Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add unbounce/agent-plugins --skill mcp-ai-builder-authoringgit clone --depth 1 https://github.com/unbounce/agent-pluginsWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/unbounce/agent-plugins/mcp-ai-builder-authoring)<a href="https://agentmods.dev/skills/unbounce/agent-plugins/mcp-ai-builder-authoring"><img src="https://agentmods.dev/badge/skills/unbounce/agent-plugins/mcp-ai-builder-authoring/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/unbounce/agent-plugins/mcp-ai-builder-authoring"><img src="https://agentmods.dev/badge/skills/unbounce/agent-plugins/mcp-ai-builder-authoring.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00143 | $0.08180 |
| Opus 5.5 | $0.00057 | $0.03272 |
| Sonnet 5.5 | $0.00029 | $0.01636 |
| Haiku 4.5 | $0.00014 | $0.00818 |
Grade B, and why
mcp-ai-builder-authoring scanned grade B with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 5d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Subtle steeringmediumPrompt injection
Instructions that bias recommendations or shape behaviour without the user noticing.
and does not apply here; never tell the user an AI Builder page is MCP-only. How it starts
The opening of the file, as written. The whole thing — 523 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Authoring an Unbounce AI Builder page
An AI Builder page is stored as an editor document: a JSON component tree (GrapesJS project data) built from the components in the client's AI Builder catalog and styled with the client's style guide. You author that document; Unbounce validates it, stores it, and renders it.
Which route
Each account in list_accounts_and_clients carries builders: whether its
plan includes AI Builder (ai_builder) and the Classic Builder (classic),
each true, false, or null when it could not be read. Read it before choosing.
- AI Builder is the default for a new page unless
ai_builderis false. - Use the Classic HTML route (
create_page_from_html, themcp-page-authoringskill) whenai_builderis false, when the user asks for a Classic or custom-HTML page, or when the catalog genuinely cannot express what was asked for — for example a bespoke interactive widget or custom page-level JavaScript. Not whenclassicis false: that plan has no Classic Builder. - With both false the plan includes neither of these builders (it may still have another, such as Smart Builder), and no page can be created here. Tell the user.
- Tell the user which route you took and why.
- An existing page stays on the route it was built with. A Classic page is edited with the Classic tools; an AI Builder page with the tools below.
These pages are editable in the Unbounce AI builder
A page made or changed here is an ordinary AI Builder page. The user — and
anyone else on the client — can open it and keep editing it in the Unbounce AI
builder (create_ai_builder_page returns its editor_url). The "cannot be edited
in the Unbounce builder" rule is about Classic pages authored from HTML only
and does not apply here; never tell the user an AI Builder page is MCP-only.
What does not work on an AI Builder page
These tools refuse an AI Builder page, so say so instead of trying them:
- The Classic HTML tools:
update_variant_from_html,create_variant_from_html,bulk_edit_variants,get_variant. create_variant_from_existing_variant— there is no MCP way to add a variant to an AI Builder page.set_conversion_goalsandget_layout_hints.
What ships with it
59 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
- design-systems/airbnb.md 14 KB
- design-systems/airtable.md 25 KB
- design-systems/apple.md 27 KB
- design-systems/bmw.md 19 KB
- design-systems/cal.md 22 KB
- design-systems/claude.md 20 KB
- design-systems/clay.md 16 KB
- design-systems/clickhouse.md 17 KB
- design-systems/cohere.md 15 KB
- design-systems/coinbase.md 16 KB
- design-systems/composio.md 12 KB
- design-systems/cursor.md 12 KB
- design-systems/elevenlabs.md 13 KB
- design-systems/expo.md 13 KB
- design-systems/figma.md 11 KB
- design-systems/framer.md 17 KB
- design-systems/hashicorp.md 19 KB
- design-systems/ibm.md 18 KB
- design-systems/intercom.md 15 KB
- design-systems/kraken.md 4.2 KB
- design-systems/LICENSE 1.4 KB
- design-systems/linear.md 22 KB
- design-systems/lovable.md 17 KB
- design-systems/minimax.md 24 KB
- design-systems/mintlify.md 28 KB
- design-systems/miro.md 21 KB
- design-systems/mistral.md 22 KB
- design-systems/mongodb.md 18 KB
- design-systems/nike.md 28 KB
- design-systems/notion.md 18 KB
- design-systems/ollama.md 24 KB
- design-systems/opencode.md 25 KB
- design-systems/pinterest.md 27 KB
- design-systems/posthog.md 28 KB
- design-systems/raycast.md 29 KB
- design-systems/replicate.md 22 KB
- design-systems/resend.md 23 KB
- design-systems/revolut.md 22 KB
- design-systems/runwayml.md 14 KB
- design-systems/sanity.md 21 KB
- design-systems/sentry.md 25 KB
- design-systems/shopify.md 18 KB
- design-systems/slack.md 16 KB
- design-systems/spacex.md 14 KB
- design-systems/spotify.md 13 KB
- design-systems/stripe.md 20 KB
- design-systems/supabase.md 14 KB
- design-systems/superhuman.md 14 KB
- design-systems/together.md 25 KB
- design-systems/uber.md 22 KB
- design-systems/vercel.md 19 KB
- design-systems/voltagent.md 16 KB
- design-systems/warp.md 14 KB
- design-systems/webflow.md 16 KB
- design-systems/wise.md 14 KB
- design-systems/xai.md 13 KB
- design-systems/zapier.md 18 KB
- rules/craft.md 11 KB
- rules/upstream.md 8.5 KB
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 5d ago Changed · +74 lines 8a5f1ea4535e
- 17d ago Changed · +36 lines 0a2155119855
- 19d ago Changed · +19 lines · +7 tokens per session fdc51a8cbab2
- 22d ago First seen · 394 lines · 136 tokens per session scan B 247163f28853
mcp-ai-builder-authoring is a skill published in the GitHub repository unbounce/agent-plugins (2 stars, last pushed 5d ago), licensed MIT. It adds 143 tokens to every session and 8,180 once invoked, about $0.0006 per session on Opus 5.5. A static security scan graded it B with 1 finding (subtle steering). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-10-16.
mcp-ai-builder-authoring compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| mcp-ai-builder-authoringunbounce/agent-plugins | Skill | 2 | 5d ago | MIT | B | 143 | Claude Code |
| 04-script-videominhnv0807/ai-business-skills | Skill | 643 | 3d ago | MIT | A | 154 | Claude Code |
| 21-audit-ads-performanceminhnv0807/ai-business-skills | Skill | 643 | 3d ago | MIT | A | 238 | Claude Code |
| 23-personal-brand-strategy-globalminhnv0807/ai-business-skills | Skill | 643 | 3d ago | MIT | A | 177 | Claude Code |
| 24-ai-avatar-production-globalminhnv0807/ai-business-skills | Skill | 643 | 3d ago | MIT | A | 174 | Claude Code |
| 26-thought-leadership-content-globalminhnv0807/ai-business-skills | Skill | 643 | 3d ago | MIT | A | 167 | Claude Code |
| 26-thought-leadership-contentminhnv0807/ai-business-skills | Skill | 643 | 3d ago | MIT | A | 216 | Claude Code |