Hindsight Memory Architect
技能 已验证 活跃Expert memory architect. Understands your application, identifies where memory adds value, and produces an implementation plan with bank config, tag schema, and code.
To guide developers and AI agents in designing and implementing robust memory systems for AI applications, enabling agents to learn and recall information effectively.
功能
- Designs memory architectures
- Produces implementation plans
- Analyzes application memory needs
- Configures memory banks and tags
- Outlines retain, recall, and reflection strategies
使用场景
- Architecting memory for conversational AI agents
- Implementing persistent memory for autonomous AI agents
- Guiding developers on integrating memory systems into AI applications
- Designing agent learning and recall strategies
非目标
- Directly executing memory operations
- Writing final application code
- Providing a runtime memory service
- Replacing the Hindsight client SDKs
工作流
- Analyze the user's application and goals.
- Identify memory integration opportunities.
- Design the memory architecture (banks, tags, strategies).
- Generate a detailed implementation plan.
- Provide guidance on client setup and environment variables.
实践
- Memory architecture design
- AI agent development
- System integration planning
先决条件
- Access to the application's codebase or understanding of its structure
- Familiarity with AI agent concepts
安装
npx skills add vectorize-io/hindsight通过 npx 运行 Vercel skills CLI(skills.sh)— 需要本地安装 Node.js,以及至少一个兼容 skills 的智能体(Claude Code、Cursor、Codex 等)。前提是仓库遵循 agentskills.io 格式。
质量评分
已验证类似扩展
Lean Ctx
100AI 代理的上下文运行时 — 包含 59 个 MCP 工具、10 种读取模式、95+ 种 shell 模式、支持 18 种语言的 tree-sitter AST。将 LLM 上下文压缩高达 99%。用于读取文件、运行 shell 命令、搜索代码或探索目录。如果不存在，则自动安装。
Wrap Up Ritual
100End-of-session ritual that audits changes, runs quality checks, captures learnings, and produces a session summary. Use when saying "wrap up", "done for the day", "finish coding", or ending a coding session.
TradeMemory Protocol
100Evolution Engine 的领域知识 — 支持 LLM 从原始 OHLCV 数据中自主发现策略。涵盖生成-回测-选择-进化循环、向量化回测、样本外验证和策略梯度。在发现交易模式、运行回测、进化策略或审查进化日志时使用。由“evolve”、“discover patterns”、“backtest”、“evolution”、“strategy generation”、“candidate strategy”触发。
Manus
100Delegate complex, long-running tasks to Manus AI agent for autonomous execution. Use when user says 'use manus', 'delegate to manus', 'send to manus', 'have manus do', 'ask manus', 'check manus sessions', or when tasks require deep web research, market analysis, product comparisons, stock analysis, competitive research, document generation, data analysis, or multi-step workflows that benefit from autonomous agent execution with parallel processing.
风险管理
100交易代理的风险管理领域知识 — 情感状态监控、仓位调整、回撤管理、交易心态检测和行为控制。在交易前检查风险、管理回撤、检测行为漂移或强制执行纪律时使用。触发词包括“风险”、“回撤”、“心态”、“仓位大小”、“手数”、“信心”、“报复性交易”、“过度交易”、“纪律”。
Setup Gbrain
100Set up gbrain for this coding agent: install the CLI, initialize a local PGLite or Supabase brain, register MCP, capture per-remote trust policy. One command from zero to "gbrain is running, and this agent can call it." Use when: "setup gbrain", "connect gbrain", "start gbrain", "install gbrain", "configure gbrain for this machine". (gstack)