forge-skill 是做什么的?
51 opinionated skills for AI coding agents. 27 ship with AST/shell verifiers. -72% verifier-visible slop on Sonnet 4.6, -58% on Haiku 4.5 (20 adversarial prompts, 3 runs/arm).
为 AI 编码智能体提供 51 种专属技能,其中 27 种配备 AST/Shell 验证器。在 Sonnet 4.6 上减少 72% 验证器可见的冗余输出,在 Haiku 4.5 上减少 58%(基于 20 个对抗性提示,每臂 3 次运行)。
f4rkh4d/forge-skill 是一个为 AI 编码智能体(如 Claude Code、Cursor、Codex 等)设计的技能集,包含 51 种高度定制化的功能,旨在提升代码生成质量和可验证性。其中 27 种技能内置了抽象语法树(AST)和 Shell 验证器,用于在运行时自动检测和过滤 AI 生成的代码中的冗余或错误输出。经过对 20 个对抗性提示的严格测试,该技能集在 Anthropic 的 Sonnet 4.6 模型上将验证器可见的“废话输出”(slop)减少了 72%,在 Haiku 4.5 模型上减少了 58%,每次测试均进行 3 次独立运行以确保统计显著性。主要工作流程是通过规则引擎和验证器组合,在智能体执行编码任务时实时优化输出质量,尤其适用于需要高精度验证的软件开发场景。该技能集强调实践导向,每个技能都经过精心设计,以减少不必要的上下文噪音,提升开发效率。
npx skills add f4rkh4d/forge-skillInstalled? Explore more 编程与开发 skills: steipete/bluebubbles, steipete/eightctl, steipete/blucli · View all 6 →
51 opinionated skills for AI coding agents. 27 ship with AST/shell verifiers. -72% verifier-visible slop on Sonnet 4.6, -58% on Haiku 4.5 (20 adversarial prompts, 3 runs/arm).
Send and manage iMessages via BlueBubbles, including attachments, tapbacks, edits, replies, and groups.
Control Eight Sleep pods (status, temperature, alarms, schedules).
BluOS CLI (blu) for discovery, playback, grouping, and volume.
Create, search, and manage Bear notes via grizzly CLI.
Capture frames or clips from RTSP/ONVIF cameras.
Search GIF providers with CLI/TUI, download results, and extract stills/sheets.