用 Codex 或 Claude 帮你安装 复制这段 Prompt,粘贴到 Codex、Claude 或其他助手里,让它检查 Skill 页面并帮你完成安装。
直接命令不会经过审查 Prompt;运行前请先检查来源。
npx skills add https://github.com/HaoNgo232/agent-bridge-kit --skill memory-system命令会保持在同一行。复制前请横向滚动并检查完整内容。
想先保存到本地?可下载 SkillsMP 当前能够提供的文件。
API design principles and decision-making. REST vs GraphQL vs tRPC selection, response formats, versioning, pagination.
Main application building orchestrator. Creates full-stack applications from natural language requests. Determines project type, selects tech stack, coordinates agents.
AI operational modes (brainstorm, implement, debug, review, teach, ship, orchestrate). Use to adapt behavior based on task type.
正在显示 SKILL.md
基于 SOC 职业分类
| name | memory-system |
| description | Enables agents to remember across sessions. Never re-discover what was already learned. |
Enables agents to remember across sessions. Never re-discover what was already learned.
The Memory System provides persistent, searchable memory that survives across sessions. Instead of re-explaining preferences, conventions, and past decisions every time, agents read a structured MEMORY.md index and topic files.
Token Impact: +1,000 tokens to load index, but saves 3,000-10,000 tokens by eliminating re-discovery.
.agent/memory/
├── MEMORY.md ← Lightweight index (max 200 lines)
├── user-preferences.md ← Topic file: user role, style, tools
├── project-conventions.md ← Topic file: coding standards, patterns
├── tech-decisions.md ← Topic file: past architectural decisions
├── feedback-history.md ← Topic file: what user liked/disliked
└── [topic-name].md ← Additional topic files as needed
The index is a lightweight pointer file — short entries that reference topic files for details.
Rules:
- [type] summary → topic-file.md[user] [feedback] [project] [reference]Example:
# Memory Index
## User
- [user] Prefers dark mode, uses Windows 11, PowerShell → user-preferences.md
- [user] Senior DevOps engineer, 8 years experience → user-preferences.md
- [user] Primary language: English, sometimes Turkish → user-preferences.md
## Project
- [project] Always use bun instead of npm → project-conventions.md
- [project] Tailwind v4 preferred, no v3 → tech-decisions.md
- [project] No purple/violet colors in UI → project-conventions.md
## Feedback
- [feedback] User likes concise responses, no filler → feedback-history.md
- [feedback] User dislikes verbose explanations → feedback-history.md
- [feedback] User prefers tables over bullet lists → feedback-history.md
## Reference
- [reference] Squid proxy runs on port 3128 → infrastructure-notes.md
- [reference] Git workflow: feature branches → main → project-conventions.md
Each topic file has frontmatter and structured content:
---
type: user | feedback | project | reference
created: 2026-04-01
updated: 2026-04-01
---
# User Preferences
## Development Environment
- OS: Windows 11
- Shell: PowerShell
- Editor: Cursor / Windsurf
- Package Manager: bun (NOT npm)
## Communication Style
- Prefers concise responses
- Likes tables for comparisons
- Dislikes verbose explanations
| Type | What to Store | Example |
|---|---|---|
| user | Role, preferences, tools, communication style | "Senior DevOps, prefers dark mode" |
| feedback | What user liked/disliked about agent output | "User said 'too verbose', prefers tables" |
| project | Coding standards, tech choices, conventions | "Use bun not npm, Tailwind v4" |
| reference | Non-sensitive infrastructure notes, public URLs, configs | "Prod API hostname and port" |
| Don't Save | Why |
|---|---|
| Secrets, credentials, tokens, passwords, private keys, or API keys | Memory is persistent and may be shared across sessions |
| Information derivable from code | Read package.json instead of memorizing deps |
| Temporary debug context | Clutters memory, not useful later |
| Exact code snippets | Code changes — memory becomes stale |
| File paths that may move | Use glob patterns or descriptions instead |
| Entire conversation transcripts | Memory is for distilled insights only |
.agent/memory/MEMORY.md index.agent/memory/*.md for the search termmemory/archive/At the start of every session:
1. Check: Does `.agent/memory/MEMORY.md` exist?
→ YES: Read index. Apply relevant context silently.
→ NO: Continue without memory. Create on first "remember" trigger.
2. Apply memory WITHOUT reciting it.
❌ WRONG: "I remember you prefer dark mode and use bun..."
✅ RIGHT: (silently apply preferences, use bun in commands)
3. Exception: If user asks "what do you remember?" → recite relevant memories.
| Artifact | Purpose | Lifespan | Location |
|---|---|---|---|
| Memory | Cross-session knowledge | Permanent until pruned | .agent/memory/ |
| Plan | Task breakdown for current project | Until project complete | Project root |
| Task | Progress tracker for current session | Until session ends | Artifact directory |
Memory = what you KNOW. Plan = what you'll DO. Task = what you're DOING NOW.
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