LocalAgentBench @LocalAgentBench
Free leaderboard of local LLMs for agent tool-calling, ranked by GPU VRAM tier. Open method, real numbers. localagentbench.com Joined October 2026-
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Full leaderboard, free: localagentbench.com Get new results when each batch lands: localagentbench.beehiiv.com Which model should we test next?
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Caveats: one harness, one quant, mock tools, all on a single RTX 3090 (8/16GB tiers = models sized to that budget). Real 8/16GB cards will be slower. Next batch running now: gpt-oss:20b, gemma4, qwen3.5, deepseek-r1, qwen3-coder:30b + Apple M2 16GB.
Which local LLM can actually run an agent on your GPU? We tested 12 models on tool-calling: JSON validity, schema adherence, tool selection, multi-step chains, prompt-injection resistance. Results by VRAM tier 🧵
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