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Agent Eval Harness

Live, open-source benchmark for comparing AI coding agents on real GitHub issues

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⭐ Star this repo to bookmark — fresh data every 15 minutes

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💡 What is this?

A standardized benchmark suite that runs coding agents against live, real-world GitHub issues with reproduction steps. Unlike static academic benchmarks, it outputs a weekly-updated public leaderboard, enabling developers to compare agents like OpenCode, Codex, and Claude Code in realistic scenarios.

This list is auto-updated every 15 minutes by a GitHub Actions cron. Each commit reflects a real change in the upstream data source — new items added, expired items removed — so you can rely on what you see being current.


📋 Current Items

⏰ Last updated: 2026-06-16 09:45 UTC

Data source: GitHub Search API

The table below is rewritten on every cron tick. Star the repo to bookmark.

# Name Lang Updated Description
1 truera/trulens 3384 Python 2026-06-16 Evaluation and Tracking for LLM Experiments and AI Agents
2 jedobe/skill-evaluator 0 Python 2026-06-16 Score any Claude Code skill against a research-backed rubric derived from the top 9 most-starred skill repos on GitHub
3 saddled-panicattack529/idea-evaluation-pipeline 0 2026-06-16 Streamline research idea evaluation for finance and economics to reach top journal quality using an iterative, AI-assist
4 Kondwani10/Origin-Continuum 0 2026-06-16 🌐 Define and explore the Origin ↔ Continuum framework, ensuring proper attribution and continuity in dependency relation
5 Kamixon131/claude-config 1 2026-06-16 ⚙️ Enhance Claude Code with a powerful configuration framework that features specialized agents and workflows for effici
6 Sans-cell-art/-Project-Phoenix-The-E-Waste-Supercomputer- 0 2026-06-16 ♻️ Transform e-waste into a powerful, low-cost cloud operating system, unlocking computing potential and promoting resou
7 bhavya7995/AI_governance 1 PowerShell 2026-06-16 🤖 Streamline AI-assisted development with a governance kit for rules, enforcement, and decision-making, ensuring speed a
8 Phinchanbora/llm-evaluation 0 Python 2026-06-16 🎯 Benchmark LLMs effectively with over 10 tests and 108,000 real questions to assess model performance and enhance AI ev
9 penpoen/llm-SugarScape 1 Python 2026-06-16 🌐 Explore AI behaviors in a Sugarscape simulation, revealing insights into cooperation and survival instincts using Grok
10 Arize-ai/phoenix 10162 Python 2026-06-16 AI Observability & Evaluation
11 promptfoo/promptfoo 22262 TypeScript 2026-06-16 Test your prompts, agents, and RAGs. Red teaming/pentesting/vulnerability scanning for AI. Compare performance of GPT, C
12 multivon-ai/multivon-eval 7 Python 2026-06-16 Practical LLM evaluation for teams that ship to production. Deterministic + LLM-as-judge evaluators, dataset support, CI
13 verifywise-ai/verifywise 306 TypeScript 2026-06-16 Complete AI governance and LLM Evals platform with support for EU AI Act, ISO 42001, NIST AI RMF and 20+ more AI framewo
14 IonDen/mlx-quant-fidelity 0 Python 2026-06-15 Measure MLX quantization quality loss — KL divergence, perplexity, top-token agreement for KV cache and weights
15 jeremylongshore/j-rig-skill-binary-eval 0 TypeScript 2026-06-15 Binary-criteria evaluation harness for Claude skills with planned extension to plugins, agents, and MCP servers. Score e
16 anejakartik/evalstack 0 Python 2026-06-15 Open-source LLM evaluation framework — drop-in SDK + CI plugin. LLM-as-judge, regression detection, free + self-hostable
17 Giskard-AI/giskard-oss 5433 Python 2026-06-15 🐢 Open-Source Evaluation & Testing library for LLM Agents
18 thewonderofyou777z-dot/tjoe-reviewkit 0 Python 2026-06-15 TjoeReviewKit:tjoe 的本地离线工作流复盘检查工具;不运行任务、不联网、不接管工具调用、不采集生产日志
19 tushariitr-19/assay 2 Go 2026-06-15 Framework-agnostic evaluation harness for Go — test your MCP servers and AI agents with scored, CI-ready checks.
20 ALEX-nlp/OpenSkillEval 11 Python 2026-06-15 OpenSkillEval: Automatically Auditing the Open Skill Ecosystem for LLM Agents
21 ahwurm/localshift 3 Python 2026-06-15 Migrate headless Claude/AI workloads to local LLMs with a derived, per-workload quality eval — cron job in, zero-margina
22 mpuodziukas-labs/eval-harness-template 0 Python 2026-06-14 Eval harness template for LLM systems: golden regression, LLM-as-judge, invariants
23 homemade-software-inc/completion-kit 1 Ruby 2026-06-15 Your prompts need tests too. Run prompts against real datasets, score outputs with LLM judges, version everything, and c
24 mizcausevic-dev/agent-eval-arena 0 TypeScript 2026-06-11 Agent and LLM evaluation harness — golden datasets, multi-scorer execution, regression detection across model versions,
25 ejentum/eval 3 Python 2026-06-11 A/B evaluate any LLM task with and without Ejentum cognitive injection. n8n workflow + TypeScript module.
26 NoesisVision/nasde-toolkit 10 Python 2026-06-10 CLI for benchmarks & evals of AI coding agents — on tasks you already understand, using your Claude / Codex / Gemini ind
27 akanjilal-work/agent-eval-harness 0 Python 2026-06-10 A lightweight harness to test agent behaviour (tool-call correctness, injection refusal, cost ceilings) before deploymen
28 karlmehta/trustmodel-mcp 0 TypeScript 2026-06-10 TrustModel MCP Server — trust evaluation, red-team & governance for AI agents via the Model Context Protocol. Public can
29 reaatech/agent-eval-harness 0 TypeScript 2026-06-15 End-to-end agent evaluation — trajectory eval, tool-use correctness, cost-per-task, latency budgets, regression suites w
30 alyssadata/continuity-keys 1 2026-06-08 Continuity Keys: tests for “same someone” returns. Behavioral identity consistency under pressure. Origin (Alyssa Solen)
31 melody-ling-L/eval-resume 0 HTML 2026-06-04 第一个聚焦"简历改写诚实度"的中文 LLM benchmark:20 真实脱敏简历 × 3 模型 × 4 评分维度
32 reaatech/classifier-evals 0 TypeScript 2026-06-10 Offline classifier evaluation harness — dataset loader, confusion matrices, LLM-as-judge with cost accounting, regressio
33 reaatech/rag-eval-pack 0 TypeScript 2026-06-15 RAG evaluation toolkit — faithfulness, answer relevance, context precision/recall, cost accounting, CI gates. Pairs with
34 Juanllenato/llm-eval-harness 0 Python 2026-06-03 A small, production-minded evaluation and observability harness for LLM/RAG features. Runs offline or live, gates CI on
35 Victor-David-Medina/llm-eval-harness 0 Python 2026-06-03 LLM evaluation harness that gates quality in CI: golden datasets, regression detection, grounding and faithfulness check
36 harnexa/nexa-gauge 38 Python 2026-06-15 An graph-eval framework for LLM's
37 thestio/thest-eval 0 Python 2026-06-02 The CI regression gate and governance-evidence layer for LLM systems — zero-dependency, vendor-neutral, offline.
38 pdxlab/trustmodel-mcp-server 0 TypeScript 2026-06-16 TrustModel MCP Server — trust evaluation, red-team, and governance for AI agents via the Model Context Protocol. npm: @t
39 monkeyin92/voice-agent-testops 0 TypeScript 2026-06-01 Regression testing for voice agents: scripted conversations, safety assertions, CI-ready reports.
40 fastxyz/skill-optimizer 65 TypeScript 2026-05-28 Benchmark, evaluate, and optimize skills to ensure reliable performance across all LLMs
41 ajmeese7/local-llms 1 Python 2026-05-27 Use local Large Language Models for production use cases, and perform benchmarking for task-specific performance evaluat
42 rogue-socket/focusgroup 0 Python 2026-05-27 Persona-driven dynamic testing for conversational AI products. Focus groups for your agents.
43 chquandogong/mission-spec 0 TypeScript 2026-06-13 Mission Spec — AI 에이전트 워크플로를 위한 task contract layer
44 sanya2025/edututor-eval 0 Python 2026-05-21 A lightweight evaluation framework for AI tutoring responses, built for education-focused LLM systems
45 Alexanderk30/context-override-resistance 0 Python 2026-05-19 RL-style eval measuring intent/action divergence in frontier agents: model acknowledges a correction, then acts on the s
46 melody-ling-L/judgebuddy 0 HTML 2026-05-19 Single-file labeling tool for LLM-as-judge calibration. Three-pane comparison + multi-dim scoring. Zero deployment.
47 GiuseppeSp/n8n-customer-interview-synthesizer 0 2026-05-19 Multi-agent customer-interview synthesis pipeline in n8n with LLM-as-judge eval, Slack human-in-the-loop approval, and d
48 gmitt98/fieldtest 0 Python 2026-05-16 LLM evaluation framework — define what correct, well-formed, and safe means before you measure
49 verifywise-ai/plugin-marketplace 3 TypeScript 2026-05-15 VerifyWise AI Governance Plugin Marketplace
50 AI-QL/tuui 1148 TypeScript 2026-05-14 A desktop MCP client designed as a tool unitary utility integration, accelerating AI adoption through the Model Context
51 prompt-foundry/typescript-sdk 6 TypeScript 2026-05-13 The prompt engineering, prompt management, and prompt evaluation tool for TypeScript, JavaScript, and NodeJS.
52 prompt-foundry/python-sdk 8 Python 2026-05-13 The prompt engineering, prompt management, and prompt evaluation tool for Python
53 Ruthwik-Data/mechanictrust 0 2026-05-11 AI product case study for trust, pricing transparency, and explainable diagnosis in auto repair.
54 SAY-5/eval-observability 0 Python 2026-05-10 Python LLM eval framework with full OTel tracing, structured logs, and daily Welch's-t-test regression detection persist
55 Ruthwik-Data/finrag-eval 0 Python 2026-05-10 RAG eval pipeline on Apple's FY 2024 10-K — found confident hallucinations, filed a metric-level bug in DeepEval, and bu
56 Ruthwik-Data/self-improving-prompt-agent 0 Python 2026-05-10 Prompt optimization loop that improves prompts through iterative mutation and LLM-as-judge evaluation. Score went 0.10 →
57 SAY-5/genai-eval 0 Python 2026-05-07 Multilingual GenAI evaluation service across 5 task types and 3 languages, with regression-trend dashboard
58 HumphreySun98/repoagentbench 32 Python 2026-04-30 SWE-bench for your codebase — mine your merged PRs into local, contamination-free coding-agent benchmarks. Adapters: cla
59 YagneshKhamar/phasio 0 TypeScript 2026-04-29 Jest-style testing for LLM prompts. Version prompts, run evals across OpenAI and Anthropic, catch regressions in CI.
60 lehigh-university-libraries/htr 2 Go 2026-06-03 Handwritten Text Recognition llm eval tool
61 JSLEEKR/evaltrack 0 TypeScript 2026-04-24 Local-first regression and trend CLI for promptfoo eval histories — the git log + git diff for LLM eval outputs.
62 izam-mohammed/ragrank 47 Python 2026-04-21 🎯 Your free LLM evaluation toolkit helps you assess the accuracy of facts, how well it understands context, its tone, an
63 arthursoares/openclaw-llm-bench 2 Python 2026-04-11 A reasoning benchmark runner for comparing LLMs as OpenClaw agents use them. 52 prompts, 3 eval sets, 11 traps, LLM-as-j
64 YuanyangLiNEU/mini-claude 0 TypeScript 2026-04-11 A minimal Claude Code built from scratch — agent loop, tool calling, web search, permissions, and a black-box LLM eval h
65 webrenew/models-dilemma 4 TypeScript 2026-04-08 The Prisoner's Dilemma played by LLMs
66 AdirAmsalem/openclaw-eval 0 Python 2026-03-31 Compare OpenClaw setups against the same scenario suite. Run prompts across multiple configurations, capture answers, la
67 Data-ScienceTech/forcefield 1 Python 2026-03-30 ForceField Python SDK -- AI security in 3 lines of code. Prompt injection detection, PII redaction, security evals, tool
68 klausners/prompt-optimizer 0 TypeScript 2026-03-26 Config-driven CLI that runs promptfoo evals, identifies low-scoring prompts, rewrites them via Claude API, and re-evalua
69 Aysnc-Labs/llm-eval 1 PHP 2026-03-20 A PHP package for evaluating LLM outputs. Test your prompts, validate responses, and ensure your AI features work correc
70 asarnaout/veritail 6 Python 2026-03-15 LLM-as-a-Judge evaluation platform for ecommerce search. Scores relevance, computes IR metrics, and flags quality issues
71 vola-trebla/llm-infrastructure 0 2026-03-14 Full-stack AI infrastructure - 5 projects from data ingestion to autonomous agents
72 whitecircle/circle-guard-bench 70 Python 2026-03-07 First-of-its-kind AI benchmark for evaluating the protection capabilities of large language model (LLM) guard systems (g
73 tpertner/squeeze 5 Python 2026-03-01 Squeeze your model with pressure prompts to see if its behavior leaks.
74 grigio/llm-eval-simple 69 Python 2026-02-28 llm-eval-simple is a simple LLM evaluation framework with intermediate actions and prompt pattern selection
75 QuesmaOrg/BinaryAudit 92 Shell 2026-02-27 An open-source benchmark for evaluating AI agents' ability to find backdoors hidden in compiled binaries.
76 paradime-io/dbt-llm-evals 28 Python 2026-02-10 The warehouse-native LLM evaluation package for dbt™ - monitor AI quality without data egress
77 Striveworks/valor 41 Python 2026-02-09 Valor is a lightweight, numpy-based library designed for fast and seamless evaluation of machine learning models.
78 TADSTech/llm-output-grader 0 Python 2026-01-24 systematic llm grading
79 3ahmood/Agentic-Author-CrewAI 1 Jupyter Notebook 2026-01-15 On device autonomous research and content writing using open-sourced LLMs and Crew AI.
80 Supahands/llm-comparison-backend 22 Python 2026-01-13 This is an opensource project allowing you to compare two LLM's head to head with a given prompt, this section will be r
81 thedataquarry/structured-outputs 28 Python 2025-12-23 Structured output benchmarks comparing DSPy and BAML with different LLMs
82 higuseonhye/worldsim-eval 0 2025-12-20 Evaluate AI agents by simulating world-level consequences.
83 yukincom/llm-SugarScape 6 Python 2025-11-28 Multi-agent simulation using LLMs. Agents autonomously decide actions for survival, reproduction, and social behavior in
84 IAAR-Shanghai/GuessArena 10 Python 2025-11-15 [ACL 2025] GuessArena: Guess Who I Am? A Self-Adaptive Framework for Evaluating LLMs in Domain-Specific Knowledge and Re
85 artefactop/promptdev 2 Python 2025-09-22 A prompt evaluation framework that provides comprehensive testing for AI agents across multiple providers.
86 multinear/multinear 45 Python 2025-09-02 Develop reliable AI apps
87 attogram/ollama-multirun 16 Shell 2025-08-30 Run a prompt against all, or some, of your models running on Ollama. Creates web pages with the output, performance stat
88 khoj-ai/llm-coup 13 TypeScript 2025-08-18 Let LLMs play coup with each other and see who's the best at deception & strategy
89 jaaack-wang/multi-problem-eval-llm 3 Jupyter Notebook 2025-08-08 Evaluating LLMs with Multiple Problems at once: A New Paradigm for Probing LLM Capabilities
90 alan-turing-institute/prompto 38 Python 2025-07-18 An open source library for asynchronous querying of LLM endpoints
91 athina-ai/athina-evals 300 Python 2025-06-06 Python SDK for running evaluations on LLM generated responses
92 amplifying-ai/ai-product-bench 23 HTML 2025-05-27
93 regankight/mirror-model-eval-tests 0 2025-05-17 LLM behavior QA: tone collapse, false consent, and reroute logic scoring.
94 pyladiesams/eval-llm-based-apps-jan2025 8 Jupyter Notebook 2025-05-06 Create an evaluation framework for your LLM based app. Incorporate it into your test suite. Lay the monitoring foundatio
95 daqh/llm-eval 0 Python 2025-03-24 This project applies the LLM-Eval framework to the PersonaChat dataset to assess response quality in a conversational co
96 parea-ai/parea-sdk-py 82 Python 2025-02-13 Python SDK for experimenting, testing, evaluating & monitoring LLM-powered applications - Parea AI (YC S23)
97 parea-ai/parea-sdk-ts 4 TypeScript 2025-01-17 TypeScript SDK for experimenting, testing, evaluating & monitoring LLM-powered applications - Parea AI (YC S23)
98 yukinagae/genkitx-promptfoo 7 TypeScript 2025-01-03 Community Plugin for Genkit to use Promptfoo
99 honeyhiveai/realign 19 Python 2024-12-04 Realign is a testing and simulation framework for AI applications.
100 harlev/eva-l 5 Python 2024-11-27 LLM Evaluation Framework

🔍 How it works

Every 15 minutes, a GitHub Action runs tracker.py. That script:

  1. Fetches the latest state from GitHub Search API.
  2. Diffs against data/items.json (the previous snapshot).
  3. Rewrites the table above between the <!-- TRACKER_TABLE_* --> markers.
  4. Commits feat: +N added, -M removed (timestamp) if anything changed.

No external services. No paid APIs. Just a public data source and a free GitHub Action.


🤝 Contributing

See CONTRIBUTING.md — usually you don't need to: the tracker keeps itself current. If you spot a data-source bug or want to suggest a new column for the table, open an issue.


🔗 Related live trackers

If you find this useful, you might also like these other auto-updated trackers from the same maintainer — same mechanism, different upstream:


📜 License

MIT — see LICENSE.

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