Code Bench

What it does

You're already paying Anthropic or OpenAI. Then paying your editor a subscription to call that same key on your behalf. Code Bench removes the middleman. It's a native Mac app — open source, MIT licensed — that opens your local repo, runs an agent loop on your machine, and talks directly to whichever model you already pay for. Anthropic, OpenAI, Gemini, a local Ollama, or any OpenAI-compatible endpoint. Your keys go straight into the macOS keychain. There is no Code Bench server.

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  Codex by OpenAIFeb 2026 · openai.com · ▲346

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  Clevrr Computer2024 · ▲195

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  OpenCode SuperappJul 2026 · opencodesuper.app · ▲128

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  Needle2: 14MB agentic LLM for phones, wearables, smart home and robots▲537

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  AI · 28d ago · cactuscompute.com

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  AI · May 2026 · pollyreach.ai

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  Needle: We Distilled Gemini Tool Calling into a 26M Model▲776

  Hey HN, Henry here from Cactus. We open-sourced Needle, a 26M parameter function-calling (tool use) model. It runs at 6000 tok/s prefill and 1200 tok/s decode on consumer devices. We were always frustrated by the little effort made towards building agentic models that run on budget phones, so we conducted investigations that led to an observation: agentic experiences are built upon tool calling, and massive models are overkill for it. Tool calling is fundamentally retrieval-and-assembly (match query to tool name, extract argument values, emit JSON), not reasoning. Cross-attention…

  Life & fun · May 2026 · github.com

• FM
  Files.md – Open-source alternative to Obsidian▲730

  Dev tools · May 2026 · github.com