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OpenRouter for Agent Tools

The next billion software users are AI agents, yet agents still can't act on their own: every paid tool they need runs through a human making accounts, managing API keys, and guessing which provider is best. We are the capability marketplace built for agents: one MCP and one balance through which agents find, pay for, and use APIs, data, skills, other agents, and software at runtime, with every request routed to the best provider based on benchmarks from real tasks and outcome feedback from the agents themselves.
Active Founders
Dylan Kelly
Dylan Kelly
Founder/CEO
Founder & CEO @ Amorphic Labs. CS @ Georgia Tech, prev. Quant Trading intern @ UBS. World Schools Debating Championship 2022 finalist & 8th best speaker, 2x National Team Debater, co-author of NeurIPS paper.
Frank Li
Frank Li
Founder/CTO
Founder & CTO @ Amorphic Labs. Prev. Member of Technical Staff & Project Lead @ OpenAI, Auto-vehicle ML infra @ NVIDIA, Quant Dev @ Two Sigma, and Amazon. First open-source contribution at 15. CS @ UW Seattle.
Company Launches
Agentmuxer by Amorphic Labs - OpenRouter for Agent Capabilities
See original launch post

tl;dr: OpenRouter became the router for model spend; we're building that layer for agent capabilities, starting with paid tools: web search, scraping, extraction, enrichment, and more from top providers in each category. No provider accounts or API keys, one balance, pay per use. We benchmark every provider on real tasks and route each request to the one that performs best, with fallbacks when a provider fails. We're looking for early users to try it out with free credits, email us at founders@amorphiclabs.com if you want to check it out!

Launch Video:

https://youtu.be/-dxc8ZAUfFc

The problem:

Agents can only use the tools a human wired up in advance, and they won't tell you what they're missing: they quietly make do, failing at anything they weren't hand-equipped for. Even when you do the wiring, you're picking blind: nobody actually knows which search API is better for this query, or which scraper will survive this site. The "best setup" frontier moves daily, so keeping up means hours of trawling MCP directories, X threads, and blog posts. Agents stay only as capable as their setup, and the more autonomous they get, the more that ceiling costs.

What we do:

Your agent asks for what it needs ("structured data from this page", "research this with citations"). We route the request to the best provider for that specific task, based on benchmarks on real tasks and outcome feedback from the agents using them: success rates, result quality, latency, and cost. If a provider fails, we cascade to the next, so your agent gets a result instead of an error. Every request makes the routing smarter. One balance pays for all of it, and it's the same MCP whether it's your own coding agent or agents you're shipping in a product.

APIs are just the start. The same marketplace will let agents acquire skills, hire other agents for specialized tasks, and sign up for software directly through MCPs, all from one balance.

Our team:

We're Frank and Dylan, friends of 10 years who have been building together since middle school. Frank was a Member of Technical Staff at OpenAI and interned at Two Sigma, NVIDIA, and Amazon. Dylan was a quant trading intern at UBS, co-authored a NeurIPS paper, and was a grand finalist and 8th-best speaker in the world at WSDC 2022. We built this because we kept hitting the problem ourselves: agents stuck mid-task waiting for us to make accounts and guess at providers.

Our ask:

  1. Want to be an early user? Email us at founders@amorphiclabs.com and we'll onboard you with free credits.
  2. If you sell an API, dataset, or agent-facing service and want agents as customers, we'd love to talk about listing you. Email us at founders@amorphiclabs.com
  3. If you want more information or want to join the waitlist, check out agentmuxer.com

Make something agents want!

Previous Launches
AI agents that create personalized demos at scale for outbound, inbound, and call follow-ups without your team recording a thing.
Amorphic Labs
Founded:2026
Batch:Summer 2026
Team Size:2
Status:
Active
Location:San Francisco
Primary Partner:Jared Friedman