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#evaluation (30 Repositories)

Ranked open-source repositories tagged with #evaluation, scored by pull request acceptance likelihood and maintainer engagement velocity.

Topic Avg Merge Rate

67.7%

Avg Review Latency

66.0h

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30 repositories tagged #evaluation

A TierTypeScript 5.1k 1 GFIs

Marker-Inc-Korea/AutoRAG

AutoRAG: Now your agent can find anything in your computer. It gets smarter if you are using it frequently.

82.9%
Merge Rate
-
First Review
75%
1st-Timers
4
Maintainers
A TierTypeScript 106

AgentX-ai/AgentX-Trace-Eval

The trust layer for your AI agent on any platform. Trace and evaluate your agent. Full Observability. Run Model portability analysis. Autotune your agent.

88.3%
Merge Rate
<1h
First Review
80%
1st-Timers
2
Maintainers
A TierPython 1.1k

langchain-ai/langsmith-sdk

LangSmith Client SDK Implementations

71.8%
Merge Rate
19h
First Review
65%
1st-Timers
26
Maintainers
A TierPython 28.4k

mlflow/mlflow

The open source AI engineering platform for agents, LLMs, and ML models. MLflow enables teams of all sizes to debug, evaluate, monitor, and optimize production-quality AI applications while controlling costs and managing access to models and data.

58.5%
Merge Rate
-
First Review
34%
1st-Timers
171
Maintainers
A TierPython 3.5k

modelscope/evalscope

A streamlined and customizable framework for efficient large model (LLM, VLM, AIGC) evaluation and performance benchmarking.

78.6%
Merge Rate
-
First Review
54%
1st-Timers
22
Maintainers
A TierPython 1.2k

NVIDIA-NeMo/Gym

Evaluate and improve models and agents using environments

52.1%
Merge Rate
-
First Review
50%
1st-Timers
118
Maintainers
A TierPython 257

langfuse/skills

Agent Skills for Langfuse, the open source LLM engineering platform for tracing, prompt management, and evaluation

80.6%
Merge Rate
5d
First Review
71%
1st-Timers
4
Maintainers
A TierPython 241 2 GFIs

INGInious/INGInious

INGInious is a secure and automated exercises assessment platform using your own tests, also providing a pluggable interface with your existing LMS.

62.5%
Merge Rate
2h
First Review
67%
1st-Timers
8
Maintainers
A TierTypeScript 4.9k

langwatch/langwatch

Open-Source Agent Observability & Evals for AI Platform teams. Trace, test, route and govern every agent & coding assistant in the company.

73.0%
Merge Rate
1d
First Review
46%
1st-Timers
22
Maintainers
A TierPython 4.4k

EvolvingLMMs-Lab/lmms-eval

One-for-All Multimodal Evaluation Toolkit Across Text, Image, Video, and Audio Tasks

65.8%
Merge Rate
2d
First Review
77%
1st-Timers
18
Maintainers
A TierPython 544

NVIDIA/SkillEvaluator

Multi-tier framework for evaluating AI agent skills with quality gates, semantic overlap detection, synthetic evaluation dataset generation, and live agent evaluation that measures how skills affect agent behavior.

51.6%
Merge Rate
3h
First Review
44%
1st-Timers
20
Maintainers
A TierTypeScript 447

CodeSoul-co/Hypha

Harness-oriented agent system framework for production-grade LLM agent applications

95.2%
Merge Rate
-
First Review
100%
1st-Timers
1
Maintainers
A TierTypeScript 25.9k

promptfoo/promptfoo

Test your prompts, agents, and RAGs. Red teaming/pentesting/vulnerability scanning for AI. Compare performance of GPT, Claude, Gemini, DeepSeek, and more. Simple declarative configs with command line and CI/CD integration. Used by OpenAI and Anthropic.

63.6%
Merge Rate
1d
First Review
43%
1st-Timers
61
Maintainers
A TierPython 1.0k

TIGER-AI-Lab/ClawBench

Open-source benchmark for browser AI agents on daily tasks.

80.0%
Merge Rate
11d
First Review
33%
1st-Timers
7
Maintainers
A TierPython 2.0k

Cloud-CV/EvalAI

:cloud: :rocket: :bar_chart: :chart_with_upwards_trend: Evaluating state of the art in AI

83.5%
Merge Rate
-
First Review
25%
1st-Timers
4
Maintainers
A TierC# 1.2k 1 GFIs

ncalc/ncalc

NCalc is a fast and lightweight expression evaluator library for .NET, designed for flexibility and high performance. It supports a wide range of mathematical and logical operations.

95.7%
Merge Rate
9d
First Review
100%
1st-Timers
2
Maintainers
A TierPython 216

IBM/unitxt

🦄 Unitxt is a Python library for enterprise-grade evaluation of AI performance, offering the world's largest catalog of tools and data for end-to-end AI benchmarking

60.0%
Merge Rate
<1h
First Review
100%
1st-Timers
1
Maintainers
A TierPython 180

strands-agents/evals

A comprehensive evaluation framework for AI agents and LLM applications.

58.1%
Merge Rate
2d
First Review
50%
1st-Timers
20
Maintainers
A TierGo 1.9k

trpc-group/trpc-agent-go

A Go framework for building production agent systems with graph workflows, tools, memory, A2A, AG-UI, MCP, evaluation, and observability.

68.0%
Merge Rate
2d
First Review
28%
1st-Timers
38
Maintainers
B TierPython 105

FeiZhuNiU-INFJA/LIFT

An Evaluation Framework for Self-Evolving-Agent (Loaded Impact on Holdout Final Task)

100.0%
Merge Rate
-
First Review
100%
1st-Timers
0
Maintainers
B TierGo 5.8k

coze-dev/coze-loop

Next-generation AI Agent Optimization Platform: Cozeloop addresses challenges in AI agent development by providing full-lifecycle management capabilities from development, debugging, and evaluation to monitoring.

63.6%
Merge Rate
2d
First Review
63%
1st-Timers
3
Maintainers
B TierPython 291 4 GFIs

ktwu01/benchmark-radar

Track 20,710+ AI benchmark, eval, dataset, and data-quality records from 39 public sources, with linked evidence and daily updates.

8.0%
Merge Rate
-
First Review
0%
1st-Timers
11
Maintainers
B TierPython 7.4k

open-compass/opencompass

OpenCompass is an LLM evaluation platform, supporting a wide range of models (Llama3, Mistral, InternLM2,GPT-4,LLaMa2, Qwen,GLM, Claude, etc) over 100+ datasets.

63.2%
Merge Rate
3d
First Review
44%
1st-Timers
17
Maintainers
B TierPython 755

Jwuthri/Tracely

Trace-native CI/CD for AI agents — production failures become regression tests that block the PR. Auto-detect, cluster, freeze into hermetic cases, replay in CI for $0.

43.2%
Merge Rate
9d
First Review
60%
1st-Timers
1
Maintainers
B TierPython 1.5k

Jwuthri/Tracely-ai

Trace-native CI/CD for AI agents — production failures become regression tests that block the PR. Auto-detect, cluster, freeze into hermetic cases, replay in CI for $0.

69.6%
Merge Rate
8d
First Review
100%
1st-Timers
1
Maintainers
B TierPython 2.5k

huggingface/lighteval

Lighteval is your all-in-one toolkit for evaluating LLMs across multiple backends

5.6%
Merge Rate
20h
First Review
0%
1st-Timers
23
Maintainers
B TierTypeScript 700

comet-ml/opik-openclaw

🦞 Official plugin for OpenClaw that exports agent traces to Opik. See and monitor agent behaviour, cost, tokens, errors and more.

75.9%
Merge Rate
-
First Review
67%
1st-Timers
1
Maintainers
B TierJava 495

alipay/ant-application-security-testing-benchmark

xAST评价体系,让安全工具不再“黑盒”. The xAST evaluation benchmark makes security tools no longer a "black box".

100.0%
Merge Rate
25d
First Review
0%
1st-Timers
0
Maintainers
B TierPython 129

NOAA-OWP/inundation-mapping

Flood inundation mapping and evaluation software configured to work with U.S. National Water Model.

33.3%
Merge Rate
2d
First Review
50%
1st-Timers
6
Maintainers
B TierPython 311

OpenBMB/UltraEval-Audio

Your faithful, impartial partner for audio evaluation — know yourself, know your rivals. 真实评测,知己知彼。A unified benchmark framework for ASR/TTS/Audio Codec/audio LLM evaluation

100.0%
Merge Rate
15h
First Review
0%
1st-Timers
1
Maintainers
Best Evaluation Open Source Repositories & C-Rank™ | GetMerged