jatinbishla/Umless
Local, open-source voice dictation that types what you meant: Parakeet/Whisper + a LoRA-tuned Qwen cleanup model, in Rust. 100% on-device.
⚡ Executive Summary & Quick Facts
Authoritative SourceUmless is Umless is an open-source project written in Rust: Local, open-source voice dictation that types what you meant: Parakeet/Whisper + a LoRA-tuned Qwen cleanup model, in Rust. 100% on-device..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), jatinbishla/Umless has accumulated 23 GitHub stars and 3 forks. It is written in Rust, licensed under Apache-2.0, and ranks #31,448 globally. It is actively maintained with the latest commit recorded on Nov 7, 2026.”
| Repository | jatinbishla/Umless ↗ |
|---|---|
| Primary Category | dictation |
| Language & Stack | Rust |
| Software License | Apache-2.0 |
| Community Traction | ★ 23 stars · ⑂ 3 forks · #31,448 globally |
| Maintenance | ● Active (Last commit: Nov 7, 2026) · 0 open issues |
| Target Audience | Developers and engineering teams building with Rust, seeking reliable, tested, and actively maintained tooling for production workloads. |
🛡️ Repository Maintenance & Health Audit (2026)
Health Score: 90/100 · Grade AYes, Umless is actively maintained. Continuous telemetry recorded the last code commit on Nov 7, 2026 (5 days ago). Supported by 23 stars and 3 community forks, this repository holds a calculated health index of 90/100, reflecting very active (commits within last 14 days) and healthy issue cadence.
Star History
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+10
STARS · LAST 30 DAYS
1
PER DAY
#2,667
MOST-STARRED Rust
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +7 | +10 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +1 | +3 | +10 |
Umless gained 10 stars in the last 30 days, about 1 a day, and now has 23. It is about 1 year old and has averaged roughly 23 stars a year. It ranks #2,667 among Rust repositories and #31,448 across all languages on GitHubRepo.
Trending Record
1
DAYS ON TRENDING
#29416
BEST RANK
Nov 12, 2026
FIRST APPEARANCE
Active
STATUS TODAY
Umless has maintained a continuous presence across global trending indexes, peaking at #29416. Below is the 30-day activity profile:
💡 Overview
Umless is an open-source project written in Rust: Local, open-source voice dictation that types what you meant: Parakeet/Whisper + a LoRA-tuned Qwen cleanup model, in Rust. 100% on-device.
Engineered for speed, consistency, and developer ease, it solves common hurdles in dictation, llama-cpp, local-ai. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.
⚡ Key Features
Optimized execution pipeline written in Rust for predictable speed.
Zero-friction configuration with comprehensive sensible defaults out of the box.
Cross-platform runtime support across Linux, macOS, and Windows environments.
Strong typing and modular architecture designed for easy extension and maintainability.
Standardized CLI and API interfaces for smooth integration into CI/CD workflows.
Active community maintenance with regular dependency updates and security patches.
📥 Installation
$ cargo install Umless⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Rust toolchain (rustc / cargo >= 1.70)
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
Umless coordinates its core functionality through a modular Rust pipeline. It parses configuration parameters, validates inputs, and resolves dependencies asynchronously. By minimizing runtime overhead and keeping allocations localized, it delivers predictable performance in both local development environments and automated production workloads.
🎯 Production Use Cases
Autonomous AI Agents
Orchestrate intelligent workflows and tool-calling routines with Umless.
Model Inference & Prompting
Integrate fast, local or cloud-hosted generative AI models directly into production code.
Context Memory & RAG
Augment language models with dynamic vector retrieval and structured project memory.
Developer Productivity
Automate repetitive engineering tasks, code generation, and test creation using AI agents.
🚀 Getting Started
Install Umless using your package manager: `cargo install Umless`
Initialize your project workspace or configuration file for Umless.
Import Umless into your codebase or invoke it directly from your terminal.
Execute your test suite or run `Umless --help` to verify successful setup.
👍 Strengths
⚠️ Considerations
⇄ Alternatives & Direct Competitors
👥 Who Should Use This
Developers and engineering teams building with Rust, seeking reliable, tested, and actively maintained tooling for production workloads.
🏆 Nearby in the Rankings
jatinbishla/Umless is currently ranked #31,448 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #31,259 | Busbar2297/screenit | Rust | ★ 24 | Compare ↗ |
| #31,259 | clecheta/java-blockchain | Java | ★ 24 | Compare ↗ |
| #31,259 | HishamSanjag/keepfin | Kotlin | ★ 24 | Compare ↗ |
| #31,259 | anuzdhk/tuck-filemanager | Rust | ★ 24 | Compare ↗ |
| #31,259 | t21dev/kitab | Rust | ★ 24 | Compare ↗ |
| #31,448 | jatinbishla/Umless This Project | Rust | ★ 23 | |
| #31,448 | collectiveidea/with_action | Ruby | ★ 23 | Compare ↗ |
| #31,448 | ruphy/oxy-cursors | — | ★ 23 | Compare ↗ |
| #31,448 | eastmedia/kaltura | Ruby | ★ 23 | Compare ↗ |
| #31,448 | pat/active-matchers | Ruby | ★ 23 | Compare ↗ |
| #31,448 | tyler/collaborative_filter | Ruby | ★ 23 | Compare ↗ |
Frequently Asked Questions
What does Umless do? +
Local, open-source voice dictation that types what you meant: Parakeet/Whisper + a LoRA-tuned Qwen cleanup model, in Rust. 100% on-device.
Is Umless actively maintained in 2026? +
Yes, Umless is actively maintained. The latest code push was recorded on Nov 7, 2026 (5 days ago). It holds a calculated Maintenance Health Score of 90/100 (A rating) with 23 stars and 0 open issues.
What language is Umless written in? +
The primary language is Rust. Topics include: dictation, llama-cpp, local-ai, macos, parakeet.
How many stars does Umless have? +
Umless has 23 stars and 3 forks on GitHub.
How does Umless rank among GitHub repositories? +
With 23 stars, jatinbishla/Umless is ranked #31,448 globally across all repositories tracked on GitHubRepo and #2,667 among Rust projects.
What license is Umless distributed under? +
The repository reports a Apache-2.0 license. Always verify the repository LICENSE file for legal terms.
