Consumer application category

Coding Agent AI supply chains

100

ranked options

4

applications

84

models

2

Pareto options

Top-ranked stack

Developer-facing agents that can modify repositories, run commands, or automate coding workflows.

OpenHands with Qwen2.5-Coder-7B-Instruct

78.6

overall

65.2

open

74.2

bench

12

non-open

Supply-chain graph

OpenHands with Qwen2.5-Coder-7B-Instruct

APPLICATIONMODELSOFTWAREDATASETBENCHMARKINFRASTRUCTURELICENSEsandboxed_bysandboxed_bysupportsdepends_onevaluated_onlicensed_astrained_ontrained_withhosted_bylicensed_asderived_fromtrained_ontrained_withevaluated_onhosted_bylicensed_asuses_datalicensed_aslicensed_asdepends_onlicensed_asimplementslicensed_asuses_dataOpenHandsopen coreQwen2.5-7B-Instructopen weightsQwen2.5-Coder-7B-Instructopen weightsSource-neededbenchmark dataunknownQwen2.5 trainingcorpusunknownSWE-bench taskinstancessource availablePyTorchopen sourceTransformersopen sourceLiteLLMopen coreOpenAI-compatible APIproprietaryOpenHands Runtimeopen coreDocker/Mobyopen sourceHumanEvalopen sourceSWE-benchsource availableApache License 2.0open sourceMIT plusenterprise-restrictedopen coreOther or compositelicenseunknownHugging Face Hubopen core

Coding Agent stack options

100 options, 2 Pareto optimal

StackPrefOverallOpenBenchPopularityCostVelocityProvSandboxNon-openEvidence
OpenHandsQwen2.5-Coder-7B-Instructcoding, repository-automation, software-agents79.178.665.274.288.268.210086.57112536,202 GitHub stars13,975,663 HF downloadsHumanEval, SWE-benchPareto
ContinueQwen2.5-Coder-7B-Instructagentic-coding, coding, developer-assistant75.675.859.881.388.375.27084.25811590,718 GitHub stars13,975,663 HF downloadsHumanEvalPareto
ContinueNomic Embed Text v1.5agentic-coding, coding, developer-assistant72.171.659.562.389.374.67084.35810590,718 GitHub stars17,630,308 HF downloadsMTEB
OpenHandsDeepSeek-V4-Procoding, repository-automation, software-agents67.967.449.96076.458.710068.87112274,120 GitHub stars0 HF downloadsSource-needed evaluation, SWE-bench
OpenHandsGLM-5.1coding, repository-automation, software-agents67.967.449.96076.458.710068.87112274,120 GitHub stars0 HF downloadsSource-needed evaluation, SWE-bench
OpenHandsKimi-K2.6coding, repository-automation, software-agents67.967.449.96076.458.710068.87112274,120 GitHub stars0 HF downloadsSource-needed evaluation, SWE-bench
OpenHandsMiniMax-M2.7coding, repository-automation, software-agents67.967.449.96076.458.710068.87112274,120 GitHub stars0 HF downloadsSource-needed evaluation, SWE-bench
OpenHandsQwen2.5-Coder-14B-Instructcoding, repository-automation, software-agents67.967.449.96076.458.710068.87112274,120 GitHub stars0 HF downloadsSource-needed evaluation, SWE-bench
OpenHandsQwen3.6-35B-A3Bcoding, repository-automation, software-agents67.967.449.96076.458.710068.87112274,120 GitHub stars0 HF downloadsSource-needed evaluation, SWE-bench
OpenHandsqwopus3.5-27b-v3coding, repository-automation, software-agents67.967.449.96076.458.710068.87112274,120 GitHub stars0 HF downloadsSource-needed evaluation, SWE-bench
OpenHandsClaude Opus 4.6coding, repository-automation, software-agents66.565.844.86076.453.810068.87112274,120 GitHub stars0 HF downloadsSource-needed evaluation, SWE-bench
OpenHandsClaude Opus 4.7coding, repository-automation, software-agents66.565.844.86076.453.810068.87112274,120 GitHub stars0 HF downloadsSource-needed evaluation, SWE-bench
OpenHandsGemini 3 Flashcoding, repository-automation, software-agents66.565.844.86076.453.810068.87112274,120 GitHub stars0 HF downloadsSource-needed evaluation, SWE-bench
OpenHandsGemini 3.1 Procoding, repository-automation, software-agents66.565.844.86076.453.810068.87112274,120 GitHub stars0 HF downloadsSource-needed evaluation, SWE-bench
OpenHandsGPT-5.4coding, repository-automation, software-agents66.565.844.86076.453.810068.87112274,120 GitHub stars0 HF downloadsSource-needed evaluation, SWE-bench
OpenHandsGPT-5.5coding, repository-automation, software-agents66.565.844.86076.453.810068.87112274,120 GitHub stars0 HF downloadsSource-needed evaluation, SWE-bench
ContinueStarCoder2-3Bagentic-coding, coding, developer-assistant65.5646131.781.276.47083.95811590,718 GitHub stars123,303 HF downloadsHumanEval
ContinueDeepSeek Chatagentic-coding, coding, developer-assistant54.152.350.5077.471.57067.85810328,636 GitHub stars0 HF downloadsSource-needed evaluation
ContinueDeepSeek Coder V2agentic-coding, coding, developer-assistant54.152.350.5077.471.57067.85810328,636 GitHub stars0 HF downloadsSource-needed evaluation
ContinueDeepSeek V3agentic-coding, coding, developer-assistant54.152.350.5077.471.57067.85810328,636 GitHub stars0 HF downloadsSource-needed evaluation
ContinueDevstral 27Bagentic-coding, coding, developer-assistant54.152.350.5077.471.57067.85810328,636 GitHub stars0 HF downloadsSource-needed evaluation
ContinueGemma 3 4Bagentic-coding, coding, developer-assistant54.152.350.5077.471.57067.85810328,636 GitHub stars0 HF downloadsSource-needed evaluation
Continuegpt-oss-120bagentic-coding, coding, developer-assistant54.152.350.5077.471.57067.85810328,636 GitHub stars0 HF downloadsSource-needed evaluation
Continuegpt-oss-20bagentic-coding, coding, developer-assistant54.152.350.5077.471.57067.85810328,636 GitHub stars0 HF downloadsSource-needed evaluation
ContinueKimi K2 1Tagentic-coding, coding, developer-assistant54.152.350.5077.471.57067.85810328,636 GitHub stars0 HF downloadsSource-needed evaluation
ContinueLlama 3agentic-coding, coding, developer-assistant54.152.350.5077.471.57067.85810328,636 GitHub stars0 HF downloadsSource-needed evaluation
ContinueLlama 3.1agentic-coding, coding, developer-assistant54.152.350.5077.471.57067.85810328,636 GitHub stars0 HF downloadsSource-needed evaluation
ContinueMistralagentic-coding, coding, developer-assistant54.152.350.5077.471.57067.85810328,636 GitHub stars0 HF downloadsSource-needed evaluation
ContinueQwen 2.5 VLagentic-coding, coding, developer-assistant54.152.350.5077.471.57067.85810328,636 GitHub stars0 HF downloadsSource-needed evaluation
ContinueQwen 3 Coderagentic-coding, coding, developer-assistant54.152.350.5077.471.57067.85810328,636 GitHub stars0 HF downloadsSource-needed evaluation
ContinueQwen2.5-Coder 1.5Bagentic-coding, coding, developer-assistant54.152.350.5077.471.57067.85810328,636 GitHub stars0 HF downloadsSource-needed evaluation
ContinueQwen3 Coder 30Bagentic-coding, coding, developer-assistant54.152.350.5077.471.57067.85810328,636 GitHub stars0 HF downloadsSource-needed evaluation
ContinueQwen3 Coder 480Bagentic-coding, coding, developer-assistant54.152.350.5077.471.57067.85810328,636 GitHub stars0 HF downloadsSource-needed evaluation
ContinueCodestralagentic-coding, coding, developer-assistant53.851.949.2077.470.47067.85810328,636 GitHub stars0 HF downloadsSource-needed evaluation
ContinueClaude 3.5 Haikuagentic-coding, coding, developer-assistant52.950.946.1077.467.27067.85810328,636 GitHub stars0 HF downloadsSource-needed evaluation
ContinueClaude 3.5 Sonnetagentic-coding, coding, developer-assistant52.950.946.1077.467.27067.85810328,636 GitHub stars0 HF downloadsSource-needed evaluation
ContinueClaude Opus 4.1agentic-coding, coding, developer-assistant52.950.946.1077.467.27067.85810328,636 GitHub stars0 HF downloadsSource-needed evaluation
ContinueClaude Sonnet 4agentic-coding, coding, developer-assistant52.950.946.1077.467.27067.85810328,636 GitHub stars0 HF downloadsSource-needed evaluation
ContinueClaude Sonnet 4.6agentic-coding, coding, developer-assistant52.950.946.1077.467.27067.85810328,636 GitHub stars0 HF downloadsSource-needed evaluation
ContinueCommand Aagentic-coding, coding, developer-assistant52.950.946.1077.467.27067.85810328,636 GitHub stars0 HF downloadsSource-needed evaluation
ContinueCommand A Reasoningagentic-coding, coding, developer-assistant52.950.946.1077.467.27067.85810328,636 GitHub stars0 HF downloadsSource-needed evaluation
ContinueCommand A Translateagentic-coding, coding, developer-assistant52.950.946.1077.467.27067.85810328,636 GitHub stars0 HF downloadsSource-needed evaluation
ContinueCommand A Visionagentic-coding, coding, developer-assistant52.950.946.1077.467.27067.85810328,636 GitHub stars0 HF downloadsSource-needed evaluation
ContinueDevstral Mediumagentic-coding, coding, developer-assistant52.950.946.1077.467.27067.85810328,636 GitHub stars0 HF downloadsSource-needed evaluation
ContinueFastApplyagentic-coding, coding, developer-assistant52.950.946.1077.467.27067.85810328,636 GitHub stars0 HF downloadsSource-needed evaluation
ContinueGemini 2.5 Flashagentic-coding, coding, developer-assistant52.950.946.1077.467.27067.85810328,636 GitHub stars0 HF downloadsSource-needed evaluation
ContinueGemini 2.5 Proagentic-coding, coding, developer-assistant52.950.946.1077.467.27067.85810328,636 GitHub stars0 HF downloadsSource-needed evaluation
ContinueGPT-3.5 Turboagentic-coding, coding, developer-assistant52.950.946.1077.467.27067.85810328,636 GitHub stars0 HF downloadsSource-needed evaluation
ContinueGPT-4agentic-coding, coding, developer-assistant52.950.946.1077.467.27067.85810328,636 GitHub stars0 HF downloadsSource-needed evaluation
ContinueGPT-4 Turboagentic-coding, coding, developer-assistant52.950.946.1077.467.27067.85810328,636 GitHub stars0 HF downloadsSource-needed evaluation
ContinueGPT-4oagentic-coding, coding, developer-assistant52.950.946.1077.467.27067.85810328,636 GitHub stars0 HF downloadsSource-needed evaluation
ContinueGPT-5agentic-coding, coding, developer-assistant52.950.946.1077.467.27067.85810328,636 GitHub stars0 HF downloadsSource-needed evaluation
ContinueGPT-5.1agentic-coding, coding, developer-assistant52.950.946.1077.467.27067.85810328,636 GitHub stars0 HF downloadsSource-needed evaluation
ContinueGrok 3agentic-coding, coding, developer-assistant52.950.946.1077.467.27067.85810328,636 GitHub stars0 HF downloadsSource-needed evaluation
ContinueGrok 3 Miniagentic-coding, coding, developer-assistant52.950.946.1077.467.27067.85810328,636 GitHub stars0 HF downloadsSource-needed evaluation
ContinueGrok 4agentic-coding, coding, developer-assistant52.950.946.1077.467.27067.85810328,636 GitHub stars0 HF downloadsSource-needed evaluation
ContinueGrok 4 Fast Non-Reasoningagentic-coding, coding, developer-assistant52.950.946.1077.467.27067.85810328,636 GitHub stars0 HF downloadsSource-needed evaluation
ContinueGrok 4 Fast Reasoningagentic-coding, coding, developer-assistant52.950.946.1077.467.27067.85810328,636 GitHub stars0 HF downloadsSource-needed evaluation
ContinueGrok Code Fast 1agentic-coding, coding, developer-assistant52.950.946.1077.467.27067.85810328,636 GitHub stars0 HF downloadsSource-needed evaluation
ContinueKimi K2agentic-coding, coding, developer-assistant52.950.946.1077.467.27067.85810328,636 GitHub stars0 HF downloadsSource-needed evaluation
ContinueMercury Coderagentic-coding, coding, developer-assistant52.950.946.1077.467.27067.85810328,636 GitHub stars0 HF downloadsSource-needed evaluation
ContinueMorph Embeddingsagentic-coding, coding, developer-assistant52.950.946.1077.467.27067.85810328,636 GitHub stars0 HF downloadsSource-needed evaluation
ContinueMorph Fast Applyagentic-coding, coding, developer-assistant52.950.946.1077.467.27067.85810328,636 GitHub stars0 HF downloadsSource-needed evaluation
ContinueMorph Rerankagentic-coding, coding, developer-assistant52.950.946.1077.467.27067.85810328,636 GitHub stars0 HF downloadsSource-needed evaluation
ContinueOpenAI o3agentic-coding, coding, developer-assistant52.950.946.1077.467.27067.85810328,636 GitHub stars0 HF downloadsSource-needed evaluation
ContinueOpenAI o3-miniagentic-coding, coding, developer-assistant52.950.946.1077.467.27067.85810328,636 GitHub stars0 HF downloadsSource-needed evaluation
ContinueRelace Instant Applyagentic-coding, coding, developer-assistant52.950.946.1077.467.27067.85810328,636 GitHub stars0 HF downloadsSource-needed evaluation
ContinueVoyage Code 3agentic-coding, coding, developer-assistant52.950.946.1077.467.27067.85810328,636 GitHub stars0 HF downloadsSource-needed evaluation
ContinueVoyage Rerank 2.5agentic-coding, coding, developer-assistant52.950.946.1077.467.27067.85810328,636 GitHub stars0 HF downloadsSource-needed evaluation
Continuezerank-1agentic-coding, coding, developer-assistant52.950.946.1077.467.27067.85810328,636 GitHub stars0 HF downloadsSource-needed evaluation
Continuezerank-1-smallagentic-coding, coding, developer-assistant52.950.946.1077.467.27067.85810328,636 GitHub stars0 HF downloadsSource-needed evaluation
GitHub CopilotQwen2.5agentic-coding, code-completion, developer-assistant31.227.723.90053.15047.55580 GitHub stars0 HF downloadsSource-needed evaluation
GitHub CopilotClaude Fable 5agentic-coding, code-completion, developer-assistant28.825.115.60045.15047.55580 GitHub stars0 HF downloadsSource-needed evaluation
GitHub CopilotClaude Haiku 4.5agentic-coding, code-completion, developer-assistant28.825.115.60045.15047.55580 GitHub stars0 HF downloadsSource-needed evaluation
GitHub CopilotClaude Opus 4.6agentic-coding, code-completion, developer-assistant28.825.115.60045.15047.55580 GitHub stars0 HF downloadsSource-needed evaluation
GitHub CopilotClaude Opus 4.7agentic-coding, code-completion, developer-assistant28.825.115.60045.15047.55580 GitHub stars0 HF downloadsSource-needed evaluation
GitHub CopilotClaude Opus 4.8agentic-coding, code-completion, developer-assistant28.825.115.60045.15047.55580 GitHub stars0 HF downloadsSource-needed evaluation
GitHub CopilotClaude Sonnet 4.5agentic-coding, code-completion, developer-assistant28.825.115.60045.15047.55580 GitHub stars0 HF downloadsSource-needed evaluation
GitHub CopilotClaude Sonnet 4.6agentic-coding, code-completion, developer-assistant28.825.115.60045.15047.55580 GitHub stars0 HF downloadsSource-needed evaluation
GitHub CopilotGemini 2.5 Proagentic-coding, code-completion, developer-assistant28.825.115.60045.15047.55580 GitHub stars0 HF downloadsSource-needed evaluation
GitHub CopilotGemini 3 Flashagentic-coding, code-completion, developer-assistant28.825.115.60045.15047.55580 GitHub stars0 HF downloadsSource-needed evaluation
GitHub CopilotGemini 3.1 Proagentic-coding, code-completion, developer-assistant28.825.115.60045.15047.55580 GitHub stars0 HF downloadsSource-needed evaluation
GitHub CopilotGemini 3.5 Flashagentic-coding, code-completion, developer-assistant28.825.115.60045.15047.55580 GitHub stars0 HF downloadsSource-needed evaluation
GitHub CopilotGPT-5 miniagentic-coding, code-completion, developer-assistant28.825.115.60045.15047.55580 GitHub stars0 HF downloadsSource-needed evaluation
GitHub CopilotGPT-5.3-Codexagentic-coding, code-completion, developer-assistant28.825.115.60045.15047.55580 GitHub stars0 HF downloadsSource-needed evaluation
GitHub CopilotGPT-5.4agentic-coding, code-completion, developer-assistant28.825.115.60045.15047.55580 GitHub stars0 HF downloadsSource-needed evaluation
GitHub CopilotGPT-5.4 miniagentic-coding, code-completion, developer-assistant28.825.115.60045.15047.55580 GitHub stars0 HF downloadsSource-needed evaluation
GitHub CopilotGPT-5.5agentic-coding, code-completion, developer-assistant28.825.115.60045.15047.55580 GitHub stars0 HF downloadsSource-needed evaluation
GitHub CopilotMAI-Code-1-Flashagentic-coding, code-completion, developer-assistant28.825.115.60045.15047.55580 GitHub stars0 HF downloadsSource-needed evaluation
GitHub CopilotRaptor miniagentic-coding, code-completion, developer-assistant28.825.115.60045.15047.55580 GitHub stars0 HF downloadsSource-needed evaluation
Claude CodeClaude Fable 5agentic-coding, coding, coding-agent, developer-assistant2824.315.60038.85045.85580 GitHub stars0 HF downloadsSource-needed evaluation
Claude CodeClaude Haiku 4.5agentic-coding, coding, coding-agent, developer-assistant2824.315.60038.85045.85580 GitHub stars0 HF downloadsSource-needed evaluation
Claude CodeClaude Opus 4.5agentic-coding, coding, coding-agent, developer-assistant2824.315.60038.85045.85580 GitHub stars0 HF downloadsSource-needed evaluation
Claude CodeClaude Opus 4.6agentic-coding, coding, coding-agent, developer-assistant2824.315.60038.85045.85580 GitHub stars0 HF downloadsSource-needed evaluation
Claude CodeClaude Opus 4.7agentic-coding, coding, coding-agent, developer-assistant2824.315.60038.85045.85580 GitHub stars0 HF downloadsSource-needed evaluation
Claude CodeClaude Opus 4.8agentic-coding, coding, coding-agent, developer-assistant2824.315.60038.85045.85580 GitHub stars0 HF downloadsSource-needed evaluation
Claude CodeClaude Sonnet 4.5agentic-coding, coding, coding-agent, developer-assistant2824.315.60038.85045.85580 GitHub stars0 HF downloadsSource-needed evaluation
Claude CodeClaude Sonnet 4.6agentic-coding, coding, coding-agent, developer-assistant2824.315.60038.85045.85580 GitHub stars0 HF downloadsSource-needed evaluation
GitHub CopilotGitHub Copilot model setagentic-coding, code-completion, developer-assistant25.120.412.50045.25056.15560 GitHub stars0 HF downloadsSource-needed evaluation
Claude CodeAnthropic Claude familyagentic-coding, coding, coding-agent, developer-assistant24.319.612.50036.75056.15560 GitHub stars0 HF downloadsSource-needed evaluation