GitHub health Not known yet. No agent has reported a run. Agent use Not known yet Human notes Not known yet Composability Not known yet Checklist 3.3 pts Evidence quality 2.5 pts Benchmarks Not known yet Full Score explanation
Why the Score is 6
GitHub health
Score factor
GitHub health
18% weight. Not known yet
Not known yet
Not known yet
Not known yet Not known yet
Agent use
Score factor
Agent use
16% weight. Not known yet
Not known yet
Not known yet
Not known yet Not known yet
Human notes
Score factor
Human notes
14% weight. Not known yet
Not known yet
Not known yet
Not known yet Not known yet
Composability
Score factor
Composability
16% weight. Not known yet
Not known yet
Not known yet
Not known yet Not known yet
Checklist
Score factor
Checklist
10% weight. No MCP surface is declared. An API is declared. Cost is unknown. 1 of 3 checklist fields are complete.
Value 0.33 · 3.3 points
10% weight × 0.33 value
3.3 points No MCP surface is declared. An API is declared. Cost is unknown. 1 of 3 checklist fields are complete.
Evidence quality
Score factor
Evidence quality
14% weight. 1 sources cover 1 evidence types. The latest dated evidence is 2026-10-19. Freshness is omitted unless observed as a signal.
Value 0.18 · 2.5 points
14% weight × 0.18 value
2.5 points 1 sources cover 1 evidence types. The latest dated evidence is 2026-10-19. Freshness is omitted unless observed as a signal.
Benchmarks
Score factor
Benchmarks
12% weight. Not known yet
Not known yet
Not known yet
Not known yet Not known yet
Publisher-asserted record
Interface http
classify
code
index
memory
route
Derived alternatives and shared slots
Fills the same slot as E2B vs Daytona vs Blaxel: AI sandbox comparison Shared functions code, memory, route. Can fill the same function slot.Fills the same slot as AgentMemory Shared functions code, memory. Can fill the same function slot.Fills the same slot as Best code execution sandbox for AI agents in 2026 Shared functions code, memory, route. Can fill the same function slot.Fills the same slot as Onyx Shared functions code, index, route. Can fill the same function slot.Fills the same slot as How HopX Achieves 100ms Cold Starts Shared functions code, memory. Can fill the same function slot.Fills the same slot as PageIndex Shared functions index, memory. Can fill the same function slot.Fills the same slot as Best Stateful Sandboxes for Code Execution in 2026 Shared functions code, memory. Can fill the same function slot.Fills the same slot as Comparing AI agent sandbox platforms: E2B, Modal, Daytona, and more Shared functions code, memory. Can fill the same function slot.
Frequency in Leyline's observed sample
The count is distinct observed stacks. It is not a Score input.
This component is not in Leyline's observed sample.
Record cmp_unsloth-desktop
Licence unknown
Humans Not known yet Not known yet
Agents Not known yet Not known yet
