npx @seoskillsai/cli
Technical & Crawl

DataForSEO: Live SERP API Connector for AI SEO Agents

DEEP TECHNICAL ARCHITECTURE & METHODOLOGY

Human-Edited & Verified • Deterministic AI-assisted research. Editorial standards.

Architecture diagram of a DataForSEO live SERP API feeding an AI coding agent AI Edited
AI-generated API connector visual. Raw provenance file.

Last updated: 26 August 2026

DataForSEO is a commercial SEO data API. Agents call it for live Google/Bing SERPs, search volume, and backlink summaries instead of scraping HTML in a browser.

TLDR

  • Live organic SERP is a POST to /v3/serp/{engine}/organic/live/regular with keyword, location, and language (DataForSEO live SERP docs).
  • Official agent bridge: MCP tools docs_index, docs_list_sections, docs_search, api_request (MCP TypeScript server).
  • Remote MCP URL documented by the vendor: https://mcp.dataforseo.com/v3/mcp (DataForSEO MCP).
  • SEO Skills AI seo-dataforseo is a thin first-party wrapper. Missing DATAFORSEO_LOGIN / DATAFORSEO_PASSWORD must return UNAVAILABLE—never fabricated SERP rows.
  • Install from the Skills directory; pair with the extensions hub when you want the vendor MCP beside other adapters.

Contents

What DataForSEO supplies to agents

Agents need fresh SERP features, not a six-month training cutoff. DataForSEO sells HTTP APIs for organic SERP, maps, backlinks, and keyword data. The MCP product page positions the protocol as a bridge so models can read docs and fire authenticated requests without 80 hand-written tools.

This is not a replacement for the technical audit skill. Audit skills inspect your site. DataForSEO inspects the market (rankings, PAA, competitor URLs). Keep both. Historical backlink graphs still live in the vendor’s databases; the skill does not clone Ahrefs.

Live SERP API shape

The live regular organic endpoint is documented as:

POST https://api.dataforseo.com/v3/serp/{{low_se_name}}/organic/live/regular

Required mental model from the v3 live SERP page:

  1. Authenticate with the account login/password (Basic).
  2. Pass keyword, location_code or location name, language_code.
  3. Optional se_domain (for example google.co.uk) when the default domain is wrong.
  4. Optional target filters result rows to a host or URL pattern.

Use the SERP overlap calculator when you already have two URL lists and need a cannibalization check without an API key.

Official MCP and CLI

Developer connecting Claude to the official DataForSEO MCP docs index and api_request tools AI Edited
AI-generated MCP workflow. Raw provenance file.

Vendor quickstart (help center) reduced the tool surface to documentation browsing plus one authenticated api_request. GitHub examples:

npx dataforseo-mcp-server docs index --section "SERP API"
npx dataforseo-mcp-server docs search serp/google/organic/live/regular
npx dataforseo-mcp-server request -X POST -p /v3/serp/google/organic/live/regular \
  --param keyword=dataforseo --param language_code=en --param location_code=2840

Claude Code can add the remote HTTP MCP with a Basic Authorization header, per the vendor MCP page. That is the official server. Do not confuse it with @seoskillsai/cli.

Wire the seo-dataforseo skill

Terminal setting DATAFORSEO_LOGIN and running the seo-dataforseo skill without fake sample rows AI Edited
AI-generated credential workflow. Raw provenance file.

From the product SKILL.md:

# Environment (never commit secrets)
set DATAFORSEO_LOGIN=your_login
set DATAFORSEO_PASSWORD=your_password

python scripts/dataforseo_api.py --query "ai seo tools" --location "United States"
npx @seoskillsai/cli run seo-dataforseo --target "https://example.com"

Missing credentials must print UNAVAILABLE. Invented SERP tables poison agent memory. Prefer the homepage installer when you want the skill registered across agents, then attach the vendor MCP for full endpoint coverage.

FAQ

What is DataForSEO?

A paid HTTP API platform for SERP, keyword, and backlink datasets. Agents use it as live grounding instead of browser scraping.

Does DataForSEO have an MCP server?

Yes. The vendor publishes a TypeScript MCP/CLI (docs_* + api_request) and a remote MCP URL.

How do I connect DataForSEO to Claude?

Add the official MCP (npx stdio or https://mcp.dataforseo.com/v3/mcp with Basic auth) and/or install seo-dataforseo from SEO Skills AI for the repo wrapper.

What is the DataForSEO live SERP API?

The v3 live regular organic POST that returns current SERP elements for a keyword, engine, location, and language.

DataForSEO vs Ahrefs API?

Different vendors, different indexes. This page documents DataForSEO’s own API and MCP. It is not an Ahrefs review.

Related reading

Conclusion

Point agents at live SERP JSON, keep secrets in env, and fail closed without credentials. Search dataforseo seoskillsai when you need the wrapper skill next to the official MCP.

Sources

~3,400 Avg. Token Consumption
9s Avg. Execution Latency
$0.009 Estimated API Cost / Run
100% MIT Open Source
SEMANTIC ENTITY-ATTRIBUTE MODEL

What the Live SERP API & Data Grounding Analyzes

Automated diagnostic data points evaluated during every execution run.

Diagnostic Category Specific Data Points Checked Algorithmic Impact
Real-Time SERP Grounding Live SERP features, PAA questions, top 100 ranking URLs Eliminates outdated model training data errors
STEP-BY-STEP WORKFLOW

How to Execute Live SERP API & Data Grounding in Your Agent Environment

Imperative configuration instructions with ready-to-run commands.

1

Step 1: Connect SERP API

Configure DataForSEO credentials in agent environment.

seoskillsai config set --dataforseo-key "API_KEY"
NEXT LOGICAL WORKFLOW STEP

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