Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
作者提供的说明(英文原文)
A DynamoDB emulator with an MCP server exposing 35 DynamoDB tools to coding agents.
这三项永远不会合并成一个分数:意见、测量和人气是不同的东西。
我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。
选择你使用的 AI 应用,然后复制设置。
你需要
你用的是哪个应用?
在上方选择你的应用。我们会记住它,下次按钮会显示“安装到 …”。
打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json
{
"mcpServers": {
"dynoxide": {
"command": "npx",
"args": [
"-y",
"dynoxide",
"mcp"
]
}
}
}在终端中运行这条命令
claude mcp add dynoxide -- npx -y dynoxide mcp粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"dynoxide": {
"command": "npx",
"args": [
"-y",
"dynoxide",
"mcp"
]
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"dynoxide": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"dynoxide",
"mcp"
]
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
这个服务器在你的电脑上运行,而 ChatGPT 只能连接互联网上的服务器。请选择其他应用。
你的选择通过 Cookie 保存在这台设备上,无需账户。
这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同,请以 README 为准。
它在你的电脑上运行;安装后,工具列表会显示在你的 AI 应用中。
我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月7日
注册名称已通过 GitHub 账户 nubo-db 验证,该账户拥有此仓库
我们还没有从 GitHub 读取这个仓库
我们还没有从 GitHub 读取这个仓库
它在你的电脑上运行,没有互联网端点
在你的电脑上运行,改用本地设置
它在你的电脑上运行;我们只能读取互联网端点的工具列表
与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。
它在 1 项适用的基础检查中通过了 1 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。
注册中心没有列出必需的密钥,不过有些服务器会在首次使用时要求你登录。
它在你的电脑上运行。你的 AI 应用会在需要时启动它,数据不会经过作者的服务器(除非它自己调用在线服务)。
GitHub 仓库最后更新于–,最新版本(1.5.0)于14天前进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。你的电脑上还需要有 Node.js, Docker。
同一分类中有:Spec Driven Development, Remote Desktop Commander, Starreel
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i
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.
Turn a script into a finished, downloadable short-drama episode — via MCP or REST.
按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。
A DynamoDB emulator in Rust, backed by SQLite. Runs as an HTTP server or an MCP server for coding agents, embeds into Rust and iOS applications as a library, and compiles to WebAssembly for the browser.
The crates.io badge above shows the crate version, which covers the Rust library alone. Everything you install rather than depend on carries a separate product version: the binary, the npm packages, the container images, the browser engine and the Action. That is the number
dynoxide --versionprints and the one to quote in a bug report. Why there are two.
I built Dynoxide because DynamoDB Local is slow, heavy, and can't embed. It needs a JVM, and the typical Docker-based setups adds ~3 seconds of cold-start, ~209 MB of memory at idle, and a ~225MB Docker image ( ~473 MB on disk) before you've done anything useful. If you're running integration tests, that's Docker starting, the JVM warming up, and your pipeline waiting.
Dynoxide is a native binary. It starts in milliseconds, idles at ~7.2 MB , and ships as a ~3 MB download. Point any DynamoDB SDK at it and your tests just work.
For Rust projects, there's also an embedded mode - direct API calls via Database::memory() with no HTTP layer at all. Each test gets an isolated in-memory database with zero startup cost. And because it compiles to a native library with no runtime dependencies, it runs on platforms where DynamoDB Local can't, including iOS.
| Metric | Dynoxide (embedded) | Dynoxide (HTTP) | DynamoDB Local |
|---|---|---|---|
| Cold startup | ~0.2ms | ~15ms | ~2,287ms |
| GetItem (p50) | 9µs | 0.1ms | 0.8ms |
| PutItem throughput | ~51,613 ops/s | ~6,703 ops/s | ~945 ops/s |
| 50-test suite (sequential) | ~484ms | ~569ms | ~2,407ms |
| 50-test suite (4x parallel) | ~203ms | ~235ms | ~1,189ms |
Numbers from ubuntu-latest ( 4-core AMD EPYC 7763, 16GB RAM ). Commit 17be96a .
| Metric | Dynoxide (embedded) | Dynoxide (HTTP) | DynamoDB Local | LocalStack (all services) | Floci | MiniStack |
|---|---|---|---|---|---|---|
| Cold startup | <1ms | ~2ms | ~2,605ms | ~12,217ms | ~228ms | ~2,636ms |
| GetItem (p50) | 16µs | 0.3ms | 0.8ms | - | - | - |
| 50-test CI suite | 828ms | 859ms | 2,628ms | - | - | - |
| Full workload (10K items) | - | 3.2s | 12.2s | - | - | - |
| Binary / image (download) | ~3 MB | ~3 MB | 225 MB | 1.1 GB | - | - |
| Binary / image (on disk) | 8 MB | 8 MB | 473 MB | 1.1 GB | 234 MB | 162 MB |
| Idle memory (RSS) | ~7.2 MB | ~8 MB | ~209 MB | ~387 MB | ~23 MB | ~47 MB |
The gap is wider on Apple Silicon because the faster CPU amplifies the difference between native code and JVM overhead. Both are real measurements of the same benchmark suite. Full methodology and per-operation breakdowns →
Dynoxide is continuously verified against real DynamoDB by Parity Suite, the DynamoDB conformance suite that runs one test matrix against AWS itself and every major DynamoDB emulator. Pass rates move as the suite grows and each engine changes, so rather than pin a snapshot that goes stale, see the live standings:
Disclosure: Dynoxide and Parity Suite are maintained by the same person. The suite scores Dynoxide on the same public matrix it runs against every other engine, and the results and test code are open.
This covers the native build. The WebAssembly build is scored as its own row: it passes every test it implements, with a far higher skip count than any other target because several operations are still missing.
| Dynoxide | DynamoDB Local | LocalStack (all services) | Floci | MiniStack | dynalite | |
|---|---|---|---|---|---|---|
| Language | Rust | Java | Python + Java | Java (GraalVM native image) | Python | Node.js |
| Storage | SQLite | SQLite | SQLite (via DDB Local) | Its own (in-memory, persistent or WAL) | Its own (in-memory, optional on-disk state) | LevelDB |
| Runtime dependency | - | JVM | Docker + a LocalStack account (auth token) | Docker | Docker or Python | Node.js |
| Embeddable (Rust / iOS) | ✓ | - | - | - | - | - |
| MCP server for agents | ✓ | - | - | - | - | - |
LocalStack uses DynamoDB Local internally as its DynamoDB engine, so its startup and memory overhead includes DynamoDB Local's JVM plus LocalStack's own Python routing layer. Since March 2026 its image needs a LocalStack account and LOCALSTACK_AUTH_TOKEN to start, even for the services that used to be free. Floci and MiniStack are general AWS emulators like LocalStack, each with its own DynamoDB engine rather than DynamoDB Local.
Run a local server without installing anything:
npx dynoxide --port 8000
Or install it into a project to pin the version, after which npx dynoxide uses that copy:
npm install --save-dev dynoxide
Or run it in Docker, a drop-in for amazon/dynamodb-local:
docker run --rm -p 8000:8000 ghcr.io/nubo-db/dynoxide
Point any AWS SDK or DynamoDB client at http://localhost:8000. For Homebrew, Cargo, pre-built binaries, and embedding as a Rust library, see the installation guide.
Add --log quiet to suppress informational startup and shutdown messages on stderr (useful in test suites). It works on serve, mcp and import --serve or --mcp, and warnings and errors still print. Without --log, the output is unchanged.
Dynoxide implements the DynamoDB API across tables, items, query and scan, batches, transactions, PartiQL, streams, TTL, and tags, with GSI and LSI support, the full expression syntax, and DynamoDB-compatible pagination, validation, and error codes. For the operation-by-operation breakdown and a comparison, see the compatibility summary.
Dynoxide is built for local development, testing, and CI, not as a production DynamoDB replacement, so two classes of thing are missing on purpose.
Cloud-only operations with no local equivalent aren't implemented: backups and point-in-time restore, global tables, Kinesis streaming, resource policies, and capacity management. Call one and you get an UnknownOperationException.
A few behavioural differences are also worth knowing when you test against it:
ConsistentRead is accepted but changes nothing. SQLite is strongly consistent, so every read already is - you can't reproduce eventually-consistent reads.DescribeStream returns one shard, and its ExclusiveStartShardId and Limit paging parameters are accepted but ignored.只显示了开头部分;其余内容请在仓库中阅读