Public benchmark · launching June 2026
How is AI seeing
your product?
AgentRank is the public, neutral benchmark for how AI coding agents — Claude Code, Cursor, Codex, ChatGPT — discover, choose, and correctly invoke your APIs, SaaS products, and MCP servers.
- claude-code··
- codex··
- cursor··
- windsurf··
0 companies on the waitlist · joining 23 this week
The thesis
The buyer of your software has changed.
In 2026, AI coding agents make product-selection decisions on behalf of developers. When someone tells Claude “add payments,” the agent decides which provider, which endpoint, which version. The human never sees the alternatives.
If your API gets picked, you don’t know why. If it gets passed over, you don’t know that either. The funnel that mattered for fifteen years — docs traffic, signups, dev evangelism — is being rerouted through an opaque selection layer your dashboards can’t see.
AgentRank is the eyes on that selection layer. Same questions for everyone, scored 0–100, published in public, refreshed every time the agents update.
See it work.
Demo preview · representative scores from May 2026 single-agent runs. Full multi-agent leaderboards go live at launch.
Stripe and Razorpay scores from May 14, 2026 — Claude Sonnet 4.6 single-agent run. Sub-scores and category-leaderboard preview are illustrative until full multi-agent results publish at launch.
Built for builders who ship to a new kind of user.
API teams
Know which agents pick you over your competitors — and which competitors they reach for when they don’t.
Developer-experience leads
See exactly where your docs confuse models — endpoint by endpoint, parameter by parameter.
MCP server authors
Get scored before you launch. Ship with a public AgentRank badge that says you tested.
How AgentRank works.
- 0101
Test against four frontier agents
Claude Code, Cursor, Codex, ChatGPT — same SDK, same harness, same sandbox.
- 0202
Run 50 standardized tasks per category
Payments, auth, email, storage, search, database, CRM, analytics, comms, AI tooling.
- 0303
Score across four dimensions
Visibility, usage, docs quality, trust. Per-agent breakdown plus a single weighted total.
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Public score, private dashboard
Free score for anyone. Paid plan unlocks per-task traces, weekly re-runs, alerts, and CI checks.
The pattern is here
Backed by what we’re already watching.
public MCP servers tracked
— Anthropic, 2026
Tegus + AlphaSense — AI-in-research thesis
— TechCrunch, 2025
Mintlify Series B for AI-native docs
— a16z, 2026
Be early
Be first to know your AgentRank.
Beta partners get free Pro tier for 12 months at launch. We send one update a week. No spam, ever.
0 companies waiting · 23 joined this week