guidance-ai/llguidance
Super-fast Structured Outputs
⚡ Executive Summary & Quick Facts
Authoritative Sourcellguidance is llguidance is an open-source project written in Rust: Super-fast Structured Outputs..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of October 2026), guidance-ai/llguidance has accumulated 893 GitHub stars and 95 forks. It is written in Rust, licensed under MIT, and ranks #7,817 globally. It is actively maintained with the latest commit recorded on Oct 14, 2026.”
| Repository | guidance-ai/llguidance ↗ |
|---|---|
| Primary Category | developer tools |
| Language & Stack | Rust |
| Software License | MIT |
| Community Traction | ★ 893 stars · ⑂ 95 forks · #7,817 globally |
| Maintenance | ● Active (Last commit: Oct 14, 2026) · 59 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: 88/100 · Grade AYes, llguidance is actively maintained. Continuous telemetry recorded the last code commit on Oct 14, 2026 (15 days ago). Supported by 893 stars and 95 community forks, this repository holds a calculated health index of 88/100, reflecting regular maintenance (15 days ago) and healthy issue cadence.
Star History
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+22
STARS · LAST 30 DAYS
1
PER DAY
#763
MOST-STARRED Rust
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +0 | +22 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +0 | +3 | +10 |
llguidance gained 22 stars in the last 30 days, about 1 a day, and now has 893. It is about 2 years old and has averaged roughly 447 stars a year. It ranks #763 among Rust repositories and #7,817 across all languages on GitHubRepo.
Trending Record
27
DAYS ON TRENDING
#2423
BEST RANK
Oct 1, 2026
FIRST APPEARANCE
Active
STATUS TODAY
llguidance has maintained a continuous presence across global trending indexes, peaking at #2423. Below is the 30-day activity profile:
💡 Overview
llguidance is an open-source project written in Rust: Super-fast Structured Outputs.
Engineered for speed, consistency, and developer ease, it solves common hurdles in Rust. 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 llguidance⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Rust toolchain (rustc / cargo >= 1.70)
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
llguidance 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
Production System Integration
Embed llguidance into Rust backend services to handle core application logic.
CI/CD Automated Pipelines
Run automated validation, builds, and integration suites during deployments.
Developer Tooling & Workflows
Accelerate developer onboarding with pre-configured project utilities.
Open Source Extension
Fork and customize internal modules under the repository's open MIT license.
🚀 Getting Started
Install llguidance using your package manager: `cargo install llguidance`
Initialize your project workspace or configuration file for llguidance.
Import llguidance into your codebase or invoke it directly from your terminal.
Execute your test suite or run `llguidance --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
guidance-ai/llguidance is currently ranked #7,817 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #7,811 | lxgw/LxgwWenkaiTC | Python | ★ 894 | Compare ↗ |
| #7,811 | ahmet/awesome-web3 | TypeScript | ★ 894 | Compare ↗ |
| #7,811 | Deodat-Lawson/LaunchStack | TypeScript | ★ 894 | Compare ↗ |
| #7,811 | spiritbuun/buun-llama-cpp | C++ | ★ 894 | Compare ↗ |
| #7,811 | MaxGramser/homeassistant_espscreen | Python | ★ 894 | Compare ↗ |
| #7,817 | guidance-ai/llguidance This Project | Rust | ★ 893 | |
| #7,817 | dokieli/dokieli | JavaScript | ★ 893 | Compare ↗ |
| #7,817 | gtalarico/pyairtable | Python | ★ 893 | Compare ↗ |
| #7,817 | zwave-js/zwave-js | TypeScript | ★ 893 | Compare ↗ |
| #7,817 | gmazzo/gradle-buildconfig-plugin | Kotlin | ★ 893 | Compare ↗ |
| #7,817 | meshery/meshery.io | JavaScript | ★ 893 | Compare ↗ |
Frequently Asked Questions
What does llguidance do? +
Super-fast Structured Outputs
Is llguidance actively maintained in 2026? +
Yes, llguidance is actively maintained. The latest code push was recorded on Oct 14, 2026 (15 days ago). It holds a calculated Maintenance Health Score of 88/100 (A rating) with 893 stars and 59 open issues.
What language is llguidance written in? +
The primary language is Rust. Topics include: software.
How many stars does llguidance have? +
llguidance has 893 stars and 95 forks on GitHub.
How does llguidance rank among GitHub repositories? +
With 893 stars, guidance-ai/llguidance is ranked #7,817 globally across all repositories tracked on GitHubRepo and #763 among Rust projects.
What license is llguidance distributed under? +
The repository reports a MIT license. Always verify the repository LICENSE file for legal terms.
