Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
제작자가 쓴 설명(영어 원문)
Compatibility evidence from real builds: does this library API work on your versions and runtime?
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이 서버는 아직 쉬운 말로 된 요약을 쓰지 못했어요. 아래는 레지스트리에서 읽어 온 사실이에요.
쓰고 있는 AI 앱을 고른 다음 설정을 복사하세요.
어떤 앱을 쓰세요?
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링크는 제작자의 파일로 바로 연결돼요. 우리가 보관하거나 다시 패키징하지 않아요. 파일을 열면 Claude Desktop이 설치해요.
터미널에서 이 명령어를 실행하세요
브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
이 서버는 내 컴퓨터에서 실행되는데, ChatGPT는 인터넷에 있는 서버에만 연결할 수 있어요. 다른 앱을 고르세요.
선택한 앱은 이 기기의 쿠키에만 저장돼요. 계정은 필요 없어요.
이 설정은 제작자의 레지스트리 정보로 만들었어요. README와 다르면 README를 따르세요.
내 컴퓨터에서 실행돼요. 설치하면 AI 앱에 도구 목록이 나타나요.
누구나 볼 수 있는 정보를 점검했고, 코드는 읽지 않았어요. 해당하지 않는 항목은 개수에서 뺐어요. · 2026년 11월 6일 점검
레지스트리 이름이 GitHub 계정 r2cuerdame 기준으로 확인되었고, 이 계정이 저장소를 소유하고 있어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
내 컴퓨터에서 실행되는 서버라 인터넷 엔드포인트가 없어요
내 컴퓨터에서 실행되며, 대신 로컬 설정을 사용해요
내 컴퓨터에서 실행돼요. 도구 목록은 인터넷 엔드포인트가 있는 서버에서만 읽을 수 있어요
레지스트리에서 이 카테고리의 활성 서버 전체와 비교했어요. 스타는 게시자가 저장소를 소유한 경우에만 세요.
해당하는 기본 점검 1개 중 1개를 통과했어요. 코드는 읽지 않았어요. 키나 토큰을 넣기 전에 서버가 어떤 권한을 요구하는지 확인하고, 꼭 필요한 권한만 있는 키를 쓰세요.
레지스트리에 필수 키가 나와 있지 않아요. 다만 처음 쓸 때 로그인을 요구하는 서버도 있어요.
내 컴퓨터에서 실행돼요. AI 앱이 필요할 때 실행하고, 데이터는 제작자의 서버를 거치지 않아요(서버 자체가 온라인 서비스를 호출하는 경우는 제외).
GitHub 저장소는 마지막으로 – 변경됐고, 최신 버전(0.2.23)은 23일 전 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. 내 컴퓨터에 MCPB도 있어야 해요.
같은 카테고리에는: Spec Driven Development, Remote Desktop Commander, Apify MCP Server
같은 카테고리에서 다른 제작자가 만든 서버예요. 스타 순으로 정렬했어요.
카드 보는 법:★ GitHub 스타i세 기둥: 리뷰 · 점검 · 사용 정도i업데이트 = 최신 버전을 레지스트리에 공개한 날i
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.
Extract data from any website with thousands of scrapers, crawlers, and automations on Apify Store ⚡
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
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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:
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