protogrid

Search / com.moatlight/mcp

Moatlight

R0· no sign-in

Measure AI search visibility: start reports, read results and the ranked plan.

v1.1.1 · active · repository · website · descriptor JSON · versions

An agent can connect right now, no human step.Remote endpoint, no authentication, reachable on the last probe.
Quality82good
Trust100of 100
Uptime, 30 days100%
Latency p50539 ms

Connect

8 clients · secrets stay placeholders
{
  "mcpServers": {
    "moatlight": {
      "type": "http",
      "url": "https://moatlight.com/mcp"
    }
  }
}
claude mcp add --transport http moatlight https://moatlight.com/mcp
[mcp_servers.moatlight]
url = "https://moatlight.com/mcp"
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "moatlight": {
      "type": "remote",
      "url": "https://moatlight.com/mcp",
      "enabled": true
    }
  }
}
{
  "mcpServers": {
    "moatlight": {
      "type": "http",
      "url": "https://moatlight.com/mcp"
    }
  },
  "deeplink": "cursor://anysphere.cursor-deeplink/mcp/install?name=moatlight&config=eyJ0eXBlIjoiaHR0cCIsInVybCI6Imh0dHBzOi8vbW9hdGxpZ2h0LmNvbS9tY3AifQ%3D%3D"
}
{
  "servers": {
    "moatlight": {
      "type": "http",
      "url": "https://moatlight.com/mcp"
    }
  }
}
{
  "mcpServers": {
    "moatlight": {
      "httpUrl": "https://moatlight.com/mcp"
    }
  }
}
extensions:
  "moatlight":
    enabled: true
    name: "moatlight"
    type: streamable_http
    uri: "https://moatlight.com/mcp"
    timeout: 300

Quality 82 / 100good

protocol75 · weight 25
  • warn
    protocol.modernnewest supported version is 2025-11-25; 2026-07-28 not supported, older versions are deprecated until 2027-07-28
  • n/a
    protocol.statelessonly applies to 2026-07-28 servers
  • pass
    protocol.transportstreamable HTTP
  • n/a
    protocol.list_ttlonly applies to 2026-07-28 servers
authorizationn/a · weight 15
  • n/a
    auth.prm, auth.as_metadata, auth.cimdno remote uses OAuth
  • n/a
    auth.secret_in_urlno templated URL
tool hygiene88 · weight 30
  • pass
    tools.descriptionsevery tool has a description
  • pass
    tools.description_lengthdescriptions are concise
  • pass
    tools.schemasevery tool has an object input schema
  • pass
    tools.annotations13 of 13 tools declare readOnlyHint or destructiveHint
  • fail
    tools.directory_hintsno tool declares all four of readOnlyHint, destructiveHint, idempotentHint and openWorldHint; missing: get_sample_report (idempotentHint); scan_agent_readiness (idempotentHint); get_pricing (idempotentHint); …
  • pass
    tools.token_costabout 2,069 tokens to load every tool
  • pass
    tools.api_dumptools are not a one-to-one API dump
  • pass
    tools.hidden_textno hidden text in tool names, descriptions, schemas or annotations
stability83 · weight 15
  • warn
    stability.changes15 tool changes in 30 days
  • pass
    stability.rug_pullno tool changed its meaning under the same name
  • pass
    stability.new_linksno tool change named a new site
dependenciesn/a · weight 15
  • n/a
    deps.known_vulns, deps.mcp_sdk_version, deps.resolvableno npm or PyPI package

13 tools, about 2,069 tokens to load them all · tool set 3f9ef2b56efd · tools last changed 2026-11-09 · checked 2026-11-14 07:03 UTC

Tool changes

  • start_reportchangeddescription
    before

    Accepts the proposed business profile and buyer questions (optionally a chosen subset of 3 to 6 question ids) and starts asking the AI engines the account includes (listed in limits.engines on GET /api/v1/me). Takes about two minutes: answers 202 Accepted with a Location header to poll until stage is finished. Safe to repeat; send an Idempotency-Key header to make a retry return the first answer. Needs login with scope reports:write.

    after · 97% of words in common

    Accepts the proposed business profile and buyer questions (optionally a chosen subset of 3 to 6 question ids) and starts asking the AI engines the account includes (listed in limits.engines on GET /api/v1/me). Takes about 2 minutes: answers 202 Accepted with a Location header to poll until stage is finished. Safe to repeat; send an Idempotency-Key header to make a retry return the first answer. Needs login with scope reports:write.

  • create_reportchangeddescription
    before

    Creates a report draft for a website and starts reading it. Free plan: one website, one report every 30 days. Returns 202 Accepted with the report, a job object and a Location header: poll that URL (GET /api/v1/reports/{reportId}) every few seconds until stage is needs_confirmation, then call the start endpoint. Send an Idempotency-Key header so a retry cannot start a second report. Needs login with scope reports:write.

    after · 86% of words in common

    Creates a report draft for a website and starts reading it. Free plan: one website, one report every 30 days. A new draft for a different website deletes the user's unfinished draft for the old one, so ask the user first. Returns 202 Accepted with the report, a job object and a Location header: poll that URL (GET /api/v1/reports/{reportId}) every few seconds until stage is needs_confirmation, then call the start endpoint. Send an Idempotency-Key header so a retry cannot start a second report. Needs login with scope reports:write.

  • start_reportchangeddescription
    before

    Accepts the proposed business profile and buyer questions (optionally a chosen subset of 3 to 6 question ids) and starts asking the AI engines. Takes about two minutes: answers 202 Accepted with a Location header to poll until stage is finished. Safe to repeat; send an Idempotency-Key header to make a retry return the first answer. Needs login with scope reports:write.

    after · 84% of words in common

    Accepts the proposed business profile and buyer questions (optionally a chosen subset of 3 to 6 question ids) and starts asking the AI engines the account includes (listed in limits.engines on GET /api/v1/me). Takes about two minutes: answers 202 Accepted with a Location header to poll until stage is finished. Safe to repeat; send an Idempotency-Key header to make a retry return the first answer. Needs login with scope reports:write.

  • get_agent_readinesschangedinput schema
  • get_report_actionschangedinput schema
  • start_reportchangeddescription
    before

    Accepts the proposed business profile and buyer questions (optionally a chosen subset of 3 to 6 question ids) and starts asking the AI engines. Takes about two minutes. Safe to repeat. Needs login with scope reports:write.

    after · 64% of words in common

    Accepts the proposed business profile and buyer questions (optionally a chosen subset of 3 to 6 question ids) and starts asking the AI engines. Takes about two minutes: answers 202 Accepted with a Location header to poll until stage is finished. Safe to repeat; send an Idempotency-Key header to make a retry return the first answer. Needs login with scope reports:write.

  • get_reportchangedinput schema
  • batch_get_reportsadded

    Batch read: send a list of report ids and get each report (or its error) in one answer, instead of one call per report. Each result has its own status, so one unknown id does not fail the rest. Read-only. Needs login with scope reports:read.

  • create_reportchangeddescription
    before

    Creates a report draft for a website and starts reading it. Free plan: one website, one report every 30 days. Returns 202 with the report; poll GET /api/v1/reports/{reportId} until stage is needs_confirmation, then call the start endpoint. Needs login with scope reports:write.

    after · 69% of words in common

    Creates a report draft for a website and starts reading it. Free plan: one website, one report every 30 days. Returns 202 Accepted with the report, a job object and a Location header: poll that URL (GET /api/v1/reports/{reportId}) every few seconds until stage is needs_confirmation, then call the start endpoint. Send an Idempotency-Key header so a retry cannot start a second report. Needs login with scope reports:write.

  • list_reportschangeddescription, input schema
    before

    The user's reports, newest first, each with its stage (analyzing, needs_confirmation, running, finished, failed). Needs login with scope reports:read.

    after · 83% of words in common

    The user's reports, newest first, paged with a cursor. Each has its stage (analyzing, needs_confirmation, running, finished, failed). Needs login with scope reports:read.

Showing the latest 10. Full history: list_changes · trend: quality JSON.

Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed. How it is computed.

Trust 100 / 100

provenance100
liveness100
freshness100
hygiene100

+repository +namespace-matches-repo +dns-namespace +website +reachable +uptime-100% +updated-7d-ago

Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed. How it is computed.

Endpoints

remoteauthreachableuptime 30dp50protocollast ok
https://moatlight.com/mcp streamable-httpnoneyes100%539 ms2025-11-252026-11-14

Tools (13)

batch_get_reportsread-onlyBatch read: send a list of report ids and get each report (or its error) in one answer, instead of one call per report. Each result has its own status, so one unknown id does not fail the rest. Read-only. Needs login with scope reports:read.
create_reportdestructiveCreates a report draft for a website and starts reading it. Free plan: one website, one report every 30 days. A new draft for a different website deletes the user's unfinished draft for the old one, so ask the user first. Returns 202 Accepted with the report, a job object and a Location header: poll that URL (GET /api/v1/reports/{reportId}) every few seconds until stage is needs_confirmation, then call the start endpoint. Send an Idempotency-Key header so a retry cannot start a second report. Needs login with scope reports:write.
get_accountread-onlyReturns the user's plan (free or early_access), when the pass ends, what the plan allows, and how to upgrade. Needs login with scope account:read.
get_agent_readinessread-onlyScore, grade, layer breakdown and ranked fixes from the newest scan of the report's website. Needs the Early Access pass; otherwise 402 with a link a person can open to buy it. Needs login with scope agent-readiness:read.
get_pricingread-onlyThe free plan and the one-time Early Access pass: price, what each includes, refund window. Payment needs a person in a browser. No login. No login needed.
get_productread-onlyFacts about the product: what it does, who it is for, what it does not do, and how an agent can use it. No login. No login needed.
get_reportread-onlyWhile stage is needs_confirmation it returns the business profile and the proposed buyer questions. While running it returns progress. When finished it returns visibility numbers, the brands AI named, and a count of lost questions. Needs login with scope reports:read.
get_report_actionsread-onlyFor a finished report: up to three ranked moves (reason, exact edit, page, effort) and, for each buyer question AI answered with a rival, who won and why. Needs login with scope reports:read.
get_sample_reportread-onlyShows the shape of a real report (visibility numbers, rivals, ranked plan) for a fictional coffee roaster. Made-up data, no login. No login needed.
list_faqread-onlyEvery FAQ question and answer from the home page, paged. No login. No login needed.
list_reportsread-onlyThe user's reports, newest first, paged with a cursor. Each has its stage (analyzing, needs_confirmation, running, finished, failed). Needs login with scope reports:read.
scan_agent_readinessRuns, or reuses a result under 24 hours old, for the report's website. Set force to true to scan again after fixing something. Rate limited. Needs login with scope agent-readiness:scan.
start_reportAccepts the proposed business profile and buyer questions (optionally a chosen subset of 3 to 6 question ids) and starts asking the AI engines the account includes (listed in limits.engines on GET /api/v1/me). Takes about 2 minutes: answers 202 Accepted with a Location header to poll until stage is finished. Safe to repeat; send an Idempotency-Key header to make a retry return the first answer. Needs login with scope reports:write.

Schemas: list_tools.

Similar MCP servers

Official server.json
{
  "name": "com.moatlight/mcp",
  "icons": [
    {
      "src": "https://moatlight.com/moatlight-symbol.svg",
      "sizes": [
        "any"
      ],
      "mimeType": "image/svg+xml"
    },
    {
      "src": "https://moatlight.com/android-chrome-512x512.png",
      "sizes": [
        "512x512"
      ],
      "mimeType": "image/png"
    }
  ],
  "title": "Moatlight",
  "$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
  "remotes": [
    {
      "url": "https://moatlight.com/mcp",
      "type": "streamable-http"
    }
  ],
  "version": "1.1.1",
  "repository": {
    "url": "https://github.com/Moatlight/moatlight-agent-kit",
    "source": "github"
  },
  "websiteUrl": "https://moatlight.com/docs",
  "description": "Measure AI search visibility: start reports, read results and the ranked plan."
}