modelscope/evalscope
A streamlined and customizable framework for efficient large model (LLM, VLM, AIGC) evaluation and performance benchmarking.
⚡ Executive Summary & Quick Facts
Authoritative Sourceevalscope is evalscope is an open-source project written in Python: A streamlined and customizable framework for efficient large model (LLM, VLM, AIGC) evaluation and performance benchmarking..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of October 2026), modelscope/evalscope has accumulated 3,597 GitHub stars and 538 forks. It is written in Python, licensed under Apache-2.0, and ranks #3,313 globally. It is actively maintained with the latest commit recorded on Oct 27, 2026.”
| Repository | modelscope/evalscope ↗ |
|---|---|
| Primary Category | evaluation |
| Language & Stack | Python |
| Software License | Apache-2.0 |
| Community Traction | ★ 3.6K stars · ⑂ 538 forks · #3,313 globally |
| Maintenance | ● Active (Last commit: Oct 27, 2026) · 16 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, evalscope is actively maintained. Continuous telemetry recorded the last code commit on Oct 27, 2026 (4 days ago). Supported by 3,597 stars and 538 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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+90
STARS · LAST 30 DAYS
3
PER DAY
#488
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +32 | +90 | +270 |
| Per day | 5 | 3 | 3 |
| Forks gained | +8 | +11 | +27 |
evalscope gained 90 stars in the last 30 days, about 3 a day, and now has 3.6K. It is about 3 years old and has averaged roughly 1.2K stars a year. It ranks #488 among Python repositories and #3,313 across all languages on GitHubRepo.
Trending Record
10
DAYS ON TRENDING
#1721
BEST RANK
Oct 20, 2026
FIRST APPEARANCE
Active
STATUS TODAY
evalscope has maintained a continuous presence across global trending indexes, peaking at #1721. Below is the 30-day activity profile:
💡 Overview
evalscope is an open-source project written in Python: A streamlined and customizable framework for efficient large model (LLM, VLM, AIGC) evaluation and performance benchmarking.
Engineered for speed, consistency, and developer ease, it solves common hurdles in evaluation, llm, performance. 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 evalscope⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
evalscope 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
Autonomous AI Agents
Orchestrate intelligent workflows and tool-calling routines with evalscope.
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 evalscope using your package manager: `pip install evalscope`
Initialize your project workspace or configuration file for evalscope.
Import evalscope into your codebase or invoke it directly from your terminal.
Execute your test suite or run `evalscope --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
modelscope/evalscope is currently ranked #3,313 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #3,308 | truera/trulens | Python | ★ 3.6K | Compare ↗ |
| #3,308 | Myriad-Dreamin/tinymist | Rust | ★ 3.6K | Compare ↗ |
| #3,310 | Kuddev/pebrel | Rust | ★ 3.6K | Compare ↗ |
| #3,311 | pytorch/rl | Python | ★ 3.6K | Compare ↗ |
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| #3,313 | modelscope/evalscope This Project | Python | ★ 3.6K | |
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Frequently Asked Questions
What does evalscope do? +
A streamlined and customizable framework for efficient large model (LLM, VLM, AIGC) evaluation and performance benchmarking.
Is evalscope actively maintained in 2026? +
Yes, evalscope is actively maintained. The latest code push was recorded on Oct 27, 2026 (4 days ago). It holds a calculated Maintenance Health Score of 97/100 (A+ rating) with 3,597 stars and 16 open issues.
What language is evalscope written in? +
The primary language is Python. Topics include: evaluation, llm, performance, rag, vlm.
How many stars does evalscope have? +
evalscope has 3,597 stars and 538 forks on GitHub.
How does evalscope rank among GitHub repositories? +
With 3,597 stars, modelscope/evalscope is ranked #3,313 globally across all repositories tracked on GitHubRepo and #488 among Python projects.
What license is evalscope distributed under? +
The repository reports a Apache-2.0 license. Always verify the repository LICENSE file for legal terms.
