read_pageFree
Read one https://operator.blacklabelbots.com page as Markdown (Cloudflare Markdown for Agents) or stripped text, up to 40,000 characters.
search_pagesFree
Find pages on operator.blacklabelbots.com by words in their URL path (sitemap search). Returns URLs with a match score.
site_infoFree
What Black Label Operator (operator.blacklabelbots.com) is, with links to its sitemap, docs, contact and every discovery document.

Public scan report

scanner v0.1.10 · 2026-10-24 · same rubric, same numbers if you re-run it

1 high1 low

–Code scanremote-only server, no package to scann/a
Live reliabilityremote unreachable: Streamable HTTP error: Error POSTing to endpoint: not found0/20
–Tool poisoningtools not inspected (endpoint requires auth); not countedn/a
Auth qualityno auth information5/15
Maintenanceno repository listed3/15
Maintainer identityendpoint served from the registry-verified namespace domain8/10

highRemote endpoint did not respondreliability.unreachable
Streamable HTTP error: Error POSTing to endpoint: not found
lowNo source repository listedmaint.no-repo

Overall 27/100. Components that don't apply are left out of the denominator. Any critical finding is an F.Rubric Appeal a finding JSON

How Black Label Operator Website MCP compares

Against every graded Web search MCP server, from our own scans and uptime checks. Updated after each scan run.

Safety score: 27/100; higher than 3% of 3,470 Web search servers
Tools: 3; the typical Web search server has 5
Tools that change things: 0%; typical: 0%. Fewer write tools means less an agent can break
Uptime: 0%; of our recent checks; the typical remote Web search server answers 100%
Response time: 36 ms; faster than 97% of 2,238 Web search servers

What its tools let an agent do: 3 read

claude mcp add --transport http operator-site-mcp https://operator.blacklabelbots.com/agent/mcp

2026-10-24revokeB → Fscore 27: Remote endpoint did not respond; No source repository listed
2026-10-03restoreC → Bscore 75: No source repository listed

Is Black Label Operator Website MCP server safe?: No: it is graded F and blocked at the gateway (27/100). Read the Black Label Operator Website MCP safety report
How do I install Black Label Operator Website MCP?: It runs remotely at operator.blacklabelbots.com. Add it to Claude Code, Cursor, VS Code or Claude Desktop with the snippets above, or call it through the mcp.market gateway without installing anything.
Does Black Label Operator Website MCP need an API key?: Not as far as the registry entry and our scan can tell: no credentials are declared or required.
Is Black Label Operator Website MCP maintained?: The latest release is v2026.09.15.
Is Black Label Operator Website MCP up?: 0% of our last 28 checks got an answer. We check remote servers about four times a day.
What can I use instead of Black Label Operator Website MCP?: Servers from other publishers that do the same job: GitHits MCP server, Exa Search MCP server and Zoteus MCP server.
How does Black Label Operator Website MCP compare with other Web search MCP servers?: safety score 27/100 (higher than 3% of 3,470 Web search servers); tools 3 (the typical Web search server has 5); tools that change things 0% (typical: 0%. Fewer write tools means less an agent can break). Full comparison.

Same job from other publishers: the closest match first, then the best rated.

GitHits
Search public open-source code, documentation, metadata, vulnerabilities, changelogs, and examples.
not reviewed
Established
A
Exa Search
Search the live web and fetch clean content from source pages.
not reviewed
Established
A
Zoteus
Zotero MCP server for Claude and ChatGPT: search, citations, safe writes, PDF passages and pages.
not reviewed
Established
A
Search1API
Web search, agentic search, news, page retrieval, sitemaps, and trending topics through Search1API.
not reviewed
Established
A
Free Search
No-API-key web search, page fetching and document reading across many engines. Local-first.
not reviewed
Established
B

With the gateway added, ask your agent for it by name:

agent prompt

call com.blacklabelbots/operator-site-mcp → read_page

Free per call. Metered, capped by your key, logged for reliability.

https://operator.blacklabelbots.com/agent/mcp

streamable-http

Claim it to keep the listing current and reply to reviews. Claiming never changes the grade or hides a review.

Shows the safety grade and links back to this page. It updates itself after every scan and review.

[![mcp.market](https://mcp.market/badge/blacklabelbots-operator-site-mcp.svg)](https://mcp.market/server/blacklabelbots-operator-site-mcp)