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Bytez

AI coding

Bytez is a platform built around open source AI models, with the slogan "Keep up with AI. Discover, demo, and deploy open source models," which means helping users keep pace with AI development and discover, experience, and deploy open source models. Based on the information provided, it focuses on the theme of open source models, with discovery, demonstration, and deployment as its main directions: users can learn about open source models on the platform, try them out experientially, and deploy them into real environments. The platform is aimed at developers and related practitioners who need to engage with and use open source AI models, helping them explore among numerous open source models and advance implementation. Beyond the above, specific feature details about Bytez, the range of supported models, deployment methods, billing models, platform limitations, and usage steps are not yet provided in the materials and should be subject to subsequent explanations on the official page.

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cc-audit

AI coding

cc-audit is a tool for checking whether a CLAUDE.md or AGENTS.md file complies with 12 baseline rules for AI coding agents. It is implemented as a single Python file, with no external dependencies and about 240 lines of code. The tool can detect missing baseline rules (such as token budget, visible failures, precise edits, convention over novelty, etc.), leaked secrets (GitHub PAT, AWS keys, API keys, plaintext passwords), a missing "project-specific" section, and crossing the 200-line compliance cliff. The output includes a compliance score, a list of missing rules, and any leaked-secret flags, with exit codes of 0 (pass), 1 (warn), or 2 (fail), and it supports a --json option for machine-readable results. In addition, it can be used as a GitHub Action to generate a compliance report for each PR. According to a scan of 492 public CLAUDE.md files, the median compliance score was 3/12, no file received a perfect score, no leaked production secrets were found, and the most commonly missed rule was "do not edit out of bounds" (98% non-compliance). cc-audit is used in pair with claude-code-pro-pack, from which the rules are derived.

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