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SEO Research

egebese/seo-research-mcp
180
Summary

Connects your AI coding assistant to Ahrefs SEO data through the Model Context Protocol, letting you analyze backlinks, research keywords, and estimate traffic without leaving your IDE. Wraps Ahrefs' research APIs to expose four core operations: backlink analysis with anchor text and domain ratings, keyword idea generation from seed terms, traffic estimation for any domain, and keyword difficulty scoring with SERP breakdowns. Uses CapSolver for handling CAPTCHAs during data requests. Works across Claude Desktop, Cursor, Windsurf, and VS Code with GitHub Copilot, so you can research competitors or validate content ideas while coding.

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DataSEO MCP

DataSEO MCP is a Model Context Protocol server for practical SEO research in AI assistants. It combines Ahrefs free SEO data, CAPTCHA-provider fallback, and optional OpenRouter-powered query planning behind a small set of MCP tools.

[!CAUTION] This project is for educational and research purposes only. It interacts with third-party services including Ahrefs, CapSolver, Anti-Captcha, and OpenRouter. Users are responsible for complying with all applicable terms of service.

Features

ToolPurposeExample prompt
get_backlinks_listBacklink overview and top backlink rows"Show backlinks for suparank.io"
keyword_generatorKeyword and question ideas"Find SaaS SEO keywords for onboarding"
get_trafficOrganic traffic estimates"Estimate traffic for ege.md"
keyword_difficultyKD and SERP snapshot"Check difficulty for AI SEO tools"
ai_search_queriesAI query ideas by search intent"Generate AI search queries for SaaS SEO"
domain_overviewOne-domain backlink + traffic summary"Summarize suparank.io"
compare_domainsCompare 2-5 domains"Compare suparank.io and ahrefs.com"
backlink_opportunitiesCompetitor backlink source gaps"Find backlink gaps for my domain"
seo_content_briefSERP + AI-assisted content brief"Create a content brief for AI SEO audit"

DataSEO MCP is maintained by Ege Bese. For AI SEO and rank-tracking workflows, see Suparank.

Installation

uvx --python 3.10 dataseo-mcp

For local development:

git clone https://github.com/egebese/dataseo-mcp.git
cd dataseo-mcp
uv sync
uv run dataseo-mcp

The legacy seo-mcp command is still exposed as a compatibility alias.

Configuration

At least one CAPTCHA provider is required for Ahrefs-backed tools:

export CAPSOLVER_API_KEY="your-capsolver-key"
# or
export ANTICAPTCHA_API_KEY="your-anticaptcha-key"

If both are configured, CapSolver is tried first and Anti-Captcha is used as fallback. AI tools are optional:

export OPENROUTER_API_KEY="your-openrouter-key"
export OPENROUTER_MODEL="openai/gpt-4o-mini"  # optional

Useful runtime overrides:

VariableDefaultPurpose
DATASEO_CACHE_DIR~/.cache/dataseo-mcpSignature cache location
DATASEO_REQUEST_TIMEOUT30HTTP timeout in seconds
DATASEO_MAX_POLLING_ATTEMPTS120CAPTCHA polling cap
OPENROUTER_BASE_URLhttps://openrouter.ai/api/v1OpenAI-compatible AI endpoint

MCP Setup

Claude Desktop / Cursor-style config:

{
  "mcpServers": {
    "dataseo": {
      "command": "uvx",
      "args": ["--python", "3.10", "dataseo-mcp"],
      "env": {
        "CAPSOLVER_API_KEY": "YOUR_CAPSOLVER_KEY",
        "ANTICAPTCHA_API_KEY": "YOUR_ANTICAPTCHA_KEY",
        "OPENROUTER_API_KEY": "YOUR_OPENROUTER_KEY"
      }
    }
  }
}

Claude Code:

claude mcp add dataseo --scope user -- uvx --python 3.10 dataseo-mcp

VS Code MCP config:

{
  "servers": {
    "dataseo": {
      "command": "uvx",
      "args": ["--python", "3.10", "dataseo-mcp"],
      "env": {
        "CAPSOLVER_API_KEY": "YOUR_CAPSOLVER_KEY"
      }
    }
  }
}

Only one CAPTCHA provider key is required. Add OPENROUTER_API_KEY only when you want AI-assisted query generation or content briefs.

API Reference

get_backlinks_list(domain)

Returns:

{
  "overview": {
    "domainRating": 76,
    "backlinks": 1500,
    "refDomains": 300
  },
  "backlinks": [
    {
      "anchor": "DataSEO MCP",
      "domainRating": 76,
      "title": "Example page",
      "urlFrom": "https://source.example/page",
      "urlTo": "https://example.com/page",
      "edu": false,
      "gov": false
    }
  ]
}

keyword_generator(keyword, country="us", search_engine="Google")

Returns keyword and question ideas in the existing label / value shape.

get_traffic(domain_or_url, country="None", mode="subdomains")

Returns traffic history, traffic summary, top pages, countries, and keywords. The legacy costMontlyAvg field is preserved and costMonthlyAvg is also included.

keyword_difficulty(keyword, country="us")

Returns a keyword difficulty score and organic SERP rows with available metrics.

ai_search_queries(keyword, count=10, model="openai/gpt-4o-mini", language="en")

Returns deduplicated AI-generated queries:

{
  "keyword": "ai seo audit",
  "queries": [
    {"query": "what is an AI SEO audit", "intent": "informational"},
    {"query": "best AI SEO audit tools", "intent": "commercial"}
  ],
  "model_used": "openai/gpt-4o-mini",
  "total_queries": 2
}

count is validated from 1 to 50. Valid intents are informational, commercial, transactional, and navigational.

Additional Tools

  • domain_overview(domain, country="None"): backlink overview plus traffic summary for one domain.
  • compare_domains(domains, country="None"): compares 2-5 unique domains.
  • backlink_opportunities(domain, competitors): lists competitor backlink sources not present in the target sample.
  • seo_content_brief(keyword, country="us", count=12, model, language): combines keyword difficulty, SERP rows, AI search queries, and recommended content angles.

Architecture

server.py is intentionally thin. The implementation is split into:

  • services.py: MCP tool orchestration and public return shapes.
  • schemas.py: Pydantic validation and normalization.
  • captcha.py: CapSolver / Anti-Captcha fallback with bounded polling.
  • backlinks.py, keywords.py, traffic.py: Ahrefs endpoint adapters.
  • ai.py: OpenRouter/OpenAI-compatible query generation.
  • cache.py: JSON signature cache under ~/.cache/dataseo-mcp by default.

All external HTTP boundaries are mocked in tests.

Development

uv sync
uv run pytest -q
uv run ruff check .
uv run python -m compileall -q src
uv run python -c "from seo_mcp.server import main"

Troubleshooting

ProblemFix
No CAPTCHA provider configuredSet CAPSOLVER_API_KEY or ANTICAPTCHA_API_KEY
CAPTCHA solving failedCheck provider balance, key validity, and rate limits
AI tool returns missing key errorSet OPENROUTER_API_KEY
Empty SEO responseDomain or keyword may not be indexed by the upstream source
Old command no longer documentedUse dataseo-mcp; seo-mcp still works as alias

License

MIT with educational-use notice. Original fork attribution is preserved in LICENSE.

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UpdatedJan 8, 2026
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