Browser Use
Browser agents and stealth cloud browsers for AI: run web tasks, fill forms, extract data.
제작자가 쓴 설명(영어 원문)
Backlink lookups and competitor gap analysis on Common Crawl's open web graph (4.4B links).
이 세 가지는 절대 하나의 점수로 합치지 않아요. 의견, 측정, 인기는 서로 다른 것이니까요.
이 서버는 아직 쉬운 말로 된 요약을 쓰지 못했어요. 아래는 레지스트리에서 읽어 온 사실이에요.
쓰고 있는 AI 앱을 고른 다음 설정을 복사하세요.
CRAWLGRAPH_API_KEY비밀로 표시된 값은 내 계정의 열쇠예요. 절대 다른 사람과 공유하거나 채팅에 붙여 넣지 마세요.
어떤 앱을 쓰세요?
위에서 앱을 고르세요. 기억해 두었다가 다음부터는 버튼에 “…에 설치”라고 표시해요.
링크는 제작자의 파일로 바로 연결돼요. 우리가 보관하거나 다시 패키징하지 않아요. 파일을 열면 Claude Desktop이 설치해요.
터미널에서 이 명령어를 실행하세요
실행하기 전에 빈 값을 채워 주세요.
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 7일 점검
레지스트리 이름이 GitHub 계정 pucilpet 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.
입력해야 할 값: CRAWLGRAPH_API_KEY
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(0.2.2)은 4개월 전 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. 내 컴퓨터에 MCPB도 있어야 해요.
같은 카테고리에는: Browser Use, Chrome DevTools MCP, MCP Server Browser
같은 카테고리에서 다른 제작자가 만든 서버예요. 스타 순으로 정렬했어요.
카드 보는 법:★ GitHub 스타i세 기둥: 리뷰 · 점검 · 사용 정도i업데이트 = 최신 버전을 레지스트리에 공개한 날i
Browser agents and stealth cloud browsers for AI: run web tasks, fill forms, extract data.
MCP server for Chrome DevTools
MCP server for browser use access
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
Five MCP tools for backlink research using CrawlGraph and Common Crawl snapshots: backlinks, backlink_changes, gap_analysis, gap_outreach_targets, and releases. Outreach tools identify research candidates; they do not send messages or create contacts.
| Surface | Credentials | Tool profile |
|---|---|---|
| npm / local stdio | Your CRAWLGRAPH_API_KEY (cg_live_…) | Legacy |
https://crawlgraph.com/mcp | Your API key in Authorization: Bearer cg_live_… | Legacy |
https://crawlgraph.com/mcp/connectors | Account-linked OAuth access token in the Authorization header | Bounded directory profile, when enabled |
Legacy /mcp also accepts Smithery's ?apiKey=… and base64 JSON ?config=… forms. Header credentials take precedence, then apiKey, then packed config. Prefer the Authorization header. The connector endpoint rejects API keys, query credentials and packed configuration; OAuth tokens never go to the public /api/v1 API.
Directory approval and real Claude/OpenAI compatibility verification remain pending. No Verified listing or logo is claimed. This checkout's source version is 0.4.0; it does not establish the current npm or hosted version. Verify each distribution separately through the operator runbooks linked in DEPLOY.md.
Obtain a key through CrawlGraph's API onboarding. The free-key flow emails a key; it does not sign you into an account.
For Claude Desktop / Claude Code, put this in your client's MCP configuration:
{
"mcpServers": { "crawlgraph": { "command": "npx", "args": ["-y", "crawlgraph-mcp"], "env": { "CRAWLGRAPH_API_KEY": "cg_live_your_key_here" } } } }
Cursor, Windsurf, Cline and Zed use the same command/environment arrangement. Streamable HTTP clients can use https://crawlgraph.com/mcp with their own bearer API key. Confirm the hosted tools/list response before relying on a specific source feature.
| Local stdio setting | Required | Default |
|---|---|---|
CRAWLGRAPH_API_KEY | Yes for tool execution; resolved lazily | — |
CRAWLGRAPH_BASE_URL | No; legacy REST adapter only | https://crawlgraph.com |
When the operator enables the reviewed service, connect to https://crawlgraph.com/mcp/connectors using an existing CrawlGraph account, sign in and approve consent in the original connection browser. Account creation is outside OAuth. If you need an account, follow the disclosed onboarding flow, then return and request sign-in; an emailed API key alone is not a login session.
The issuer is https://crawlgraph.com, the exact resource is https://crawlgraph.com/mcp/connectors, and the only scope is crawlgraph:read. Public clients use authorization code plus S256 PKCE and token_endpoint_auth_method=none. Omitted registration auth method is normalized to none and any SDK-generated secret is discarded. Confidential client methods and metadata-document fetching are unsupported. Callbacks must be exact operator-approved HTTPS URLs. OpenAI's callback must come from the actual portal; this repository does not supply a guessed callback.
Authorization and code exchange require the exact raw resource value. At code exchange a supplied redirect_uri must exactly match the stored callback; omission retains that callback. Refresh may omit resource and scope to retain the original grant. PKCE is validated by the backend during the atomic code exchange, alongside client/resource/redirect/scope checks.
Use account connection management to disconnect and revoke the entire grant and refresh family. An expired access token can be refreshed while its grant and refresh family remain valid; revoked or expired grants require reconnecting. Discovery, OAuth and introspection outages return 503 without a relink challenge. Execution outages return a safe tool error inside the HTTP 200 MCP result, without relink metadata. Tool-time revocation is reported through mcp/www_authenticate result metadata. Refresh rotation has no retry grace: concurrent reuse revokes the family, and a lost token response may require reconnecting. A 503 after a possible commit does not promise an unused code or refresh token.
Both auth profiles share the account's UTC calendar-month counters. Free accounts have 15 backlinks calls and 0 gap jobs; accounts with current paid access have 1,000 backlinks calls and 50 gap jobs. Paid eligibility follows the backend's current entitlement rules. Release inventory consumes no research quota. backlink_changes shares the backlinks counter.
Directory inputs and costs:
| Tool | Arguments | Cost |
|---|---|---|
backlinks | domain, limit?, sort? (authority or hosts), release_id? | 1 backlinks call |
backlink_changes | domain, limit?, from_release?, to_release? | 1 backlinks call |
gap_analysis | my_domain, competitor_domains[] (1–5), limit?, job_id? | New submission: 1 gap job; polling/resume: 0 |
gap_outreach_targets | Gap inputs plus include_platforms?, enrich_authority_top? | New submission: 1 gap job; optional N extra backlinks calls |
releases | limit? | 0 |
Directory lists default to 20, maximum 100. The complete serialized UTF-8 CallToolResult, including structured data, text and metadata, is limited to 65,536 bytes. Additional output clipping is disclosed in crawlgraph/output metadata, retaining original observed totals, source caps, quota accounting, provenance and job handles. Large exports belong on the account/API surface.
Gap tools poll for at most 75 seconds within a 90-second tool budget. A pending result includes job_id and the normalized request. Resume the same tool with that handle and query; a fresh valid grant for the same owner can resume after reconnecting. Polling costs zero gap jobs. Never automatically submit a replacement after timeout, cancellation, network loss or a stale worker: the accepted job may still complete. Cancellation stops further polling. An accepted submission remains charged; a lost/malformed response reports unknown consumption rather than claiming zero.
Node writes bounded JSON telemetry to stderr. Each directory tool call records an internally generated correlation ID, fixed tool name (or unknown), final envelope status, isError, allowlisted primary and partial error codes, latency, and the exact final serialized UTF-8 result size, excluding transport framing. Known charged-call counts and unknown-consumption categories come from the final envelope. Pending cancellations and completed results with partial revocation retain their distinct status and error fields. HTTP/OAuth errors record only a fixed route category, status, allowlisted code and a separate response-local correlation ID. Logging failures cannot change responses. Logs omit arguments, domains, results, job/account/grant/client/source IDs, caller request IDs, exception text, URLs, headers, configuration and credentials.
OAuth source admission groups IPv6 addresses by /64 only in the local bucket key; mapped IPv4 addresses use the same bucket as their IPv4 form. Private RPCs still receive the full normalized verified ingress source. The bounded bucket map fails closed at capacity without evicting live windows; the backend continues enforcing its own policies.
Outreach preserves the backend ranking by competitor overlap, authority and domain. Platform-filter counts describe only the returned backend sample. Enrichment defaults to 0; explicitly request enrich_authority_top=N (0–5) for up to N extra backlinks calls on retained targets. Partial failures retain completed results, per-item provenance, actual known charges, the latest observed quota and any unknown consumption. Verified jobs use their attested release for enrichment; legacy jobs keep null provenance and record separate lookup releases.
Legacy tools retain their original fields and defaults: backlinks defaults to 1,000 rows at the public API, maximum 10,000; outreach uses enrich_top, default 10, maximum 25, with one backlinks call per enrichment. Legacy gap tools submit and poll within their existing 90-second window and have no directory job_id input. Check the selected profile before estimating quota use.
Common Crawl is a periodic observation, not live link monitoring. Named release provenance does not prove that a page currently links to a target. A removed referring domain means it was not observed in the newer snapshot, not proven live deletion. Unavailable comparison differs from zero changes; unknown totals and source-capped lower bounds differ from complete empty results. Gap provenance is saved at execution and retained on later polling. Older unattested artifacts report legacy_unverified and null release identity. A referring-domain overlap suggests a research candidate, not that a publisher has never heard of you.
Example research prompt:
Find backlink gaps for mine.example against a.example and b.example. If
pending, resume the returned job without resubmitting. Report provenance,
caps and quota use before proposing any optional authority enrichment.
npm install
npm run build node --test tests/*.test.mjs
The build is also the TypeScript check; no separate lint script is configured. Tests use the installed SDK, local HTTP fixtures and fake private/public backend replies. They require permission to bind loopback sockets and never need production credentials or live provider access. Node fixtures do not prove the backend's SQLite transactions, quota isolation or query pinning; separate crawlback backend HTTP tests and the full release gates cover those.
Implementation references: HTTP surfaces, OAuth router, provider, private backend client, directory tools, and legacy server.
MIT