SERP search
Live organic results by keyword, location, language, and device.
AI SEO agent
Turn your AI assistant into an SEO agent with live data
Most "AI SEO agents" are content pipelines. CalmSEO turns Claude, ChatGPT, Cursor, or Codex into an SEO research agent grounded in real SERP, keyword, audit, and Google Search Console data. It never publishes anything for you.
Direct answer
What an AI SEO agent is, and what CalmSEO is
An AI SEO agent is an assistant that can plan a task, call SEO tools, read the results, and keep going until it has an answer. Without tools, an assistant guesses at keyword volume, invents competitor context, and pads its answer with search snippets.
CalmSEO is the tool layer. It is a hosted SEO MCP server and REST API that gives the assistant you already use live SERP search, keyword volume, keyword ideas, ranked keywords, page audits, and read-only access to your Search Console. Your assistant does the reasoning. CalmSEO supplies the data.
Skepticism
Do AI SEO agents actually work?
It depends on what the agent is grounded in. Agents that generate and publish articles from a keyword list mostly produce thin pages that Google increasingly ignores. That is where most of the disappointment comes from.
Agents that read real data work well for a narrower job: finding low-CTR pages in Search Console, comparing a SERP against your page, expanding and sizing a keyword cluster, and turning an audit into a fix list. That is research and analysis, not autopilot, and it is the part CalmSEO is built for. The decisions and the publishing stay with you.
Capabilities
What an AI SEO agent can do with real data
Each row is a task the agent can run today, the CalmSEO tools it calls, and a prompt that triggers it.
| Task | Tools used | Example prompt |
|---|---|---|
| Keyword research | find_keyword_ideas, get_keyword_search_volume | Find keyword opportunities for a small accounting firm in Denver and rank them by volume and competition. |
| Search Console analysis | query_gsc_search_analytics, get_gsc_top_queries, get_gsc_page_queries | Look at my Search Console data and find pages with high impressions but low CTR. |
| SERP research | search_serp | Pull the top results for "google search console mcp" and summarize what each page is trying to rank for. |
| Competitor ranking analysis | get_ranked_keywords, get_keyword_search_volume | Find keywords competitor.com ranks for that I should consider targeting. |
| Content opportunities | search_serp, find_keyword_ideas, get_gsc_top_queries | Build a content brief using SERP results, keyword data, and my existing GSC queries. |
| On-page audits | audit_page | Audit this page and tell me which on-page issues matter most. |
How it works
MCP for assistants, REST for your own agents
- Connect through MCP. Add one hosted endpoint to Claude, ChatGPT, Cursor, Codex, or any MCP-compatible client and sign in with OAuth. Setup guides: Claude, ChatGPT, Cursor.
- Or call the REST API. The same tools are exposed as authenticated endpoints for custom agents, scripts, and backend jobs. See the SEO API.
- Connect Search Console (optional). Read-only OAuth. CalmSEO can read clicks, impressions, CTR, position, pages, queries, and sitemaps. It cannot change anything in your property, and those tools are free on every plan.
- Ask questions. The assistant picks the tools, CalmSEO returns compact JSON, and the reasoning happens in the same conversation.
Example session
A realistic AI SEO agent workflow
One session, five prompts. Each step builds on the data the previous one returned.
- Which of my pages get impressions but almost no clicks?query_gsc_search_analytics grouped by page for the last 28 days. The agent filters to pages with high impressions and CTR under 1%.
- For the top three, what queries are they showing up for?get_gsc_page_queries for each URL. The agent spots queries the page does not actually answer well.
- What does the SERP look like for the biggest of those queries?search_serp for that query. The agent compares the intent of ranking pages with your page.
- Is there a better keyword cluster to target instead?find_keyword_ideas from the seed query, then get_keyword_search_volume on the shortlist.
- Audit the page and give me a prioritized fix list.audit_page on the URL. The agent combines the on-page issues with the query mismatch and writes the brief. Publishing stays with you.
Comparison
AI SEO agent vs AI SEO tools vs SEO automation
The three get lumped together. They solve different problems. For a breakdown of the tools category, see AI SEO tools.
| AI SEO agent | AI SEO tools | SEO automation | |
|---|---|---|---|
| What it is | An assistant that plans, calls SEO tools, and reasons over the results | Software with AI features: dashboards, writers, audit explainers | Pipelines that generate and publish at scale |
| Who decides | You, in conversation | You, in the vendor UI | The pipeline, often unattended |
| Data source | Live SERP, keyword, audit, and Search Console data via MCP | Whatever the vendor indexes | Usually a keyword list and a language model |
| Best for | Research, analysis, briefs, prioritizing what to fix | Reporting and tracking at scale | Programmatic sites with strong review, rarely anything else |
| Main risk | Only as good as the tools it can call | Chat that summarizes panels you could read yourself | Thin content Google does not reward |
Tools included
What the agent can call
Keyword volume
Monthly volume, CPC, and competition for keyword batches.
Keyword ideas
Expand seed terms into research sets the agent can sort and filter.
Ranked keywords
See what a domain or URL ranks for, with positions and traffic estimates.
Page audit
Title, headings, links, status, canonical, and on-page issues.
Search Console
Clicks, impressions, CTR, position, pages, queries, and sitemaps.
Developers
Build your own SEO agent on the REST API
If you are building an agent outside a chat client, call the same tools over HTTPS with a bearer API key. Endpoints return compact JSON with credit usage in the response, so a loop can budget its own calls. There is no provider plumbing to manage: CalmSEO handles DataForSEO and Google access behind the endpoint.
Start with the SEO API overview or go straight to the API docs.
Pricing
Pricing for agent workloads
Paid tools reserve a small number of credits per call, for example 1 to 3 for a SERP search. Search Console tools are free on every plan. Cancel any time.
Free
$0/ month
Try the protocol.
Get started- 20 credits to start
- Search Console tools — basic limits
- MCP and REST API access
- OAuth-secured
IndiePopular
$19/ month
For one builder.
Get started- 600 credits / month
- Search Console tools — higher limits
- MCP and REST API access
- Email support
Pro
$39/ month
For growing workflows.
Get started- 1,500 credits / month
- Search Console tools — higher limits
- MCP and REST API access
- Email support
Agency
$79/ month
For agencies.
Get started- 3,500 credits / month
- Search Console tools — higher limits
- MCP and REST API access
- Priority support
FAQ
Frequently asked.
Is CalmSEO an AI SEO agent?+
Not on its own. CalmSEO is the data layer. Combined with Claude, ChatGPT, Cursor, Codex, or a custom agent, it becomes an SEO agent that researches with live data instead of guessing.
Do AI SEO agents actually work?+
For research and analysis, yes, when they are grounded in real SERP, keyword, and Search Console data. For unattended content generation and publishing, results are usually poor. CalmSEO supports the first and does not do the second.
Which assistants can act as the agent?+
Any MCP-compatible client, including Claude Desktop, Claude Code, ChatGPT, Cursor, Codex, Windsurf, Continue, Cline, and Zed. Custom agents can use the REST API.
Can the agent read my Google Search Console data?+
Yes, after you connect Search Console through read-only OAuth. The agent can query clicks, impressions, CTR, average position, pages, queries, and sitemaps. It cannot modify your property.
Does the agent write or publish content?+
It can draft briefs and outlines from the data it gathers. CalmSEO does not publish, build backlinks, or change your site, and those decisions stay with you.
What does it cost per agent run?+
Paid tools reserve credits per call: 1 to 3 for a SERP search, 5 to 20 for ranked keywords, 15 to 50 for keyword ideas depending on result size. Search Console tools are free. New accounts start with 20 free credits.
Do I need a DataForSEO account?+
No. CalmSEO handles provider access behind the hosted endpoint, and cached responses do not deduct credits.
How is this different from Ahrefs or Semrush?+
Ahrefs and Semrush are full SEO dashboards. CalmSEO is lighter: it gives the assistant you already use structured SEO data inside the conversation, with no separate UI to learn.
Give your AI SEO agent live data
20 free credits + free Google Search Console tools. No card required.