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#llm-evaluation (30 Repositories)

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

Topic Avg Merge Rate

57.1%

Avg Review Latency

61.1h

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30 repositories tagged #llm-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 TierPython 22.5k

comet-ml/opik

Debug, evaluate, and monitor your LLM applications, RAG systems, and agentic workflows with comprehensive tracing, automated evaluations, and production-ready dashboards.

72.4%
Merge Rate
-
First Review
66%
1st-Timers
63
Maintainers
A TierTypeScript 3.3k 2 GFIs

lmnr-ai/lmnr

Laminar - open-source observability platform purpose-built for AI agents. YC S24.

76.6%
Merge Rate
-
First Review
64%
1st-Timers
13
Maintainers
A TierPython 3.6k 25 GFIs

truera/trulens

Evaluation and Tracking for LLM Experiments and AI Agents

66.9%
Merge Rate
2d
First Review
67%
1st-Timers
40
Maintainers
A TierPython 2.1k 134 GFIs

future-agi/future-agi

Open-source, end-to-end platform for evaluating, observing, and improving LLM and AI agent applications. Tracing · Evals · Simulations · Datasets · Gateway · Guardrails. Self-hostable. Apache 2.0.

51.6%
Merge Rate
2d
First Review
20%
1st-Timers
94
Maintainers
A TierPython 106

PhiloLabs/agentic-vbench

AgenticVBench: Can AI Agents Complete Real-World Post-Production Tasks?

94.1%
Merge Rate
12d
First Review
100%
1st-Timers
1
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 TierJava 1.0k

juanjuandog/FinSight-AI

AI equity research agent with resilient workflows, evidence-grounded RAG, versioned reports, and automated quality evaluation.

64.6%
Merge Rate
1h
First Review
75%
1st-Timers
3
Maintainers
A TierTypeScript 253

Continuum-AI-Corp/OrcaReplay

OrcaReplay — Time travel for AI agents. Record, replay, fork, and debug any agent run with any model. Built by the OrcaRouter.ai team.

81.5%
Merge Rate
-
First Review
75%
1st-Timers
5
Maintainers
A TierPython 5.9k 1 GFIs

Giskard-AI/giskard-oss

🐢 Open-Source Evaluation & Testing library for LLM Agents

60.7%
Merge Rate
1d
First Review
40%
1st-Timers
25
Maintainers
A TierPython 648

EverMind-AI/SkillCorpus

Open-source infrastructure that turns scattered SKILL.md files into curated, retrieval-ready agent-skill corpora—with retrieval and evaluation tooling included.

88.9%
Merge Rate
2d
First Review
100%
1st-Timers
1
Maintainers
A TierJavaScript 127

JasonColapietro/suede-creator-skills

Open-source AI skills for SEO, AI search visibility, conversion copy, marketing strategy, and business operations. Reusable workflows for Claude Code and Codex, plus code review, app delivery, and creator tools.

89.3%
Merge Rate
3d
First Review
100%
1st-Timers
0
Maintainers
A TierRust 1.3k

microsoft/prompty

Prompty makes it easy to create, manage, debug, and evaluate LLM prompts for your AI applications. Prompty is an asset class and format for LLM prompts designed to enhance observability, understandability, and portability for developers.

85.4%
Merge Rate
-
First Review
100%
1st-Timers
2
Maintainers
B TierTypeScript 1.7k

huggingface/aisheets

Build, enrich, and transform datasets using AI models with no code

100.0%
Merge Rate
11h
First Review
100%
1st-Timers
1
Maintainers
B TierPython 354

alphadl/AdaRubrics

AdaRubric: Adaptive Dynamic Rubric Evaluator for Agent Trajectories

100.0%
Merge Rate
20h
First Review
100%
1st-Timers
0
Maintainers
A TierPython 2.0k

msoedov/agentic_security

Agentic LLM Vulnerability Scanner / AI red teaming kit 🧪

88.6%
Merge Rate
10h
First Review
82%
1st-Timers
1
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 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 255

scaleapi/agentenv-framework

Creating realistic RL environments requires collaboration between researchers, engineers, and domain experts across many dimensions: artifacts, environments tools, dynamism of the environment, reproducibility, and more. There is no open source framework for building these environments effectively. Until now.

11.1%
Merge Rate
-
First Review
0%
1st-Timers
6
Maintainers
B TierPython 18.7k 2 GFIs

confident-ai/deepeval

The LLM Evaluation Framework

29.9%
Merge Rate
1d
First Review
18%
1st-Timers
90
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 TierMulti-language 648

ValueByte-AI/Awesome-LLM-in-Social-Science

Awesome papers involving LLMs in Social Science.

75.0%
Merge Rate
10h
First Review
100%
1st-Timers
0
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
B TierPython 159

weavebench/WeaveBench

[EMNLP 2026] WeaveBench: A Long-Horizon, Real-World Benchmark for Computer-Use Agents with Hybrid Interfaces

83.3%
Merge Rate
4h
First Review
0%
1st-Timers
1
Maintainers
B TierTypeScript 799

darkrishabh/agent-skills-eval

A test runner for agentskills.io-style AI agent skills

22.2%
Merge Rate
27d
First Review
100%
1st-Timers
1
Maintainers
D TierPython 568

superwesleyhys-ux/factcircuit

FactCircuit: an auditable claim-and-evidence verification loop with immutable provenance, staged checks, bounded retrieval, and reproducible evaluation.

0.0%
Merge Rate
<1h
First Review
0%
1st-Timers
1
Maintainers
D TierTypeScript 387

ukanwat/overtime

Give a coding agent a brief, not a chat, and it works on its own across sessions. Includes an example run: an open-world city built in a real game engine with no human help. In early development.

0.0%
Merge Rate
2h
First Review
0%
1st-Timers
1
Maintainers
D TierShell 387

ukanwat/selfstarter

Give a coding agent a brief, not a chat, and it works on its own across sessions. Includes an example run: an open-world city built in a real game engine with no human help. In early development.

0.0%
Merge Rate
2h
First Review
0%
1st-Timers
1
Maintainers
D TierPython 650

overmind-core/overmind

The platform for continuously improving AI agents.

0.0%
Merge Rate
-
First Review
0%
1st-Timers
0
Maintainers
D TierTypeScript 147

suncityldp/zx-bench

A reproducible local LLM benchmarking platform with versioned datasets, deterministic scoring, and auditable reports.

0.0%
Merge Rate
4d
First Review
0%
1st-Timers
1
Maintainers
Best Llm-evaluation Open Source Repositories & C-Rank™ | GetMerged