vllm-project/guidellm
Evaluate and Enhance Your LLM Deployments for Real-World Inference Needs
⚡ Executive Summary & Quick Facts
Authoritative Sourceguidellm is guidellm is an open-source project written in Python: Evaluate and Enhance Your LLM Deployments for Real-World Inference Needs..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), vllm-project/guidellm has accumulated 1,751 GitHub stars and 285 forks. It is written in Python, licensed under Apache-2.0, and ranks #6,119 globally. It is actively maintained with the latest commit recorded on Nov 4, 2026.”
| Repository | vllm-project/guidellm ↗ |
|---|---|
| Primary Category | developer tools |
| Language & Stack | Python |
| Software License | Apache-2.0 |
| Community Traction | ★ 1.8K stars · ⑂ 285 forks · #6,119 globally |
| Maintenance | ● Active (Last commit: Nov 4, 2026) · 112 open issues |
| Target Audience | Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads. |
🛡️ Repository Maintenance & Health Audit (2026)
Health Score: 97/100 · Grade A+Yes, guidellm is actively maintained. Continuous telemetry recorded the last code commit on Nov 4, 2026 (8 days ago). Supported by 1,751 stars and 285 community forks, this repository holds a calculated health index of 97/100, reflecting very active (commits within last 14 days) and healthy issue cadence.
Star History
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+44
STARS · LAST 30 DAYS
1
PER DAY
#878
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +0 | +44 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +0 | +6 | +14 |
guidellm gained 44 stars in the last 30 days, about 1 a day, and now has 1.8K. It is about 2 years old and has averaged roughly 876 stars a year. It ranks #878 among Python repositories and #6,119 across all languages on GitHubRepo.
Trending Record
6
DAYS ON TRENDING
#10141
BEST RANK
Nov 4, 2026
FIRST APPEARANCE
Active
STATUS TODAY
guidellm has maintained a continuous presence across global trending indexes, peaking at #10141. Below is the 30-day activity profile:
💡 Overview
guidellm is an open-source project written in Python: Evaluate and Enhance Your LLM Deployments for Real-World Inference Needs.
Engineered for speed, consistency, and developer ease, it solves common hurdles in Python. 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 Python 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
$ pip install guidellm⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
guidellm coordinates its core functionality through a modular Python 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 guidellm into Python 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 Apache-2.0 license.
🚀 Getting Started
Install guidellm using your package manager: `pip install guidellm`
Initialize your project workspace or configuration file for guidellm.
Import guidellm into your codebase or invoke it directly from your terminal.
Execute your test suite or run `guidellm --help` to verify successful setup.
👍 Strengths
⚠️ Considerations
⇄ Alternatives & Direct Competitors
👥 Who Should Use This
Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads.
🏆 Nearby in the Rankings
vllm-project/guidellm is currently ranked #6,119 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #6,113 | react-querybuilder/react-querybuilder | TypeScript | ★ 1.8K | Compare ↗ |
| #6,113 | vanniktech/gradle-maven-publish-plugin | Kotlin | ★ 1.8K | Compare ↗ |
| #6,113 | BearStudio/start-ui-web | TypeScript | ★ 1.8K | Compare ↗ |
| #6,113 | DialmasterOrg/Youtarr | JavaScript | ★ 1.8K | Compare ↗ |
| #6,113 | Jakeschincariol/founder-skill | Python | ★ 1.8K | Compare ↗ |
| #6,119 | vllm-project/guidellm This Project | Python | ★ 1.8K | |
| #6,119 | foundweekends/giter8 | Scala | ★ 1.8K | Compare ↗ |
| #6,119 | froxlor/froxlor | PHP | ★ 1.8K | Compare ↗ |
| #6,119 | firebase/firebase-admin-node | TypeScript | ★ 1.8K | Compare ↗ |
| #6,123 | dotnet/wcf | C# | ★ 1.7K | Compare ↗ |
| #6,124 | resque/resque-scheduler | Ruby | ★ 1.7K | Compare ↗ |
Frequently Asked Questions
What does guidellm do? +
Evaluate and Enhance Your LLM Deployments for Real-World Inference Needs
Is guidellm actively maintained in 2026? +
Yes, guidellm is actively maintained. The latest code push was recorded on Nov 4, 2026 (8 days ago). It holds a calculated Maintenance Health Score of 97/100 (A+ rating) with 1,751 stars and 112 open issues.
What language is guidellm written in? +
The primary language is Python. Topics include: software.
How many stars does guidellm have? +
guidellm has 1,751 stars and 285 forks on GitHub.
How does guidellm rank among GitHub repositories? +
With 1,751 stars, vllm-project/guidellm is ranked #6,119 globally across all repositories tracked on GitHubRepo and #878 among Python projects.
What license is guidellm distributed under? +
The repository reports a Apache-2.0 license. Always verify the repository LICENSE file for legal terms.
