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)
Compatibility evidence from real builds: does this library API work on your versions and runtime?
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 …”。
链接指向作者自己的文件;我们不托管也不重新打包它。打开文件后,Claude Desktop 会进行安装。
在终端中运行这条命令
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。
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6日
注册名称已通过 GitHub 账户 r2cuerdame 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(0.2.23)于23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 MCPB。
同一分类中有:Spec Driven Development, Remote Desktop Commander, zanadir
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.
Find what a repository's CI is missing, and which security checks cannot fail the build.
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。
Tested. Not guessed.
Languages: English · 한국어 · 日本語 · 简体中文 · Español · Français · Deutsch · Português (BR) · Русский
Start here: CLI quick start · Use the public REST API without installing · Connect an MCP client
Install, check the binary, then ask your first question in PowerShell:
irm https://codesamplex.dev/install.ps1 | iex
csx version csx search "axios multipart upload" --package pkg:npm/axios
The installer asks you to choose JOIN COMMUNITY or LOCAL ONLY. Community mode warms the first cache and starts background sync; local-only mode disables automatic network access and may return no results from a cold cache. You can change modes later with csx init --community or csx init --local-only.
csx version prints csx v . Search returns answers graded for the detected environment; read each result's environment differences before using it. NO_SAFE_MATCH means no verified match was found, not that installation failed. Run searches from your project directory to include its dependency and runtime context.
If PowerShell cannot find csx, open a new terminal or check the installed binary with & "$env:LOCALAPPDATA\csx\csx.exe" version. For macOS / Linux and installation details, or MCP client setup, continue below.
CodeSampleX is an open compatibility testing network for developer libraries, runtimes and toolchains. It does not summarize documentation and it does not collect anecdotes. It records what real builds actually did, in environments recorded rather than assumed — then shows you where things worked, where they broke, and in which environment.
Two things are the asset, and a third is a bonus:
Which is why a miss is not empty. When nothing has been proven for your case the grade stays NO_SAFE_MATCH — and the recorded observations come back with it, as recorded.
CodeSampleX is no longer just a search command. The shipped product now exposes several surfaces, all backed by the same evidence model:
| Surface | Current role |
|---|---|
| Compatibility | browse recorded compatibility by package, version, symbol and environment |
| Dependencies | reverse dependency atlas: which recorded parent releases pulled a dependency release; an edge is not a compatibility verdict |
| Gaps | completeness census across Sample / Evidence / Dependency, replacing the old website Wanted ranking |
| Findings | measured contradictions and version/environment boundaries backed by reproducible samples |
| Features | zero-install REST quick start, the REST / MCP / CLI capability matrix, the MCP tool contracts and skill.md |
| Samples · Adapters · Stats | verified artifacts, ecosystem capability matrix, and public network rollups |
The CLI is the canonical local interface. csx help is generated from the commands in the binary; this table is pinned to it by a test so a new command cannot silently outgrow the README.
| Command | What it does |
|---|---|
config | read or change local settings |
daemon | run, start, stop, or inspect the background sync daemon |
doctor | diagnose the local install; --fix repairs safe CSX-owned state and verifies again |
hook | enable, disable, inspect, or self-test the automatic build-failure lookup installed into supported coding agents |
init | choose community/local-only mode, configure agents, warm the first cache, and start background sync |
login | sign in with GitHub when you want attributed sample publishing |
mcp | run the stdio MCP server used by agent clients |
mcp-config | print JSON/TOML/path configuration for MCP clients |
run | run a command and record sanitized evidence for public dependencies |
sample | propose, create, preview, verify, publish, remove, list, or review pending clean-room samples |
sample-worker | operate the private authoring work/session handoff lane |
scan | detect public dependencies without running a build |
search | search verified samples graded against the target environment |
stats | show local cache, queue, hit, and adoption counters |
sync | warm compatibility shards and flush queued community uploads (--uploads-only when needed) |
ui | open the local dashboard and privacy preview |
update | securely check, install, inspect, or roll back signed updates |
version | print the installed csx version |
worker | contribute Docker-isolated cross/matrix verification work |
The network also installs an optional build-failure hook into supported coding agents. When an agent's shell build fails, the hook classifies the failing build step, sanitizes the error locally, searches CodeSampleX, and stays silent on a miss or unrelated command. csx hook status shows what is installed; csx hook check proves the registered hook path with a throwaway failing build.
CodeSampleX exposes a public REST surface for agents, browsers and scripts. Every answer the site renders is a plain HTTPS request away — no key, no account, no client library, readable from any origin. Install the CLI only when you want local execution capture, the automatic failed-build hook, publishing or worker capabilities.
One request, real production JSON — copy it as it is:
curl 'https://codesamplex.dev/v2/search?package=pkg:npm/axios&symbol=axios.post&os=linux&runtime=node&runtimeVersion=22'
The answer carries a grade, and every result names which environment dimensions matched (exact[]) and which did not (different[]). A miss is spelled grade: "NO_SAFE_MATCH" — a real answer, not a failure to answer. A generic web-capable agent reads the whole contract from https://codesamplex.dev/skill.md; docs/rest.md is the same quick start for a person.
The three doors compared. Every mark is checked against the router and the command list by a test, and the Features page draws the same table:
| Capability | Web REST (no install) | MCP | CLI installed |
|---|---|---|---|
| Search verified samples, graded against an environment | ✅ | ✅ | ✅ |
| Compatibility lookup by package, version, symbol and environment | ✅ | ✅ | ⚠️ csx search grades against the synced shards; there is no explain command |
| Read one sample's manifest, receipts and files | ✅ | ✅ | ⚠️ through csx search --json; no dedicated sample read command |
| Read the findings collection | ✅ | ❌ web and REST only | ❌ web and REST only |
| Read gaps, wanted and public stats | ✅ | ❌ | ⚠️ csx stats shows local counters only |
| Use from a browser, a cloud agent or a script | ✅ | ⚠️ the agent's MCP host must run csx locally | ❌ a local binary |
| Zero-install use | ✅ | ⚠️ the MCP server is the csx binary; the client host must have csx installed | ❌ |
| Detect the local project and environment automatically | ❌ | ⚠️ only what the local csx behind the MCP host can see | ✅ |
| Run the real local build or test | ❌ | ⚠️ run_observed_command runs it through the local csx | ✅ |
| Capture sanitized, structured execution evidence | ❌ | ⚠️ only through the local csx the MCP host runs | ✅ |
| File an unsigned execution footprint | ✅ | ❌ files correlated adoption evidence instead | ❌ files correlated adoption evidence instead |
| Automatic failed-build lookup hook | ❌ | ❌ | ✅ |
| Background sync and offline cache | ❌ | ❌ | ✅ |
| Privacy preview before anything is uploaded | ❌ | ❌ | ✅ |
| Publish a verified sample | ❌ | ❌ deliberately no publish tool | ✅ a person confirms at the CLI |
| Worker and matrix verification | ❌ | ❌ | ✅ |
| Signed verification receipts (ed25519, from the worker) | ❌ | ❌ | ✅ |
REST reads the network. The CLI lets the network observe reality. MCP is an adapter on the CLI: csx mcp is the csx binary itself, so an MCP client on a host without csx has no server to talk to.
Every result is tied to the environment that produced it, so the same data can be pivoted into version × symbol, OS × runtime, version × architecture, browser/runtime, libc, and other recorded dimensions. Use the live compatibility explorer or a package page such as pgx/v5 for current counts; the README deliberately does not freeze live network numbers into a dated screenshot. The shape below is illustrative only:
只显示了开头部分;其余内容请在仓库中阅读