Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Local-first agent persona runtime (MCP): cross-session personality that survives compaction.
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We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
You need
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Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json
{
"mcpServers": {
"stemem": {
"command": "npx",
"args": [
"-y",
"stemem"
]
}
}
}Run this in your terminal
claude mcp add stemem -- npx -y stememPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"stemem": {
"command": "npx",
"args": [
"-y",
"stemem"
]
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"stemem": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"stemem"
]
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
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Runs on your computer; the tool list appears in your AI app after you install it.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 7, 2026
The registry name was verified with the GitHub account JOJO-Adam, which owns the repo
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
This one runs on your computer; there is no internet endpoint
Runs on your computer and uses local settings instead
Runs on your computer; we can only read tool lists from internet endpoints
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
The registry does not list a required key, though some servers ask you to sign in on first use.
It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).
The GitHub repo last changed –, and the latest version (0.1.0) reached the registry 38 days ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Node.js on your computer.
In the same category: Spec Driven Development, Remote Desktop Commander, Georgia MCP
Servers in the same category from other makers, sorted by stars.
Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
An MCP server for Georgian public data, read from the organizations that publish it.
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JOJO&Adam 集团「身份层运行时」——给你的 AI 分身一个会记住你、语气随你变声、压缩也丢不掉的活人格。
你装上的 Agent 是不是每次重启都像失忆?聊得越久越像个没有性格的空壳?Stemem 让任意 MCP 宿主的 Agent 拥有一个本地持久的动态人格:它记得你是谁、被夸会自信、被背刺会冷硬、气不会记一辈子,而且跨会话、跨压缩、跨子 Agent 都一致。
Stemem 是一个 本地优先、零出站 的 MCP(Model Context Protocol)stdio 服务器。它把一套经过验证的人格计算引擎(NeshamaEngine)封装成 9 个 MCP 工具,让宿主 Agent 在本地 JSON 文件里持久化一个真实的人格态,而不是把人格写死在 system prompt 里。
主流人格方案(如 SoulSpec 的 soul.json / SOUL.md / IDENTITY.md)是静态 DOC:人格是一次性写死的快照。后果是——对话被压缩、跨会话、或多子 Agent 协作时,写死的 DOC 被遗忘(compaction amnesia),Agent 立刻变回没有个性的白纸。
Stemem 的解法:人格态存本地文件,不在 prompt;prompt 只放「何时调哪个工具」的指令。每轮宿主调用 snapshot 把当前身份态重注入,人格因此跨压缩、跨重启、跨子 Agent 确定性存活。对用户的直观感受就是:这个 Agent 记得你,而且会随遭遇变声。
两者互补:SoulSpec 做静态标准,Stemem 做动态运行时——generate_soul 还能把运行时态编译成 SoulSpec v0.5 包进 ClawSouls 分发。
snapshot 把当前主导情绪(15 种中文复合情绪,键名对齐 NeshamaEngine)+ OCEAN + 主导驱力编译成 6 维语气画像(温度/直接度/能量/犹豫度/幽默/正式度)与一段「语气指令」,注回宿主每轮 prompt——被夸后自信直接、被背刺后冷硬可毒舌,人格不是写死的腔调,而是会随遭遇变声的活体。默认英文渲染(国际分发安全默认,避免中文指令诱导外语 LLM 改说中文);中文 agent 设 STEMEM_TONE_LANG=zh 或调用 snapshot({lang:"zh"}) 即可切中文。NOTICE)。# 直接跑(需本机已装 Node >= 18)
node src/server.js
npm install -g stemem stemem
npx stemem
把下面这段加进任意 MCP 宿主的配置文件(Claude Desktop / Cursor / VS Code / WorkBuddy 等),宿主即识别为 stemem 工具集;首次需在宿主的「连接器管理」对 stemem 点「信任」。
{
"mcpServers": { "stemem": { "command": "npx", "args": ["-y", "stemem"] } } }
仓库已自包含:人格引擎(NeshamaEngine)与 Seele 驱力桥已 vendored 进 `engine/`(CommonJS,经
engine/package.json声明),clone后无需配置NESHAMA_ENGINE/SEELE_BRIDGE即可直接运行。
| 变量 | 作用 | 默认 |
|---|---|---|
STEMEM_AGENT_ID | 人格实例 ID(多分身互不污染) | default |
STEMEM_STATE_DIR | 状态目录(每 agent 一个子目录) | ~/.stemem |
NESHAMA_ENGINE | NeshamaEngine 路径(可选;默认用 vendored 副本) | engine/neshama_engine.js |
SEELE_BRIDGE | Seele 引擎桥路径(可选;默认用 vendored 副本) | engine/seele_bridge.js |
| 工具 | 作用 | 何时调用 |
|---|---|---|
init | 初始化人格态(首次装配一次) | 装配人格时 |
event | 喂记忆事件,驱动人格/情绪演化 | 本轮交互人格相关时 |
tick | 时间流逝心跳:驱力紧迫 + 漂移衰减 | 空闲/心跳 |
satisfy | 满足某驱力(闭环) | 人格目标达成时 |
snapshot | 读取紧凑身份态 + 可注入 prompt 片段 | 每轮开始 |
autostep | 自主行为推进(玩家不干预也活) | 需要自主行为时 |
intervene | 人工干预(顺/逆驱力塑造) | 想刻意塑造人格时 |
status | 完整状态检视(调试) | 调试 |
generate_soul | 导出 SoulSpec v0.5 包 | 要分发人格时 |
把 runtime_contract.js 的 contractPrompt() 注入宿主 system prompt 即可。核心三句:
snapshot,把返回的身份态贴到本段。event 驱动演化。仓库自带一个 WorkBuddy Skill(skills/stemem/SKILL.md),把 Stemem 作为 MCP server 接入 WorkBuddy:含 mcp.json 接入片段、每轮运行时契约、9 工具表。把该 Skill 导入 WorkBuddy(或直接把 stemem 配进 ~/.workbuddy/mcp.json 的 mcpServers)即可启用;首次需在「连接器管理」对 stemem 点「信任」。
npm test
node test/smoke.test.js node test/integration.test.js node test/engine.selftest.js
inject_prompt 注入串 → 跨进程确定性恢复人格态。seele_bridge,验证 NeshamaEngine 性格锁(OCEAN∈[0,1])、驱力紧迫、满足闭环、序列化往返、自主行为 / 干预。# ① 新手任务(装上即被邀请):选预设性格 → 触发情绪看它变声 → 可随时跳过。最可感知入口。
npm run demo:onboarding
node examples/antiamnesia-demo.mjs
node examples/harness-demo.mjs
node examples/tone-demo.mjs
node examples/emotion-decay-demo.mjs
npm run demo:onboarding 最直观:选 Adam → 被夸浮出「自豪」(偏暖、直接)/ 被背刺浮出「愤怒」(偏冷、blunt、可带毒舌),亲手看到 Agent 的语气随你而变。这就是普通用户装上 Stemem 第一周最容易被勾住的点。
不想手动往 system prompt 塞契约?host-hooks/ 提供 Claude Code 的 UserPromptSubmit 钩子(每轮自动把身份态作为上下文塞回模型),以及一次性命令行 src/snapshot-cli.js(任意 shell / CI / 其他宿主调用)。详见 host-hooks/README.md。
engine/,其许可证由原项目决定,不受本仓库 MIT 覆盖。src/、设计文档、MCP 封装、engine/package.json):JOJO&Adam 集团资产,MIT。engine/。详见 NOTICE。
MIT —— 见 LICENSE。
*本项目遵循「先设计后开发」纪律;完整设计见 设计要点.md(含 §10 MCP server 工具契约设计)。* *English version: README.en.md*