---
id: "/tags/agent-coding-evals/"
title: "Agent Coding Evals"
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url: "https://skillissue.dev/tags/agent-coding-evals/"
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---

# Agent Coding Evals

[Beginner](/levels/beginner/index.md) [Intermediate](/levels/intermediate/index.md) [Advanced](/levels/advanced/index.md) [Expert](/levels/expert/index.md)

85 resources · page 1 of 3

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### [AA-3D](/evaluation/benchmarks-and-leaderboards/aa-3d/index.md)

Creator not supplied; see original source.

Artificial Analysis AA-3D benchmark comparing how well AI models build interactive 3D experiences, judged by blind panel comparisons.

Not applicable (entity) · unknown · unknown resource · en 

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### [Artificial Analysis Intelligence Benchmarking methodology](/evaluation/benchmarks-and-leaderboards/aa-agentic-evals-gdpval-aa-aa-briefcase-automationbench-aa-gdp-pdf/index.md)

Creator not supplied; see original source.

Artificial Analysis methodology page describing the benchmarks, weights and scoring behind its Intelligence Index for LLMs.

Not applicable (entity) · unknown · unknown resource · en 

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### [AgentBench](/evaluation/benchmarks-and-leaderboards/agentbench/index.md)

Creator not supplied; see original source.

AgentBench GitHub repo (Tsinghua): benchmark evaluating LLMs as agents across multiple interactive environments.

Not applicable (entity) · unknown · unknown resource · en 

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### [AgentBoard](/evaluation/benchmarks-and-leaderboards/agentboard/index.md)

Creator not supplied; see original source.

HKUST AgentBoard GitHub repo: analytical evaluation board for multi-turn LLM agents with progress tracking.

Not applicable (entity) · unknown · unknown resource · en 

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### [ethz-spylab/agentdojo](/evaluation/benchmarks-and-leaderboards/agentdojo/index.md)

Creator not supplied; see original source.

ETH SPY Lab AgentDojo GitHub repo: environment evaluating prompt injection attacks and defences for LLM agents.

Not applicable (entity) · unknown · unknown resource · en 

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### [ai-safety-institute/AgentHarm](/evaluation/benchmarks-and-leaderboards/agentharm/index.md)

Creator not supplied; see original source.

UK AISI AgentHarm dataset on Hugging Face: harmful agentic tasks for measuring whether LLM agents comply with misuse requests.

Not applicable (entity) · unknown · unknown resource · en 

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### [AI Verify Foundation / Project Moonshot (Singapore)](/evaluation/benchmarks-and-leaderboards/ai-verify-foundation-project-moonshot-singapore/index.md)

Creator not supplied; see original source.

Singapore's AI Verify Foundation site, home of the AI Verify testing toolkit and Project Moonshot for LLM red-teaming and benchmarking.

Not applicable (entity) · unknown · unknown resource · en 

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### [Aider polyglot leaderboard](/evaluation/benchmarks-and-leaderboards/aider-polyglot-leaderboard/index.md)

Creator not supplied; see original source.

Aider LLM leaderboards: model scores on polyglot code-editing exercises with cost.

Not applicable (entity) · unknown · unknown resource · en 

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### [AndroidWorld](/evaluation/benchmarks-and-leaderboards/androidworld/index.md)

Creator not supplied; see original source.

Google Research AndroidWorld GitHub repo: environment and benchmark for autonomous agents on Android.

Not applicable (entity) · unknown · unknown resource · en 

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### [AppWorld](/evaluation/benchmarks-and-leaderboards/appworld/index.md)

Creator not supplied; see original source.

AppWorld benchmark: a simulated world of everyday apps and APIs for testing coding agents on stateful multi-app tasks.

Not applicable (entity) · unknown · unknown resource · en 

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### [Arena Raises $200M Series B at $3.1B Valuation](/evaluation/benchmarks-and-leaderboards/arena-alignment-index-series-b-post/index.md)

Creator not supplied; see original source.

Arena blog post on its Series B and the launch of its AI Alignment Index, measuring unsafe agent behaviour on real traces.

Not applicable (entity) · unknown · unknown resource · en 

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### [augment-swebench-agent](/evaluation/benchmarks-and-leaderboards/augment-swe-bench-agent/index.md)

Creator not supplied; see original source.

Augment augment-swebench-agent GitHub repo: open implementation of Augment's SWE-bench Verified agent.

Not applicable (entity) · unknown · unknown resource · en 

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### [sierra-research/tau-bench](/evaluation/benchmarks-and-leaderboards/bench/index.md)

Creator not supplied; see original source.

Sierra τ-bench GitHub repo: code and data for evaluating tool-using agents in customer service domains.

Not applicable (entity) · unknown · unknown resource · en 

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### [Berkeley Function-Calling Leaderboard](/evaluation/benchmarks-and-leaderboards/berkeley-function-calling-leaderboard/index.md)

Creator not supplied; see original source.

Berkeley Function Calling Leaderboard (BFCL V4): model accuracy on function and tool calling, including agentic tasks.

Not applicable (entity) · unknown · unknown resource · en 

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### [BigCodeBench](/evaluation/benchmarks-and-leaderboards/bigcodebench/index.md)

Creator not supplied; see original source.

BigCodeBench leaderboard: practical programming tasks that require calling many libraries, for evaluating code LLMs.

Not applicable (entity) · unknown · unknown resource · en 

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### [BioASQ](/evaluation/benchmarks-and-leaderboards/bioasq/index.md)

Creator not supplied; see original source.

BioASQ site: recurring challenges on biomedical semantic indexing and question answering, with datasets and results.

Not applicable (entity) · unknown · unknown resource · en 

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### [BIRD](/evaluation/benchmarks-and-leaderboards/bird/index.md)

Creator not supplied; see original source.

BIRD benchmark site: large-scale text-to-SQL evaluation over real databases with dirty values and a public leaderboard.

Not applicable (entity) · unknown · unknown resource · en 

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### [BrowserGym](/evaluation/benchmarks-and-leaderboards/browsergym/index.md)

Creator not supplied; see original source.

ServiceNow BrowserGym GitHub repo: Gym environment for evaluating web task automation agents.

Not applicable (entity) · unknown · unknown resource · en 

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### [CodeClash](/evaluation/benchmarks-and-leaderboards/codeclash/index.md)

Creator not supplied; see original source.

CodeClash benchmark: AI coding agents compete in multi-round tournaments to pursue open-ended goals in codebases.

Not applicable (entity) · unknown · unknown resource · en 

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### [CyberGym](/evaluation/benchmarks-and-leaderboards/cybergym/index.md)

Creator not supplied; see original source.

Berkeley CyberGym GitHub repo: evaluation of AI agents on real software vulnerabilities.

Not applicable (entity) · unknown · unknown resource · en 

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### [EvalPlus](/evaluation/benchmarks-and-leaderboards/evalplus/index.md)

Creator not supplied; see original source.

EvalPlus site: HumanEval+ and MBPP+ with extended test cases for more accurate evaluation of code LLMs.

Not applicable (entity) · unknown · unknown resource · en 

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### [GAIA](/evaluation/benchmarks-and-leaderboards/gaia/index.md)

Creator not supplied; see original source.

GAIA organisation page on Hugging Face: benchmark of real-world questions for general AI assistants needing reasoning, browsing and tools.

Not applicable (entity) · unknown · unknown resource · en 

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### [GAIA leaderboard](/evaluation/benchmarks-and-leaderboards/gaia-leaderboard/index.md)

Creator not supplied; see original source.

GAIA leaderboard Space: scores of AI assistants and agents on the GAIA real-world question benchmark.

Not applicable (entity) · unknown · unknown resource · en 

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### [HAL: Holistic Agent Leaderboard](/evaluation/benchmarks-and-leaderboards/hal-holistic-agent-leaderboard/index.md)

Creator not supplied; see original source.

Princeton HAL Holistic Agent Leaderboard: third-party, cost-aware evaluation of AI agents across benchmarks.

Not applicable (entity) · unknown · unknown resource · en 

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### [Harbor framework](/evaluation/benchmarks-and-leaderboards/harbor-framework/index.md)

Creator not supplied; see original source.

Harbor framework site: tooling for evaluating and optimising sandboxed agents, running datasets such as Terminal-Bench and SWE-bench Pro.

Not applicable (entity) · unknown · unknown resource · en 

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### [LiveCodeBench](/evaluation/benchmarks-and-leaderboards/livecodebench/index.md)

Creator not supplied; see original source.

LiveCodeBench leaderboard: code generation results on problems collected from recent programming contests.

Not applicable (entity) · unknown · unknown resource · en 

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### [MedQA](/evaluation/benchmarks-and-leaderboards/medqa/index.md)

Creator not supplied; see original source.

MedQA GitHub repo: data and baselines for open-domain medical exam question answering.

Not applicable (entity) · unknown · unknown resource · en 

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### [Melting Pot](/evaluation/benchmarks-and-leaderboards/melting-pot/index.md)

Creator not supplied; see original source.

DeepMind Melting Pot GitHub repo: test scenarios for generalisation in multi-agent reinforcement learning.

Not applicable (entity) · unknown · unknown resource · en 

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### [MERA Code](/evaluation/benchmarks-and-leaderboards/mera-code/index.md)

Creator not supplied; see original source.

MERA Code GitHub repo: a benchmark for evaluating code generation by LLMs on tasks described in Russian.

Not applicable (entity) · unknown · unknown resource · ru 

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### [MERA Code / SWE-MERA](/evaluation/benchmarks-and-leaderboards/mera-code-swe-mera/index.md)

Creator not supplied; see original source.

MERA Code and SWE-MERA: benchmarks of code generation and software-engineering agents for Russian-language tasks.

Not applicable (entity) · unknown · unknown resource · ru 

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### [METR](/evaluation/benchmarks-and-leaderboards/metr/index.md)

Creator not supplied; see original source.

METR: research nonprofit publishing evaluations of frontier AI models' autonomous capabilities and risks.

Not applicable (entity) · unknown · unknown resource · en 

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### [METR Time Horizons](/evaluation/benchmarks-and-leaderboards/metr-time-horizons/index.md)

Creator not supplied; see original source.

METR time horizons page: measured length of tasks frontier models complete autonomously, tracked over time.

Not applicable (entity) · unknown · unknown resource · en 

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