20 Best SEO MCP Servers, Compared (November 2026)

The short answer

Which one, for your situation

Top MCP servers for SEO

The ranking, with the evidence

• 1

  Google Search Console MCP

  Community favourite

  AminForou/mcp-gsc ↗

  Best for: SEO professionals querying Google Search Console in natural language for property, search analytics, URL inspection, and sitemap tasks: it documents tools for those.

  It connects Google Search Console to MCP-compatible clients and documents tools for properties, search analytics, URL inspection, and sitemap management. It requires Google Search Console OAuth credentials, and the package is distributed on PyPI as mcp-search-console.

  Score 88.8: show every number behind it

  • Adoption95 / 100 · weight 40%
    • GitHub stars83
    • PyPI downloads82
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance82 / 100 · weight 24%
    • Last commit touching this server100
      dated from the last commit on the default branch, re-read from GitHub at publication; the stored date would have published 51 days ago
    • Repository maintenance grade55
    • Commit cadence65
  • Momentum95 / 100 · weight 14%
    • Stars gained, relative to size100
    • Stars gained, absolute98
    • PyPI download trend81
  • Tool quality68 / 100 · weight 13%
    • Tool description quality60
    • Built and inspected by Glama100
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  88.8

  × relevance: the keyword is dedicated here

  1.00

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  88.8

• 2

  seoskill

  Community favourite

  iannuttall/seo ↗

  Best for: Teams auditing SEO with their own Search Console, Analytics, Bing, and keyword/competitor provider data: it provides a remote MCP endpoint and CLI audit commands.

  It provides a remote MCP endpoint at seoskill.dev/mcp and a CLI, with documented commands for Search Console reports, page and index checks, period comparisons, Google Analytics or Clicky landing pages, Bing data, keyword and competitor research, and site crawls. Before choosing it, note that it requires a Google account that can see the user's Search Console, since the agent opens a Google sign-in.

  Score 86.0: show every number behind it

  • Adoption79 / 100 · weight 40%
    • GitHub stars70
    • npm downloads65
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance100 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade100
    • Commit cadence100
  • Momentum90 / 100 · weight 14%
    • Stars gained, relative to size99
    • Stars gained, absolute66
    • npm download trend100
  • Tool quality≈68 / 100 · weight 13%
    • Tool description quality≈68
      tool descriptions not yet scored
    • Built and inspected by Glamanot measured
      never built and inspected by Glama
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  86.0

  × relevance: the keyword is dedicated here

  1.00

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  86.0

• 3

  Google Search Console MCP Server

  Community favourite

  Suganthan-Mohanadasan/Suganthans-GSC-MCP ↗

  Best for: Teams using Claude for Search Console analysis and indexing: it exposes 29 tools for quick wins, CTR opportunities, content gaps, URL inspection, and Indexing API.

  The server connects Claude to Google Search Console data and exposes 29 tools for analyses such as quick wins, CTR opportunities, traffic drops, content gaps, cannibalization checks, URL inspection, image-search reports, and Indexing API submissions. It requires Google Search Console API access via OAuth or a service account.

  Score 84.4: show every number behind it

  • Adoption74 / 100 · weight 40%
    • GitHub stars56
    • npm downloads66
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance97 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade100
    • Commit cadence85
  • Momentum89 / 100 · weight 14%
    • Stars gained, relative to size100
    • Stars gained, absolute64
    • npm download trend100
  • Tool quality76 / 100 · weight 13%
    • Tool description quality68
    • Built and inspected by Glama100
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  84.4

  × relevance: the keyword is dedicated here

  1.00

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  84.4

• 4

  DataForSEO MCP Server

  Community favourite

  dataforseo/mcp-server-typescript ↗

  Best for: SEO research from an LLM client: it exposes 17 tools for organic and YouTube SERPs, keyword volume and trends, and on-page checks.

  DataForSEO MCP Server exposes 17 tools for organic and YouTube SERPs, Google Ads search volume, DataForSEO and Google Trends, and on-page parsing, instant-page, and Lighthouse checks. Its stdio and CLI modes require DataForSEO API login and password, while its HTTP transport uses OAuth by default with credentials as fallback.

  Score 84.1: show every number behind it

  • Adoption94 / 100 · weight 40%
    • GitHub stars60
    • npm downloads85
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance92 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade80
    • Commit cadence85
  • Momentum56 / 100 · weight 14%
    • Stars gained, relative to size60
    • Stars gained, absolute40
    • npm download trend69
  • Tool quality58 / 100 · weight 13%
    • Tool description quality50
    • Built and inspected by Glama100
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integrates100

  Weighted mean of the five

  84.1

  × relevance: the keyword is dedicated here

  1.00

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  84.1

• 5

  SEOMonster

  Community favourite

  avansaber/seo-monster ↗

  Best for: SEO analysts using Claude or Cursor who want to query Search Console, GA4, PageSpeed, and Cloudflare from chat: it exposes 70 tools for those services.

  SEOMonster is a stdio MCP server with 70 tools spanning Search Console, GA4, PageSpeed, Cloudflare, IndexNow, CrUX, and technical SEO, returning results in a JSON envelope. It assumes Python 3.11 or newer and uv for the uvx path, plus a one-time Google sign-in before it can read the user's Search Console or GA4 data.

  Score 80.5: show every number behind it

  • Adoption72 / 100 · weight 40%
    • GitHub stars69
    • PyPI downloads24
      PyPI downloads show no weekday rhythm; halved
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance88 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade100
    • Commit cadence40
  • Momentum78 / 100 · weight 14%
    • Stars gained, relative to size97
    • Stars gained, absolute64
    • PyPI download trend63
  • Tool quality81 / 100 · weight 13%
    • Tool description quality73
    • Built and inspected by Glama100
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  80.5

  × relevance: the keyword is dedicated here

  1.00

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  80.5

• 6

  Search Console MCP

  Community favourite

  saurabhsharma2u/search-console-mcp ↗

  Best for: Multi-property SEO teams juggling Search Console, Bing, GA4, and AdSense: it provides 25 tools for site management, analytics queries, indexing, audits, and AdSense reporting.

  Search Console MCP exposes 25 tools that let an AI agent list and manage properties, query and compare search analytics, inspect URLs, submit sitemaps and indexing requests, run SEO audits, validate schema, and read AdSense earnings across Google Search Console, Bing Webmaster Tools, and GA4. It is read-only by default at setup, so GSC mutation tools require explicit write authorization before use.

  Score 78.8: show every number behind it

  • Adoption67 / 100 · weight 40%
    • GitHub stars63
    • npm downloads31
      downloads show none of the weekday rhythm human traffic has; halved
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance97 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade100
    • Commit cadence85
  • Momentum86 / 100 · weight 14%
    • Stars gained, relative to size97
    • Stars gained, absolute58
    • npm download trend100
  • Tool quality58 / 100 · weight 13%
    • Tool description quality50
    • Built and inspected by Glama100
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  78.8

  × relevance: the keyword is dedicated here

  1.00

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  78.8

• 7

  semrush-ai-mcp

  Community favourite

  springvoiceswell/semrush-ai-tool ↗

  Best for: Installing an SEO MCP server this afternoon for live Semrush keyword, domain, backlink and competitor data: it exposes 18 MCP tools for those queries.

  Semrush-ai-mcp exposes 18 MCP tools for live Semrush queries covering domain overviews and rank history, organic and paid keywords, competitors, keyword overviews, related and question keywords, keyword difficulty, SERP results, backlinks, traffic summary, and API units balance; the README also documents a semrush-ai CLI in the same package. Before choosing it, note that it requires a Semrush API key and API access through a Semrush Business subscription or purchased API units.

  Score 77.6: show every number behind it

  • Adoption68 / 100 · weight 40%
    • GitHub stars68
    • npm downloadsnot measured
      no npm package
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance77 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade55
    • Commit cadence40
  • Momentum100 / 100 · weight 14%
    • Stars gained, relative to size100
    • Stars gained, absolute100
    • npm download trendnot measured
      no download history for the selected registry
  • Tool quality68 / 100 · weight 13%
    • Tool description quality60
    • Built and inspected by Glama100
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  77.6

  × relevance: the keyword is dedicated here

  1.00

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  77.6

• 8

  Screaming Frog SEO Spider MCP Server

  Steady

  bzsasson/screaming-frog-mcp ↗

  Best for: Unattended scheduled audits on a machine with licensed Screaming Frog: it exposes crawl, export, aggregation and storage cleanup tools through MCP.

  The server exposes 9 tools that start background Screaming Frog crawls, check crawl status, list and export saved crawls, read or aggregate CSV output, delete crawls, and report storage usage. Before choosing it, note that it requires a licensed Screaming Frog installation on the same machine and the GUI closed so its internal crawl database can be accessed.

  Score 72.6: show every number behind it

  • Adoption56 / 100 · weight 40%
    • GitHub stars49
    • PyPI downloads44
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance97 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade100
    • Commit cadence85
  • Momentum44 / 100 · weight 14%
    • Stars gained, relative to size31
    • Stars gained, absolute16
    • PyPI download trend100
  • Tool quality91 / 100 · weight 13%
    • Tool description quality83
    • Built and inspected by Glama100
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  72.6

  × relevance: the keyword is dedicated here

  1.00

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  72.6

• 9

  SerpApi MCP Server

  Steady

  serpapi/serpapi-mcp ↗

  Best for: SEO research needing live or archived SERP data across multiple engines: its universal search tool retrieves results from Google, Bing, Yahoo, and others.

  The server exposes a universal search tool for SerpApi engines and result types, plus search_table and search_dashboard tools that render interactive table and dashboard views in supporting hosts. It requires a SerpApi API key for search and the App tools, while connecting, listing tools, and reading resources do not require one.

  Score 72.3: show every number behind it

  • Adoption57 / 100 · weight 40%
    • GitHub stars57
    • npm downloadsnot measured
      no npm package
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance97 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade100
    • Commit cadence85
  • Momentum40 / 100 · weight 14%
    • Stars gained, relative to size47
    • Stars gained, absolute30
    • npm download trendnot measured
      no download history for the selected registry
  • Tool quality91 / 100 · weight 13%
    • Tool description quality83
    • Built and inspected by Glama100
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  72.3

  × relevance: the keyword is dedicated here

  1.00

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  72.3

• 10

  google-meta-ads-ga4-mcp

  Community favourite

  irinabuht12-oss/google-ads-meta-ads-mcp ↗

  Best for: Teams running Google Ads, Meta Ads, GA4 and Search Console who want a hosted remote MCP with OAuth login and approval-gated write changes.

  The server is a hosted remote MCP endpoint that connects Claude, ChatGPT, Cursor, Claude Code or Grok to Google Ads, Meta Ads, GA4 and Google Search Console through Google or Facebook login, covering audits, search terms, GAQL and Insights reports, keyword research, AI-referral traffic and approved changes to budgets, bids and negatives. Before choosing it, note that it requires adding the hosted remote MCP endpoint and signing in with the Google or Facebook account that owns the ads; its exposed tool list has not been inspected.

  Score 70.8: show every number behind it

  • Adoption96 / 100 · weight 40%
    • GitHub stars96
    • npm downloadsnot measured
      no npm package
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance86 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade55
    • Commit cadence85
  • Momentum100 / 100 · weight 14%
    • Stars gained, relative to size100
    • Stars gained, absolute100
    • npm download trendnot measured
      no download history for the selected registry
  • Tool quality≈68 / 100 · weight 13%
    • Tool description quality≈68
      tool descriptions not yet scored
    • Built and inspected by Glamanot measured
      never built and inspected by Glama
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  90.8

  × relevance: the keyword is declared here

  0.78

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  70.8

• 11

  Google Search Console MCP Server

  Community favourite

  ahonn/mcp-server-gsc ↗

  Best for: A site owner auditing Search Console performance inside an MCP client: it exposes search analytics, quick-wins detection, index inspection, and sitemap management across eight tools.

  Google Search Console MCP Server exposes eight tools for listing sites, querying search analytics, detecting quick wins, inspecting URL indexing status, and listing, getting, and submitting sitemaps. Before choosing it, note that it requires Node.js 18 or later and a Google Cloud project with the Search Console API enabled, plus service account credentials granted property administrator access in Search Console.

  Score 66.2: show every number behind it

  • Adoption61 / 100 · weight 40%
    • GitHub stars61
    • npm downloadsnot measured
      npm names no repository for mcp-server-gsc, so its downloads cannot be attributed
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance76 / 100 · weight 24%
    • Last commit touching this server88
    • Repository maintenance grade80
    • Commit cadence40
  • Momentum42 / 100 · weight 14%
    • Stars gained, relative to size47
    • Stars gained, absolute33
    • npm download trendnot measured
      no download history for the selected registry
  • Tool quality66 / 100 · weight 13%
    • Tool description quality57
    • Built and inspected by Glama100
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  66.2

  × relevance: the keyword is dedicated here

  1.00

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  66.2

• 12

  SEO Audit Console

  Emerging

  houtini-ai/seo-audit ↗

  Best for: Auditing a site you own in Google Search Console: it merges Search Console history with a live crawl and ranks findings by recoverable clicks.

  SEO Audit Console is an MCP server for Claude that pulls Google Search Console data, crawls a site, and produces prioritized audit findings with generated fixes. Before installing, it requires Node.js 22 or newer and a Google Search Console service account for a property you own.

  Score 64.5: show every number behind it

  • Adoption53 / 100 · weight 40%
    • GitHub stars50
    • npm downloads24
      downloads show none of the weekday rhythm human traffic has; halved
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance100 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade100
    • Commit cadence100
  • Momentum91 / 100 · weight 14%
    • Stars gained, relative to size100
    • Stars gained, absolute70
    • npm download trend100
  • Tool quality≈68 / 100 · weight 13%
    • Tool description quality≈68
      tool descriptions not yet scored
    • Built and inspected by Glamanot measured
      never built and inspected by Glama
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  75.9

  × relevance: the keyword is dedicated here

  1.00

  × continuity: actively changing

  1.00

  × evidence: modest but real audience

  0.85

  Composite score

  64.5

• 13

  AdLoop: Google Ads, Reddit Ads & GA4

  Community favourite

  kLOsk/adloop ↗

  Best for: SEO teams reconciling paid and organic performance: it exposes 153 tools to cross-reference Google Ads, GA4, Search Console, and live GTM data.

  AdLoop is an MCP server exposing 153 tools for Google Ads, GA4, Google Tag Manager, Search Console, and Merchant Center reporting, plus draft Google Ads changes with previews, Google-validated dry runs, and budget or bid caps. Self-hosting requires a Google Cloud project and Google Ads API access, while AdLoop Cloud replaces that setup with a Google account connection.

  Score 62.2: show every number behind it

  • Adoption66 / 100 · weight 40%
    • GitHub stars62
    • PyPI downloads31
      PyPI downloads show no weekday rhythm; halved
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance100 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade100
    • Commit cadence100
  • Momentum77 / 100 · weight 14%
    • Stars gained, relative to size82
    • Stars gained, absolute51
    • PyPI download trend100
  • Tool quality73 / 100 · weight 13%
    • Tool description quality65
    • Built and inspected by Glama100
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  79.7

  × relevance: the keyword is declared here

  0.78

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  62.2

• 14

  squirrelscan

  Community favourite

  squirrelscan/squirrelscan ↗

  Best for: Website QA auditing across SEO, performance, security, accessibility, and agent experience: it documents local or hosted MCP, CLI, and API interfaces for that workflow.

  squirrelscan documents CLI, local or hosted MCP server, and API interfaces for auditing websites across SEO, performance, security, accessibility, and agent experience, with findings and fixes formatted for coding agents. No npm package is published, so plan on the documented CLI or hosted/local MCP setup rather than an npm install.

  Score 61.4: show every number behind it

  • Adoption62 / 100 · weight 40%
    • GitHub stars62
    • npm downloadsnot measured
      no npm package
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance100 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade100
    • Commit cadence100
  • Momentum86 / 100 · weight 14%
    • Stars gained, relative to size100
    • Stars gained, absolute64
    • npm download trendnot measured
      no download history for the selected registry
  • Tool quality≈68 / 100 · weight 13%
    • Tool description quality≈68
      tool descriptions not yet scored
    • Built and inspected by Glamanot measured
      never built and inspected by Glama
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integrates100

  Weighted mean of the five

  78.7

  × relevance: the keyword is declared here

  0.78

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  61.4

• 15

  Google Search Console MCP Server

  Emerging

  onlymoein/google-search-console-mcp ↗

  Best for: Site owners needing Search Console analytics, indexing checks, and sitemap management: 22 tools cover these tasks and validate requests to catch Google's silent empty-result quirks.

  The Google Search Console MCP Server runs locally and exposes 22 tools for listing properties, querying Search Console performance across Search, Discover, Images, video, Google News, and the News tab, comparing periods, explaining changes, inspecting URLs, auditing indexing, and managing sitemaps. The quick-start setup requires your own Google Cloud OAuth client credentials and a browser login during setup, and the project is unofficial and not affiliated with or endorsed by Google.

  Score 60.8: show every number behind it

  • Adoption44 / 100 · weight 40%
    • GitHub stars26
    • PyPI downloads41
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance97 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade100
    • Commit cadence85
  • Momentum77 / 100 · weight 14%
    • Stars gained, relative to size100
    • Stars gained, absolute42
    • PyPI download trendnot measured
      no download history for the selected registry
  • Tool quality83 / 100 · weight 13%
    • Tool description quality75
    • Built and inspected by Glama100
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  71.5

  × relevance: the keyword is dedicated here

  1.00

  × continuity: actively changing

  1.00

  × evidence: modest but real audience

  0.85

  Composite score

  60.8

• 16

  Lighthouse MCP

  Community favourite

  danielsogl/lighthouse-mcp-server ↗

  Best for: Checking a page's SEO and Core Web Vitals from an MCP client: it exposes 11 Lighthouse audit and scoring tools.

  It exposes 11 tools that run Google Lighthouse audits and return performance, accessibility, SEO, and security results or recommendations, along with Core Web Vitals, LCP opportunities, unused JavaScript, resource analysis, device comparisons, and performance-budget checks. It requires Node.js 22.0.0 or newer and a Chrome or Chromium browser, and authenticated sessions need a persistent Chrome profile plus headed mode.

  Score 60.1: show every number behind it

  • Adoption75 / 100 · weight 40%
    • GitHub stars47
    • npm downloads68
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance95 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade80
    • Commit cadence100
  • Momentum48 / 100 · weight 14%
    • Stars gained, relative to size50
    • Stars gained, absolute26
    • npm download trend72
  • Tool quality66 / 100 · weight 13%
    • Tool description quality57
    • Built and inspected by Glama100
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  77.1

  × relevance: the keyword is declared here

  0.78

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  60.1

• 17

  DispatchSEO

  Emerging

  NeoZi12/dispatchseo ↗

  Best for: Teams using Claude Code, Codex, or Cursor on a site repo that need MCP-driven keyword research, approval-gated content PRs, and rank tracking.

  DispatchSEO exposes an MCP interface for AI coding agents to run keyword research from Search Console and Google Autocomplete, manage an approval queue, build scheduled pull requests, track rankings, and view a dashboard. It assumes an MCP-capable agent such as Claude Code, Codex, or Cursor, and its unattended overnight builder is not available to other MCP clients.

  Score 59.8: show every number behind it

  • Adoption50 / 100 · weight 40%
    • GitHub stars50
    • npm downloads0
      downloads show none of the weekday rhythm human traffic has; halved
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance95 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade80
    • Commit cadence100
  • Momentum71 / 100 · weight 14%
    • Stars gained, relative to size100
    • Stars gained, absolute49
    • npm download trend44
  • Tool quality≈68 / 100 · weight 13%
    • Tool description quality≈68
      tool descriptions not yet scored
    • Built and inspected by Glamanot measured
      never built and inspected by Glama
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  70.4

  × relevance: the keyword is dedicated here

  1.00

  × continuity: actively changing

  1.00

  × evidence: modest but real audience

  0.85

  Composite score

  59.8

• 18

  gsc-mcp

  Emerging

  FlorianBruniaux/google-search-console-mcp ↗

  Best for: Sites already in Google Search Console and GA4: 81 tools cover search analytics, URL inspection, indexing submission, sitemaps, Core Web Vitals and page-level joins.

  The server exposes 81 tools that read Search Console and GA4 data (search analytics, period comparisons, URL inspection, sitemaps, orphan checks, GA4 landing pages and organic traffic) and add indexing submissions, CrUX vitals, JSON-LD schema validation and stored page-drift baselines. It works against the authenticated account's Search Console properties and GA4 views, so Google authorisation is a prerequisite, indexing calls are bounded by the Indexing API daily quota, and recurring checks require a scheduler in the client because the server does not run analyses on its own.

  Score 57.0: show every number behind it

  • Adoption43 / 100 · weight 40%
    • GitHub stars34
    • PyPI downloads38
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance100 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade100
    • Commit cadence100
  • Momentum75 / 100 · weight 14%
    • Stars gained, relative to size98
    • Stars gained, absolute41
    • PyPI download trendnot measured
      no download history for the selected registry
  • Tool quality48 / 100 · weight 13%
    • Tool description quality40
    • Built and inspected by Glama100
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  67.1

  × relevance: the keyword is dedicated here

  1.00

  × continuity: actively changing

  1.00

  × evidence: modest but real audience

  0.85

  Composite score

  57.0

• 19

  librecrawl-technical-seo-audit-mcp

  Steady

  adityaarsharma/sitewalk ↗

  Best for: Self-hosted technical SEO audits with no account or page cap: the Docker stack runs LibreCrawl and returns a ranked report plus PDF and CSV files.

  The server drives the LibreCrawl crawler and listens on a streamable HTTP endpoint at 127.0.0.1:5081/mcp, which stdio-only clients reach through mcp-remote, and it writes a zipped PDF, Markdown and CSV report into ./reports. It requires Docker for the guided setup, and because the server has no sign-in of its own, clients that reach it over the internet need to sit behind a tunnel that adds access control.

  Score 54.4: show every number behind it

  • Adoption42 / 100 · weight 40%
    • GitHub stars42
    • npm downloadsnot measured
      no npm package
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance92 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade80
    • Commit cadence85
  • Momentum52 / 100 · weight 14%
    • Stars gained, relative to size66
    • Stars gained, absolute31
    • npm download trendnot measured
      no download history for the selected registry
  • Tool quality≈68 / 100 · weight 13%
    • Tool description quality≈68
      tool descriptions not yet scored
    • Built and inspected by Glamanot measured
      never built and inspected by Glama
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  64.0

  × relevance: the keyword is dedicated here

  1.00

  × continuity: actively changing

  1.00

  × evidence: modest but real audience

  0.85

  Composite score

  54.4

• 20

  GEO MCP by DigestSEO

  Steady

  AKzar1el/mcp-geo ↗

  Best for: Teams self-hosting AI visibility tracking on Cloudflare Workers: it exposes tools to track brands, refresh scans, and inspect per-engine scores and citation evidence.

  GEO MCP exposes 12 tools for tracking brands, managing buyer-intent prompts, refreshing scans on configured engines, and reading visibility, competitor, citation, and content-gap reports. Its local stdio setup requires at least one provider API key, and live scans may incur provider charges; engines without keys are skipped.

  Score 54.0: show every number behind it

  • Adoption44 / 100 · weight 40%
    • GitHub stars40
    • npm downloads21
      downloads show none of the weekday rhythm human traffic has; halved
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance95 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade80
    • Commit cadence100
  • Momentum25 / 100 · weight 14%
    • Stars gained, relative to size0
    • Stars gained, absolute0
    • npm download trend100
  • Tool quality83 / 100 · weight 13%
    • Tool description quality75
    • Built and inspected by Glama100
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  63.5

  × relevance: the keyword is dedicated here

  1.00

  × continuity: actively changing

  1.00

  × evidence: modest but real audience

  0.85

  Composite score

  54.0

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