Continuous SEO analysis with an AI agent: daily, weekly and monthly runs
A scheduled agent is only useful if its reports can be trusted. This guide sets the data window each run reads, what each cadence is for, how to make failures loud and what every message must contain, with OpenClaw as the worked scheduler.
✓ Checked against Google and OpenClaw documentation · 8 October 2026
Continuous analysis is a schedule plus rules
A scheduled agent can read Search Console every morning, but a report nobody trusts is worse than none. This guide fixes three things: what data window each run reads, what each cadence is for and what every message must contain. The scheduler is OpenClaw in the examples; the design works with any scheduler.
Choose a window that is final and fair
Search Console data is typically available after 2–3 days, and the API returns only finalised data unless you ask for all (getting all your data, query reference). The newest points can also be preliminary and change within hours (Performance report help). So end every window three days back and keep the default final data.
Make the two periods contain the same weekdays. Example for a run on Monday 12 October 2026: the window ends on Friday 9 October, so read 3–9 October and compare it with 26 September–2 October. Each period holds seven days and each weekday once, so a weekend dip cannot look like a decline.
What each cadence is for
| Cadence | Job | Reads |
|---|---|---|
| Daily | A health check, not a verdict: is data still arriving? | clicks by date over the past 10 days, as the documentation suggests for finding the latest date |
| Weekly | Movers: queries and pages that changed most | the seven-day window against the previous seven |
| Monthly | Decisions: what to fix next month | 28 days against the previous 28, then the playbooks |
The daily check raises an alert when the latest available date is more than three days old. That threshold is ours, set from the documented 2–3 day delay. Do not ask the agent to explain daily ups and downs: on small sites they are noise.
Make the weekly run answer one question
“Which queries and pages moved most, and are the moves large enough to matter?” Ask for the ten biggest movers by absolute clicks and ignore rows below a floor. We suggest 100 impressions in the earlier period; adjust it to your site, and have the report state the floor it used. Link each mover to the playbook that fits: a falling page to content decay, a rising query at positions 4–20 to striking distance.
Schedule it, deliver it, and make failure loud
In OpenClaw you manage jobs with openclaw automations (openclaw cron is an alias). A recurring job takes --cron, and --tz sets the time zone; without it the cron expression uses the gateway host’s time zone. Cron expressions at the top of the hour are staggered by up to five minutes unless you force exact timing (schedules). Delivery defaults to announce to a chosen channel and target; webhook and none also exist (delivery).
Unattended jobs fail quietly, so plan for it. OpenClaw alerts after two consecutive failures when a job has a failure route, and it disables a recurring job after ten consecutive failures (delivery). Whatever scheduler you use, make a missing report raise a message. The same page notes that jobs do not infer the output language, so state the language in the prompt.
An output contract for every message
- Property and period: the property, both date ranges and the weekday count.
- Source: the tool call, data state and number of rows behind each table.
- Floor: the minimum impressions used to drop noise.
- Type: measured, or an estimate that says so.
- Next step: one action with an owner, or the words “no action”.
Check the call budget
SEOKit’s MCP server allows 60 calls a minute and 1,000 an hour per user. A weekly run for 20 properties with three calls each (queries, pages, dates) is 60 calls, about a minute at that rate and far below the hourly limit. A monthly run with four calls per property is 80. Remember that one request returns at most 25,000 rows, and the API exposes at most 50K rows a day per search type, so page with startRow only when you need the long tail.
Continuous analysis, answered
Why end the window three days back?
Data is typically available after 2–3 days, and the newest points can be preliminary.
Should the agent run every hour?
No. Search Console’s default data is final and daily; more frequent runs add cost, not information.
What if a run fails?
Configure a failure alert so a missing report is noticed.
What to read next
Read ten rules for running an agent on Search Console data before you switch the schedule on, and build a monitoring routine for the manual version.