Skip to content
The Daily Repo

Evals and observability

133 repos on our list for this job.

Ranked by a score of how recently it was updated, contributors, growth, stars gained and total stars, and releases. How we rank

Featured

Featured in Evals and observability
Rank Name
1. sierra-research /tau2-bench

τ-Bench: A Benchmark for Tool-Agent-User Interaction in Real-World Domains

2,419 stars+41 this week

2. TIGER-AI-Lab /ClawBench

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

1,240 stars+51 this week

3. NVIDIA-NeMo /Gym

Evaluate and improve models and agents using environments

1,325 stars+13 this week

4. ongridio /ongrid

An ops AI Agent that understands your infrastructure, finds the root cause, and fixes it — right from Slack, Telegram, Lark or DingTalk.

1,268 stars+21 this week

5. 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.

2,256 stars+17 this week

6. agentic-os-org /ANOLISA

ANOLISA (Agentic Nexus Operating Layer & Interface System Architecture) | Agentic OS with runtime, security, observability, and Tokenless response compression for lower token usage and cost.

662 stars+7 this week

7. google /artemis

ARTEMIS turns natural-language instructions into reliable Android automation. It automates end-to-end workflows, captures logs, and integrates seamlessly with AI coding assistants such as Antigravity, Codex, and Claude Code. It also achieves 99%+ success rate on AndroidWorld Benchmark.

17,055 stars+790 this week

8. keli-wen /agy-staff

Hire Google's Antigravity CLI (agy) as a fast Gemini staffer for Claude Code and OpenAI Codex.

834 stars+23 this week

9. WizisCool /oh-my-cpa

Self-hosted control plane & usage observability console for CLIProxyAPI (CPA) — AI providers, client keys, streaming telemetry, and model cost snapshots.

348 stars+48 this week

10. Arize-ai /openinference

OpenTelemetry Instrumentation for AI Observability

1,309 stars+9 this week

11. eunomia-bpf /agentsight

lightweight system-level observability for AI Agents

779 stars+10 this week

12. overmind-core /overmind

The platform for continuously improving AI agents.

754 stars+8 this week

13. LeoAlecksey /opsdeck

DevOps cockpit in one window: terminal with local AI, Kubernetes, SSH, databases, IDE with git, alerts, notes and KeePass. Free, open source, Linux/Windows/macOS. Рабочее место DevOps-инженера в одном окне.

219 stars+5 this week

14. comet-ml /opik

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

23,276 stars+147 this week

15. pablocaeg /sloptotal

Open-source AI text detector and ChatGPT detector: 23 engines, one calibrated score, every number measured on a public benchmark. Self-hosted, runs on CPU.

103 stars+18 this week

16. 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.

28,727 stars+101 this week

17. fstandhartinger /jevbench

JevBench by Benchmark Heaven: benchmark and leaderboard for AI decision models, measuring typed decision accuracy, calibration, latency and cost.

338 stars+13 this week

18. netdata /netdata

The fastest path to AI-powered full stack observability, even for lean teams.

81,316 stars+90 this week

19. myccarl /ai-shortVideo-pipeline

End-to-end AI short-video production pipeline. FastAPI orchestration + Spring Boot gateway with multi-model failover, circuit breaker, metering, and full-stack observability. AI quality gating: prompt anchoring, CLIP consistency, AV sync auto-rescue.

807 stars+26 this week

20. strands-agents /evals

A comprehensive evaluation framework for AI agents and LLM applications.

252 stars+2 this week

21. GreptimeTeam /greptimedb

The open-source observability database. One columnar engine for metrics, logs, and traces, on object storage.

6,797 stars+17 this week

22. sodiumsun /agenttrail

Local observability for AI coding agents. Agenttrail Map shows your project as a live map of what each agent is working on, in the browser or natively in Herdr.

995 stars+17 this week

23. mll-lab-nu /embodied-first-exam

The first exam for code agents in the physical world: frozen robot tasks from many benchmark suites, each answered with a program and verified in a separate sandbox. Runs on Harbor.

240 stars+9 this week

24. Netflix /metaflow

Build, Manage and Deploy AI/ML Systems

10,341 stars+7 this week

25. truera /trulens

Evaluation and Tracking for LLM Experiments and AI Agents

3,631 stars+9 this week

New to our list

New to our list in Evals and observability
Name
cxcscmu /IdeaTaste

IdeaTaste - A benchmark for research taste: let LLM agents propose research ideas, then check how many of them the research area actually went on to do.

31 stars+29 this week

jwuthri-cloud /Tracely-ai

Trace-native CI/CD for AI agents: grade production traces, cluster failures, freeze them into replayable regression tests, and block PRs that regress. Self-hostable.

946 stars-30 this week

rmr2024 /finextract

Benchmark and fix LLM hallucinations when extracting figures from SEC 10-K filings

24 stars0 this week

StartLuxLabs /DecisionPivot

DecisionPivot: a diagnostic benchmark for decision models in LLM systems. Contrast pairs that differ in one decisive detail, generators with independent solvers, scorer and runners.

154 stars+2 this week

StarTrail-org /DRPixel

DR Pixel: Page-Native Deep Research with Vision-Language Models — benchmark, evaluation harness and training code

42 stars+41 this week

More repos in this job

More repos in this job in Evals and observability, page 1
Rank Name
26. zenml-io /zenml

ZenML 🙏: One AI Platform from Pipelines to Agents. https://zenml.io.

5,638 stars+4 this week

27. Giskard-AI /giskard-oss

🐢 Open-Source Evaluation & Testing library for LLM Agents

5,946 stars+7 this week

28. apache /hertzbeat

An AI-powered next-generation open source real-time observability system.

7,461 stars+9 this week

29. langwatch /langwatch

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

5,019 stars+16 this week

30. yzhao062 /pyod

A Python library for anomaly detection across tabular, time series, graph, text, image, and audio data. 60+ detectors, benchmark-backed ADEngine orchestration, and an agentic workflow for AI agents.

10,081 stars+12 this week

31. METR /hawk

Run Inspect AI evals in the cloud

105 stars+3 this week

32. traceloop /openllmetry

Open-source observability for your GenAI or LLM application, based on OpenTelemetry

7,527 stars+15 this week

33. openlayer-ai /jevals

Agent evals and guardrails as Jev decisions: one request per trace, a fraction of a cent, fast enough for the agent loop. Runs locally with Kev or Laya.

117 stars+6 this week

34. edonadei /caliper

Run your real agent with and without your skills, MCPs, and rules. See which ones actually help, and what they cost in tokens. Supports Claude Code, Codex, Pi, and Hermes.

229 stars+4 this week

35. 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.

440 stars+147 this week

36. clearml /clearml

ClearML - Auto-Magical CI/CD to streamline your AI workload. Experiment Management, Data Management, Pipeline, Orchestration, Scheduling & Serving in one MLOps/LLMOps solution

6,935 stars+8 this week

37. calmrocks /ai-engineer-notebooks

Hands-on, framework-free Colab notebooks for the AI Engineer / Forward Deployed Engineer (FDE) skill set — model APIs, structured output, tool calling, RAG, evals-as-the-spine, agents (loop from scratch, tool design, guardrails, MCP, Skills), fine-tuning vs LoRA, prompt-injection/security, LLMOps, and customer craft. Runs on the free Groq API.

741 stars+17 this week

38. kubeshark /kubeshark

eBPF-powered network observability for Kubernetes. Indexes L4/L7 traffic with full K8s context, decrypts TLS without keys. Queryable by AI agents via MCP and humans via dashboard.

12,133 stars+8 this week

39. hud-evals /hud-python

RL environments + evals for AI agents. Define once, train anything.

324 stars+2 this week

40. Barca0412 /Introduction-to-Quantitative-Finance

AI+金融(量化):1.多因子股票量化框架开源教程 2.学界和业界的经典资料收录 3.AI + 金融的相关工作,包括LLM, Agent, benchmark(evaluation), etc.

1,873 stars+13 this week

41. open-compass /opencompass

OpenCompass is an LLM evaluation platform, supporting a wide range of models from OpenAI, Anthropic, Gemini, Qwen, GLM, DeepSeek, etc, across 100+ datasets covering knowledge, reasoning, coding, science, language, long-context, and safety.

7,577 stars+20 this week

42. evidentlyai /evidently

Evidently is ​​an open-source ML and LLM observability framework. Evaluate, test, and monitor any AI-powered system or data pipeline. From tabular data to Gen AI. 100+ metrics.

8,050 stars+22 this week

43. openstatusHQ /openstatus

Open-source status page, incident response and uptime monitoring

9,254 stars+17 this week

44. apache /hamilton

Apache Hamilton helps data scientists and engineers define testable, modular, self-documenting dataflows, that encode lineage/tracing and metadata. Runs and scales everywhere python does.

2,625 stars+3 this week

45. using-system /otelyssey

OpenTelemetry plugins for every coding agent, in the Agent Plugins format — a marketplace that runs itself: open an issue, the repository validates, reviews, lists and follows your plugin.

118 stars+10 this week

46. agentevals-dev /agentevals

agentevals is a framework-agnostic evaluations solution based on OpenTelemetry traces

169 stars+1 this week

47. Simreal-AI /Simreal-MLBench

[Public preview] Externally scored agentic ML research benchmark: 60 tasks, real competition ground truth. Open protocol, operated evaluation.

269 stars0 this week

48. 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.

1,299 stars-11 this week

49. pixie-io /pixie

Instant Kubernetes-Native Application Observability

6,557 stars+7 this week

50. zenml-io /kitaru

Instill trust in your agent evals.

317 stars+1 this week

51. JudgmentLabs /judgeval

The Continuous-Improvement Stack for Agents. Our environment data and evals power agent improvement and monitoring.

1,073 stars0 this week

52. EuroEval /EuroEval

The robust European language model benchmark.

204 stars+1 this week

53. Ammaar-Alam /minebench

Minecraft-style voxel benchmark for comparing AI models (Arena + Sandbox)

343 stars0 this week

54. apache /burr

Build applications that make decisions (chatbots, agents, simulations, etc...). Monitor, trace, persist, and execute on your own infrastructure.

2,596 stars+6 this week

55. deepflowio /deepflow

eBPF Observability - Distributed Tracing and Profiling

4,319 stars+7 this week

56. future-agi /traceAI

Open Source AI Tracing Framework built on Opentelemetry for AI Applications and Frameworks

266 stars0 this week

57. vivekchand /clawmetry

See your agent think. Zero-config observability & governance for 30 AI agent runtimes: Claude Code, OpenAI Codex, Hermes, OpenClaw & 26 more. Live token costs, sessions, tool calls, crons.

436 stars0 this week

58. 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.

1,286 stars+1 this week

59. chmonitor /chmonitor

Open-source operational advisor for ClickHouse — real-time monitoring plus AI-driven index/partition/materialized-view recommendations.

303 stars0 this week

60. Helicone /helicone

🧊 Open source LLM observability platform. One line of code to monitor, evaluate, and experiment. YC W23 🍓

6,273 stars+21 this week

61. Prism-Shadow /GDPevo

A Benchmark for Evaluating Agent Self-Evolution on Real Business Tasks

121 stars+2 this week

62. comet-ml /opik-openclaw

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

724 stars0 this week

63. tma1-ai /tma1

Local-first observability your agent reads back. TMA1 records every LLM call, then routes what it sees into the agent's next turn via hooks and MCP.

124 stars0 this week

64. UditAkhourii /quicksilver

Claude Code skill: hand bulk judgment calls to Jev. 86% fewer Claude tokens on a 12-task benchmark, up to 20x faster. One-line npx install.

142 stars0 this week

65. sstraus /tuicommander

The IDE that understands AI agents. Run parallel agents on isolated branches with full observability. Diffs, PRs, CI, usage dashboards — one workspace, zero context loss.

169 stars+1 this week

66. georgeguimaraes /tribunal

LLM evaluation framework for Elixir: evaluate and test LLM outputs, detect hallucinations, measure response quality

119 stars0 this week

67. clearml /clearml-agent

ClearML Agent - MLOps/LLMOps made easy. MLOps/LLMOps scheduler & orchestration solution

316 stars+1 this week

68. ai-twinkle /Eval

High-performance LLM evaluation framework with parallel API calls — up to 17× faster than sequential tools. Supports box, math, and logit-based evaluation.

118 stars+2 this week

69. PhiloLabs /agentic-vbench

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

112 stars0 this week

70. ZhuLinsen /alphasift

Full-market stock discovery for AI agents: A-shares plus US/HK/JP/KR/TW/IN, auditable YAML strategies, optional LLM ranking, sector-diversified picks, and true T+N evaluation vs. benchmark. AI选股

428 stars+49 this week

71. dholzmueller /pytabkit

ML models + benchmark for tabular data classification and regression

403 stars0 this week

72. mloda-ai /mloda

mloda.ai - Open Data Access for AI and ML. Plugin-based. Traceable. Framework-agnostic.

100 stars0 this week

73. astro-stack /django-orbit

AI agent-native observability and debugging for Django.

180 stars0 this week

74. arklexai /arksim

Find your agents errors be fore your real users do

235 stars+1 this week

75. janosh /matbench-discovery

An evaluation framework for machine learning models simulating high-throughput materials discovery.

259 stars+1 this week

76. traceloop /openllmetry-js

Sister project to OpenLLMetry, but in Typescript. Open-source observability for your LLM application, based on OpenTelemetry

412 stars+1 this week

77. traceloop /hub

High-scale LLM gateway, written in Rust. OpenTelemetry-based observability included

233 stars0 this week

78. KarhouTam /FL-bench

Benchmark of federated learning. Dedicated to the community. 🤗

695 stars+3 this week

79. superloglabs /superlog

Open-source observability tool that uses AI agents to self-heal your software

1,479 stars+6 this week

80. run-house /kubetorch

Distribute and run AI workloads on Kubernetes magically in Python, like PyTorch for ML infra.

1,229 stars0 this week

81. pezzolabs /pezzo

🕹️ Open-source, developer-first LLMOps platform designed to streamline prompt design, version management, instant delivery, collaboration, troubleshooting, observability and more.

3,279 stars+3 this week

82. 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

215 stars0 this week

83. postgres-ai /postgresai

postgresai – Postgres observability built for humans and AI agents

140 stars0 this week

84. alibaba /sec-code-bench

SecCodeBench is a benchmark suite focusing on evaluating the security of code generated by large language models (LLMs).

138 stars+2 this week

85. InternScience /ResearchClawBench

🦞 ResearchClawBench: Evaluating AI Agents for Automated Research from Re-Discovery to New-Discovery

277 stars+2 this week

86. jsdhwfmax /EvalForge

Evaluator-neutral AI evaluation evidence, baseline regression gates, and JSON, JUnit, and SARIF reports for CI.

194 stars+1 this week

87. evilmartians /agent-prism

React components for visualizing traces from AI agents

407 stars+3 this week

88. kaiko-ai /eva

Evaluation framework for oncology foundation models (FMs)

175 stars0 this week

89. suyoumo /ClawProBench

ClawProBench is a live-first benchmark harness for evaluating LLM agents in the OpenClaw runtime with deterministic grading and repeated-trial reliability.

829 stars+1 this week

90. mlcommons /storage

MLPerf® Storage Benchmark Suite

208 stars+1 this week

91. labtether /labtether

LabTether

126 stars-12 this week

92. graphsignal /graphsignal

GPU Profiler for AI agents

276 stars0 this week

93. ag2ai /Agents_Failure_Attribution

Benchmark for automated failure attributions in agentic systems (🏆 ICML 2025 Spotlight)

396 stars+1 this week

94. AMAP-ML /LoopArena

Benchmarking models as runtime Controllers for Loop Engineering

154 stars+1 this week

95. zhangxjohn /LLM-Agent-Benchmark-List

A banchmark list for evaluation of large language models.

174 stars+1 this week

96. Duragraph /duragraph

Self-hosted, enterprise-ready AI workflow orchestration with event sourcing, CQRS, fault tolerance, and observability. Single-binary control plane, Python + Go SDKs, embedded Postgres + NATS for zero-config dev.

161 stars0 this week

97. MMMU-Benchmark /MMMU

This repo contains evaluation code for the paper "MMMU: A Massive Multi-discipline Multimodal Understanding and Reasoning Benchmark for Expert AGI"

600 stars+1 this week

98. argonne-lcf /dlio_benchmark

An I/O benchmark for deep Learning applications

113 stars0 this week

99. PacificAI /langtest

Deliver safe & effective language models

561 stars0 this week

100. rvandewater /YAIB

🧪Yet Another ICU Benchmark: a holistic framework for the standardization of clinical prediction model experiments. Provide custom datasets, cohorts, prediction tasks, endpoints, preprocessing, and models. Paper: https://arxiv.org/abs/2306.05109

112 stars+1 this week

101. TristanBilot /mlx-benchmark

Benchmark of Apple MLX operations on all Apple Silicon chips (GPU, CPU) + MPS and CUDA.

241 stars+1 this week

102. HowieHwong /TrustLLM

[ICML 2024] TrustLLM: LLM trustworthiness evaluation across truthfulness, safety, fairness, robustness, privacy and ethics. Python/CLI toolkit for local models, compatible APIs and AI agent orchestration.

635 stars0 this week

103. agentscope-ai /PawBench

A benchmark for evaluating LLM × harness performance.

127 stars+1 this week

104. OpenDCAI /One-Eval

Automated system for LLM evaluation via agents. Doc as below:

165 stars+1 this week

105. togettoyou /zke

ZKE(Z Kubernetes Engine):AI 原生的 Kubernetes 云操作环境,桌面式多集群控制台加受控 AIOps Agent,基于 Server + Agent 与 QUIC/mTLS,适用于私有云、混合云及边缘环境

107 stars0 this week

106. THU-BPM /Omni-SafetyBench

[ACM MM 2026] Code for paper "Omni-SafetyBench: A Benchmark for Safety Evaluation of Audio-Visual Large Language Models".

116 stars0 this week

107. taishan666 /MaxKB4j

MaxKB4j is an open-source LLMOps platform for LLM workflow applications and RAG developed based on the Java language. The project mainly draws on MaxKB, Dify and FastGPT, and combines the advantages of the two into one project. It is redesigned and developed using the high-performance, high-stability and secure reliable JAVA language.

139 stars0 this week

108. yessGlory17 /argus

Claude Code Agent Monitoring & Observability on VSCode

118 stars+1 this week

109. microsoft /STATE-Bench

Benchmark AI Agents on Enterprise Workflows

111 stars+5 this week

110. minghinmatthewlam /openbench

Same model, different wrapper: a from-scratch benchmark comparing coding-agent harnesses (codex, pi, opencode, cursor, devin) and open models on correctness, speed, and token cost

137 stars0 this week

111. kieranklaassen /leva

LLM Evaluation Framework for Rails apps to be used with production data.

148 stars+1 this week

112. gil-son /language-ai-engineering-lab

Language AI Engineering Lab, a place where you can deeply understand and build modern Language AI systems, from fundamentals to production.

129 stars0 this week

113. LAMDA-NeSy /ChinaTravel

ChinaTravel: A Real-World Benchmark for Language Agents in Chinese Travel Planning

138 stars+1 this week

114. laiso /ts-bench

Benchmark CLI for comparing AI coding agents on TypeScript workloads.

243 stars0 this week

115. olemeyer /rocketplaneIO

Self-hosted AI SRE for Kubernetes — zero-instrumentation eBPF observability plus a copilot that fixes issues through guardrailed, self-verifying actions. BYO-LLM, air-gapped capable.

113 stars-1 this week

116. illuin-tech /vidore-benchmark

Vision Document Retrieval (ViDoRe): Benchmark. Evaluation code for the ColPali paper.

278 stars0 this week

117. atomind-ai /mlip-arena

🌟 [NeurIPS '25 Spotlight] Fair and transparent benchmark of machine learning interatomic potentials (MLIPs), beyond basic error metrics https://openreview.net/forum?id=SAT0KPA5UO

109 stars0 this week

118. hwfengcs /DM-Code-Agent

Local-first, auditable Python code agent. Ships its own 30-task hidden-test benchmark plus SWE-bench Verified scored by the official harness -- every number reproducible, negative results included.

151 stars0 this week

119. McGill-NLP /weblinx

WebLINX is a benchmark for building web navigation agents with conversational capabilities

165 stars+1 this week

120. litmux4ai /litmux

⚡ Unit tests for AI. Test prompts, compare models, save money.

108 stars0 this week

121. GitHamza0206 /simba

OpenSource Production ready Customer service with built in Evals and monitoring

1,547 stars0 this week

122. opsrobot-ai /opsrobot

Observability platform for Digital Employee, providing real-time tracing, session insights, and cost analysis for multi-agent workflows

136 stars0 this week

123. oneal2000 /SR-Agents

SRA-Bench and SR-Agents: a benchmark and toolkit for skill-retrieval-augmented LLM agents.

110 stars0 this week

124. langfuse /oss-llmops-stack

Modular, open source LLMOps stack that separates concerns: LiteLLM unifies LLM APIs, manages routing and cost controls, and ensures high-availability, while Langfuse focuses on detailed observability, prompt versioning, and performance evaluations.

155 stars+2 this week

125. GaeaRuiW /kube-llmops

Not stated

102 stars0 this week

Type to search.

Try

Stars
Stars this week
Contributors, 90 days
Updated
Licence