Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
제작자가 쓴 설명(영어 원문)
Hybrid scraper with escalating effort: cheapest fetch first, reports why each page stopped.
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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.
필요한 것
어떤 앱을 쓰세요?
위에서 앱을 고르세요. 기억해 두었다가 다음부터는 버튼에 “…에 설치”라고 표시해요.
Claude Desktop → Settings → Developer → Edit Config를 열고 claude_desktop_config.json에 이 내용을 붙여 넣으세요
{
"mcpServers": {
"certainlyscraped": {
"command": "uvx",
"args": [
"certainlyscraped",
"mcp"
]
}
}
}터미널에서 이 명령어를 실행하세요
claude mcp add certainlyscraped -- uvx certainlyscraped mcp프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"certainlyscraped": {
"command": "uvx",
"args": [
"certainlyscraped",
"mcp"
]
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"certainlyscraped": {
"type": "stdio",
"command": "uvx",
"args": [
"certainlyscraped",
"mcp"
]
}
}
}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 7일 점검
레지스트리 이름이 GitHub 계정 vhsgreed 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(0.4.5)은 5일 전 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. 내 컴퓨터에 Python (uv)도 있어야 해요.
같은 카테고리에는: Spec Driven Development, Remote Desktop Commander, Tools MCP
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.
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제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
A hybrid scraper with escalating effort.
It starts with the cheapest fetch that works, escalates only when a page is blocked or still failing, and reports exactly what it got and why it stopped. It reads the page, writes a config for you, checks that every field filled, and turns a listing into rows instead of a promise.
pip install "certainlyscraped[mcp]"
cscrape init https://books.toscrape.com/catalogue/page-1.html --name books cscrape run books.yaml
init probes the site, finds the block that repeats on the page, guesses the fields and the next-page link, and prints how many items each field filled. run fetches the pages, writes out.csv, and fails loudly if it gets fewer rows than --min-rows (default 1) instead of reporting success.
For an agent, add the MCP server to your client. With uv there is nothing to install first:
{
"mcpServers": { "certainlyscraped": { "command": "uvx", "args": ["--from", "certainlyscraped[mcp]", "certainlyscraped", "mcp"] } } }
Without uv, pip install "certainlyscraped[mcp]" and use "command": "certainlyscraped", "args": ["mcp"].
That gives the agent probe, init, try_selector and scrape; the full contract is under MCP server (for agents).
Real output from the daily live check:
[probe] https://books.toscrape.com/catalogue/page-1.html -> tier 1 (static page)
[init] wrote books.yaml: 20 items on this page (20 repeats, median text 51 chars, each has a link, each has an image) field coverage on this page: title 20/20 (100%) url 20/20 (100%) image 20/20 (100%) price 20/20 (100%) availability 20/20 (100%)
The config is plain YAML you can read and edit:
name: books
url: "https://books.toscrape.com/catalogue/page-1.html" tier: 1 max_pages: 5 rate_limit_sec: 2.0 paginate: selector: "li.next a" items: selector: "article.product_pod" fields: title: { selector: "h3 a", attr: title } url: { selector: "h3 a", attr: href, absolute: true } image: { selector: "img.thumbnail", attr: src, absolute: true } price: { selector: "p.price_color", attr: text, type: float } availability: { selector: "p.instock.availability", attr: text } output: csv
Every page starts at the probed tier (or the config's tier) and climbs only when that rung fails.
| What came back | What happens next |
|---|---|
| rate limited (429, or 419 without a challenge) | try the page through another proxy group; if there is none, wait once (Retry-After, else cooldown_sec) and retry. Prints [ladder] : rate limited, waiting s |
| challenge page (Cloudflare, PerimeterX, DataDome markers) | keep the proxy, raise the tier by one, up to max_tier |
| plain 403 | try another proxy group first; with none left, raise the tier |
| 5xx | an error page keeps the proxy: retry once at the same tier, then raise the tier. A short 503 (body under 20 kB) is classified as a block instead, not an error, so it gets no same-tier retry: it buys another proxy group when one exists, otherwise it raises the tier |
| no response (refused, DNS, TLS, reset) | with a pool, try another proxy group once; then, pool or not, retry once at the same tier, then raise the tier |
Every group switch also prints [ladder] : , trying another proxy group, so a rotation is visible while it happens.
Once a site escalates on a challenge or a 403, later pages on that site start at the new level. A level reached only by an error climb is not remembered. steps in the page report shows the rungs and the leased group, for example ["t1@dc-a", "t1@dc-b", "t2@dc-b"] (a 403 from one group, a challenge from the other, real HTML at tier 2).
| Tier | What it is | What it costs |
|---|---|---|
| 1 | httpx, plain HTTP | milliseconds per page, almost no install |
| 2 | curl_cffi, TLS impersonation | a real Python dependency; a site that rejects Python's TLS fingerprint may still serve it real HTML |
| 3 | a browser stack (scrapling, cloakbrowser or playwright) | an optional, heavy extra; used only with max_tier: 3 and never promised for a specific site |
tier: auto probes first and picks the lowest tier that returns a real page. With a proxy pool configured, auto skips the probe and starts at tier 1: a probe is a direct request, and with a pool no request may leave from the origin IP. The ladder climbs from there. A tier is not a promise: it is where the ladder starts.
One record per page, available with --report report.jsonl and in the MCP response's pages field:
{"url": "https://httpbin.org/status/403", "outcome": "blocked", "status": 403, "rows": 0, "attempts": 2, "steps": ["t1", "t2"], "proxy_group": null, "elapsed_ms": 1358, "note": "max_tier 2 reached"}
outcome is one of ok, empty, blocked, rate_limited, not_found, error. A run also prints one summary line:
[done] 2 pages: 1 ok, 1 blocked (HTTP 403 on /status/403)
A page with no response has no HTTP status to quote, so it reads [done] 1 page: 1 error (no response on /list).
| Exit code | Meaning |
|---|---|
| 0 | complete: at least --min-rows, no incomplete page |
| 1 | config, I/O or fetch error; with --min-rows 0, a run whose every page errored |
| 2 | fewer than --min-rows rows (2 wins over 4); an all-error run at the default --min-rows 1 has no rows, so it is 2 |
| 3 | probe --fail-blocked: the target is walled |
| 4 | incomplete: at least --min-rows, but one or more pages ended blocked, rate_limited or error after all retries |
Exit 1 for a page-level failure is reachable only when --min-rows 0 asks for no rows. At the default --min-rows 1, a run that lost every page to errors fails the row check first and exits 2.
Exit 4 is narrow on purpose. A trailing not_found or empty page past the end of a range does not count, and neither does a page that succeeded on retry. --accept-partial maps 4 to 0 for scripts that only check for zero. A run that loses one page still writes the rows it did get, and the report says which page is missing.
pip install "certainlyscraped[mcp]"
certainlyscraped mcp
Client configuration:
{
"mcpServers": { "certainlyscraped": { "command": "certainlyscraped", "args": ["mcp"] } } }
Four tools, each a thin call into the same API:
| Tool | Returns |
|---|---|
probe(url) | tier verdict, block markers, embedded JSON found |
init(url) | config YAML plus field coverage |
try_selector(url, selector, within?) | match count, sample values, hints |
scrape(config, min_rows?, max_rows?) | status, rows (up to max_rows, default 50), the true row count, a dataset path, and per-page outcomes |
config is inline YAML or JSON text, never a path. Config keys proxy, proxies, cookies, since, snapshot and fetcher are refused, and so are unknown keys such as json and headers (embedded JSON goes under items.json). status says what the run got: complete (at least min_rows rows and no incomplete page), incomplete (enough rows, but a page ended blocked, rate-limited or errored), too_few_rows (fewer than min_rows rows), blocked (zero rows and every page was walled or rate-limited) and error (zero rows and every page errored). These are not the CLI's exit codes: a blocked-only run exits 2, exit 3 is only probe --fail-blocked, and exit 1 is a config, I/O or fetch exception (or, with --min-rows 0, an all-error run). A bad request is still a status dict: a tool never raises into the JSON-RPC channel.
Private addresses are refused by default: loopback, RFC 1918, link-local (including 169.254.169.254) and unique-local IPv6, checked after DNS resolution and on every redirect hop. --allow-private turns that off for local development. The CLI does not refuse private addresses; only the MCP server does. A refusal is terminal for the page: one attempt, no retry, no climb, outcome error with the refusal in the note.
Proxies come only from the server's own --proxies proxies.yaml, never from a tool argument, and the server never reads CERTAINLYSCRAPED_PROXIES. probe, init and try_selector lease one proxy from that pool for the call; if the pool has nothing free they return blocked with no proxy available for and make no request. Without --proxies the server has no pool and fetches directly. File reads and datasets stay inside the working directory.
One proxy still works and becomes a pool of one:
proxy: "http://10.1.2.3:8000"
A pool names groups so a 403 or a 429 can try a different network before paying for a heavier tier:
proxies:
list: proxies.txt # one URL per line, optional "# group" label gateway: # one generic provider gateway template: "http://{user}-country-{country}-session-{session}:{password}@gw.example:7000" user: myuser password_env: GATEWAY_PASSWORD country: se session: rotate # or sticky per_proxy_rate_sec: 1.0 cooldown_sec: 300 max_retries: 3
proxies.txt:
http://user:pass@10.1.2.3:8000 # dc-a
http://10.1.9.9:8000 # dc-b http://10.1.1.7:8000
Groups are the label after #, else a neutral label net-1, net-2, ... in order of first appearance, one per IPv4 /16, IPv6 /48 or hostname. A label never contains a proxy address or hostname. A proxy that is walled for one host is parked for that host for cooldown_sec; it is not removed from the pool. session: rotate generates a new token per lease: one per page, and a 403 or 429 that switches group leases again. sticky keeps one token per host and worker.
Passwords never belong in the main config. Put them in a dedicated proxies file passed with --proxies, or in the environment through password_env. A password inside an inline proxy:/proxies: URL in the committed YAML is refused with a message naming both alternatives. Page outcomes and MCP responses carry the group label, never the proxy URL or password. A page that failed on a dead proxy keeps the transport error as its note, for example ConnectionError: Failed to perform, curl: (7) Failed to connect to books.toscrape.com:443 over proxy *** ... (the target is kept, the proxy address is ***); an unresolvable host reads DNSError: ... Could not resolve host: no-such-host.invalid .... No log line quotes a proxy address, so the group label and the error text are the diagnosis. A private address refused by the MCP guard is terminal: one attempt, no retry, no climb.
Precedence for run: --no-proxy > --proxies FILE > CERTAINLYSCRAPED_PROXIES > the config. --no-proxy ignores every configured proxy and fetches directly. MCP has no such flag, never reads CERTAINLYSCRAPED_PROXIES, and without --proxies has no pool at all.
Speed comes from many hosts or a proxy pool, not from threads alone. The ladder paces per (host, proxy) at per_proxy_rate_sec (it falls back to rate_limit_sec; default 1.0). With no pool, one host gets at most one request per interval no matter the concurrency, so a single-host pages: job is still paced by the site. With a pool, N proxies to one host give N slots: eight pages at 1.0 s on one host took 7.1 s with one proxy and 1.1 s with four, in one derived net-1 group o
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