MindSwap
Local-first AI context and memory server for cross-tool coding continuity. MindSwap helps developers and coding agents persist repo state, search prior decisions, manage structured memory, resume interrupted work, and share one continuity layer through CLI and MCP.
README
mindswap
Keep project context and personal AI memory local so tools can continue work without re-explaining the same context.
Why it exists
AI sessions reset too often. mindswap saves the current task, decisions, blockers, and handoff context so the next tool can pick up cleanly.
Install
npm install mindswap --save-dev
Quick start
npx mindswap init
npx mindswap
npx mindswap doctor
npx mindswap resume
npx mindswap ask "Why did we choose JWT?"
What it gives you
initto set up a repo and import existing AI contextsaveto capture the current task, git state, and decisionsdoctorto check setup health and stale contextresumeto start with a clean briefingaskto search project memory with citationsmemoryto manage blockers, assumptions, questions, and resolutions--globalmemory and ask scope for personal cross-tool memory under~/.mindswap/reindexto rebuild the local SQLite search index from your file-based memorysyncto share continuity state across machinesmcpandmcp-httpto expose the same context to AI clients
Global personal memory
MindSwap now supports two local memory scopes:
- repo memory in
<repo>/.mindswap/ - personal memory in
~/.mindswap/
Use global memory when a preference or learning should follow you across projects and tools.
npx mindswap log "Prefer concise explanations" --type assumption --global
npx mindswap memory list --scope all
npx mindswap ask "What explanation style should we use?" --scope all
npx mindswap reindex --scope all
MCP and AI tools
mindswap generates context for tools like Claude Code, Cursor, Copilot, Codex, Windsurf, Cline, Roo, Aider, Amp, Gemini CLI, and AGENTS.md-based workflows.
npx mindswap mcp-install
npx mindswap mcp-http
Project state
The main repo data lives in .mindswap/:
.mindswap/
├── HANDOFF.md
├── state.json
├── decisions.log
├── memory.json
├── config.json
├── branches/
└── history/
npm package
- npm: https://www.npmjs.com/package/mindswap
- GitHub: https://github.com/ShipOrBleed/mindswap
Use it
If mindswap helps your workflow, star the repo and keep improving the handoff loop.
推荐服务器
Baidu Map
百度地图核心API现已全面兼容MCP协议,是国内首家兼容MCP协议的地图服务商。
Playwright MCP Server
一个模型上下文协议服务器,它使大型语言模型能够通过结构化的可访问性快照与网页进行交互,而无需视觉模型或屏幕截图。
Magic Component Platform (MCP)
一个由人工智能驱动的工具,可以从自然语言描述生成现代化的用户界面组件,并与流行的集成开发环境(IDE)集成,从而简化用户界面开发流程。
Audiense Insights MCP Server
通过模型上下文协议启用与 Audiense Insights 账户的交互,从而促进营销洞察和受众数据的提取和分析,包括人口统计信息、行为和影响者互动。
VeyraX
一个单一的 MCP 工具,连接你所有喜爱的工具:Gmail、日历以及其他 40 多个工具。
graphlit-mcp-server
模型上下文协议 (MCP) 服务器实现了 MCP 客户端与 Graphlit 服务之间的集成。 除了网络爬取之外,还可以将任何内容(从 Slack 到 Gmail 再到播客订阅源)导入到 Graphlit 项目中,然后从 MCP 客户端检索相关内容。
Kagi MCP Server
一个 MCP 服务器,集成了 Kagi 搜索功能和 Claude AI,使 Claude 能够在回答需要最新信息的问题时执行实时网络搜索。
e2b-mcp-server
使用 MCP 通过 e2b 运行代码。
Neon MCP Server
用于与 Neon 管理 API 和数据库交互的 MCP 服务器
Exa MCP Server
模型上下文协议(MCP)服务器允许像 Claude 这样的 AI 助手使用 Exa AI 搜索 API 进行网络搜索。这种设置允许 AI 模型以安全和受控的方式获取实时的网络信息。