Paperclip AI Agents SEO: Add an SEO Lead to Your Org

Paperclip is for running agents as a team with goals and check-ins. SEO suits that well: it is steady, measurable work with a weekly rhythm, and every real change should pass a person first.

An example on the Acme Plumbing demo site. You ask Paperclip:

“Task for SEO Lead: write this week's search brief and file anything that needs a decision.”

Paperclip calls SEOmatic:

• seomatic tools call gsc_insights: Sep 10 to Oct 9 vs Aug 11 to Sep 9 (30 days each)
• seomatic tools call strategy_insights: top priorities
• seomatic tools call task_manage: stage 2 title fixes

Paperclip answers:

Search brief, Sep 10 to Oct 9 (30 days)

• Clicks: 1,684, up 9% on the 30 days before. Most of the gain is /water-heater-repair (+118 clicks).
• /drain-cleaning-cost sits at position 11.4 with 2,950 impressions. It is the closest page to page 1.
• /emergency-plumber lost 22% of its clicks. Two of your pages now compete for “emergency plumber near me”, and neither ranks above 9.

Needs a decision: I staged new titles for /drain-cleaning-cost and /emergency-plumber in SEOmatic. They will not go live until a person approves them. Review link attached to this task.

Spend this run: 3 tool calls.

Also try:

• “Audit the site before Friday's release”
• “Which AI answers skip our brand?”
• “Plan next month's content from real queries”
• “Check indexing of the new service pages”

A setup that keeps the agent useful and the risk low:

1. Create a role. Add an agent called SEO Lead, reporting to you or to your marketing lead, on whichever adapter you trust most.
2. Give it the skill and a key. Install the SEOmatic skill where it runs and set SEOMATIC_API_KEY in its environment. Use a key for one workspace, so the agent only sees one site.
3. Write its goal in one line. For example: “Grow organic clicks for acme-plumbing.com. Report weekly. Stage fixes only for title, description and internal link problems.”
4. Set a heartbeat and a budget. Once a week is enough for most sites. Each run is a few SEOmatic tool calls.
5. Keep approval with a person. The agent files a decision; you open the SEOmatic link and approve or decline. Paperclip's own approvals and SEOmatic's approvals both stay in human hands.

Assign these as tasks or goals to the agent that has the SEOmatic skill:

• “Write a weekly search brief: clicks, the pages that moved, and one recommended fix.”
• “Before Friday's release, audit the site and block the release if any key page has a noindex tag.”
• “Find five blog topics we can rank for, based on queries that already show us impressions.”
• “Track which AI assistants mention us for our three main services and report changes monthly.”
• “Check whether the six new service pages are indexed, and file a decision for any that are not.”
• “Stage title fixes for pages with many impressions and few clicks. Do not approve anything.”

Through the skill, the agent runs npx -y seomatic commands that call the same tools as SEOmatic's MCP server:

• Search Console performance and insights, with exact date ranges and period comparisons.
• Strategy insights: SEOmatic's own diagnosis of what to fix first.
• Indexing checks, site audits of up to 30 pages and page scores.
• AI visibility and citations across ChatGPT, Claude and Google AI Overviews.
• Keyword and backlink research, from your free questions or your paid plan's credits.
• Tasks and campaigns on paid plans: staged work that waits for approval.

Commands and flags are in the SEOmatic CLI docs. Building your own orchestration? See the SEO API.

1. Paperclip wakes the SEO agent on its heartbeat, or you assign it a task.
2. The agent reads the SEOmatic skill and runs SEOmatic commands with the key in its environment.
3. SEOmatic returns your Search Console data, audits and AI visibility results, each with its date range.
4. The agent writes its report on the task and, on paid plans, stages any fix in SEOmatic.
5. You open the review link, approve or decline in SEOmatic, and approved changes go live through your CMS with a rollback point.

About five minutes. Do it where your agents execute, which may be a server rather than your laptop.

1. Pick or create the SEO agent. In Paperclip, choose the agent that will own SEO, or add a new one (for example, SEO Lead) on the adapter you prefer.
2. Install the skill. Run npx skills add Minh42/seomatic-mcp in the environment where that agent runs.
3. Create an API key. In SEOmatic (a free account works), open Settings, then AI Agents, then API Keys, and create a key for the workspace this agent should see.
4. Set the key on the agent. Add SEOMATIC_API_KEY with that key to the SEO agent's environment in Paperclip, then restart the agent.
5. Assign a first task. Give it: “Write a short report on how the site did on Google this month.” Check that the report names a date range and real numbers.

Unattended agents cannot click through a browser sign-in, so Paperclip setups use an API key. Give each SEO agent a key for one workspace only. If npx -y seomatic me fails inside the agent, the key is not in that agent's environment.

Pick the skill. Paperclip agents run unattended, so a browser sign-in is not practical. The skill uses one key from the environment, works with every adapter, and declares the key it needs so you see what is missing.

This page is about Paperclip, the open-source (MIT) platform that organizes AI agents into a company with an org chart, budgets, approvals and heartbeats. Paperclip does not call SEOmatic itself; the agents it manages do.

So setup happens on the agent:

• An agent on Claude Code: see Claude Code SEO.
• An agent on Codex: see Codex.
• An agent on OpenClaw or Hermes Agent: see OpenClaw SEO and Hermes Agent SEO.

The skill route on this page works for all of them.

Connecting is free, and so is the SEOmatic account behind it: no card. Free covers the diagnosis with no limit: Search Console reports and insights, site audits of up to 30 pages, live page analysis, and your AI visibility results.

Live market data, like keyword volumes, backlink profiles and competitor domains, uses free questions: 5 a month, plus a one-time 10 bonus questions when you connect Google Search Console. One question covers up to 5 lookups.

Paid plans remove the question limit and add the treatment: agents stage fixes on your site (titles, descriptions, content updates, technical fixes, internal links) and run campaigns and fresh AI visibility scans. Every paid plan starts with a 14-day free trial. See pricing.

A heartbeat run usually makes two to four tool calls. The free allowance covers a first test; a weekly SEO agent needs a paid plan. Credits SEOmatic uses are separate from the model budget you set in Paperclip.

Paperclip lets agents work without a person in every step, so SEOmatic keeps one step for a person no matter what: approving a change to your site. A staged change is a proposal: it says what will change and why, and nothing touches your site until you approve it. The assistant records your decision, and it is told never to approve anything on its own judgment. Approved fixes start within seconds, the page's previous state is stored, and any applied change can be rolled back. Changes that could take a page out of Google, like a noindex, need an extra explicit confirmation. An agent in your org can stage work and file it for review; it cannot approve it, even if another agent asks it to. Revoke the API key in SEOmatic to stop an agent at once.

Setting up the agents Paperclip runs? See Claude Code SEO, Codex, OpenClaw SEO and Hermes Agent SEO. Learn what the SEO agent works with: weekly replanning, the site audit, AI visibility tracking and the approval workflow. All agents: AI SEO agents in every assistant.

Using another agent? See OpenClaw, Hermes Agent, Codex, or every AI agent.