Question 1

Which AI agent builders are the most visible to AI search engines?

Accepted Answer

In our October 18, 2026 crawl, the top-scoring AI agent builders were Zapier (100/100), Taskade (98/100), MindStudio (96/100). The score measures how easily ChatGPT, Perplexity, Claude and AI agents can crawl, understand and use each product's homepage.

Question 2

How do AI agent builders compare with the rest of the AI Visibility Index?

Accepted Answer

The 20 AI agent builders we track average 88/100, 2 points above the 86/100 average across all 538 SaaS and AI sites in the index.

Question 3

What is the most common AI visibility gap among AI agent builders?

Accepted Answer

80% of the AI agent builders we checked miss "Machine-usable interface (API / MCP)" (vs 52% across the whole index). Fix: Expose an MCP server or OpenAPI spec and link it from llms.txt so agents can use your product, not just read about it.

Question 4

How is the AI visibility score calculated?

Accepted Answer

RankRoot checks four areas on each homepage: AI crawler access (robots.txt rules for GPTBot, ClaudeBot, PerplexityBot and others), answer-engine content (title, headings, FAQ-style content, server-rendered text), structured data (JSON-LD, Organization/Product schema) and agent readiness (llms.txt, discoverable API or MCP server). Each area is scored 0 to 100 and combined into one score.

Question 5

When was this data collected, and can a company update its score?

Accepted Answer

Scores are a snapshot from our crawler on October 18, 2026. They are not updated automatically. Anyone can rescan a site live for free, and we refresh the index periodically.

Question 6

My AI agent builder isn't listed. How do I see where it would rank?

Accepted Answer

Run a free scan at https://getrankroot.com/report. You get the same score and checks, so you can compare it directly with this leaderboard.

#	Product	Score	Crawlers	Content	Schema	Agents
1	Zapier zapier.com	100	100	100	100	100
2	Taskade taskade.com	98	100	94	100	100
3	MindStudio mindstudio.ai	96	100	100	100	83
4	Gumloop gumloop.com	95	100	94	100	83
4	Relevance AI relevanceai.com	95	100	94	100	83
4	Trigger.dev trigger.dev	95	100	94	100	83
4	Vellum vellum.ai	95	95	100	100	83
8	Dify dify.ai	94	100	93	100	83
9	n8n n8n.io	93	100	78	100	100
10	Inngest inngest.com	92	95	93	100	83
11	CrewAI crewai.com	91	100	70	100	100
12	Temporal temporal.io	90	100	78	100	83
13	Langflow langflow.org	89	100	83	100	71
14	Hatchet hatchet.run	88	100	100	100	47
15	Lindy lindy.ai	86	95	100	100	47
16	LlamaIndex llamaindex.ai	81	85	93	100	47
17	Stack AI stack-ai.com	80	95	89	20	83
18	Flowise flowiseai.com	74	100	89	20	47
18	LangChain langchain.com	74	95	94	20	47
20	Relay.app relay.app	50	85	48	8	26

Area	This industry	All 538 sites
Overall score	88	86
AI crawler access	97	97
Answer-engine content	89	89
Structured data	83	71
Agent readiness	74	76

Most AI-visible AI agent builders (2026)

AI agent builders vs the whole index

Most common gaps among AI agent builders

FAQ