ai-architecture-harness-zh

Captures learnings, errors, and corrections to enable continuous improvement for the agent.

Browser automation CLI for AI agents. Use when the user needs to interact with websites, including navigating pages, filling forms, clicking buttons, taking...

Self-reflection + Self-criticism + Self-learning + Self-organizing memory. Agent evaluates its own work, catches mistakes, and improves permanently. Use when...

Security-first skill vetting for AI agents. Use before installing any skill from ClawdHub, GitHub, or other sources. Checks for red flags, permission scope, and suspicious patterns.

Typed knowledge graph for structured agent memory and composable skills. Use when creating/querying entities (Person, Project, Task, Event, Document), linkin...

Transform AI agents from task-followers into proactive partners that anticipate needs and continuously improve. Now with WAL Protocol, Working Buffer, Autonomous Crons, and battle-tested patterns. Part of the Hal Stack 🦞

Headless browser automation CLI optimized for AI agents with accessibility tree snapshots and ref-based element selection

Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Claude's capabilities with specialized knowledge, workflows, or tool integrations.

Universal API integration skill for enterprise platforms. Connect to any platform using Swagger/OpenAPI discovery.

Establish and use architectural guardrails for AI-assisted coding to prevent architecture collapse, feature regression, and drift across long multi-turn iter...

通过 SSH 连接远程服务器，读取同级 config.yaml 理解服务信息与日志位置，按需下载相关日志片段到本地 temp 目录，并分析日志定位问题。适用于用户要求排查远程服务日志、分析服务端异常或基于 SSH 访问进行日志诊断的场景。

Connect to remote servers over SSH, read sibling config.yaml to understand service metadata and log locations, download only required log snippets to local t...

根据用户描述的 bug 现象（症状）匹配已沉淀的 bug 案例库，快速判断这是哪类问题、根因在哪、如何排查。每次成功诊断后会把新案例沉淀到案例库，持续积累经验。适用于用户报告"奇怪的报错 / 间歇性失败 / 某些环境才复现 / 日志很诡异"的场景。