Intent Is All You Need
Two years of work. One universal API bridge. Today, Toolcog launches—giving AI agents access to thousands of operations through three meta-tools and a single MCP connection.
The APIs Are Fine
Everyone's talking about making APIs 'AI-ready.' The APIs aren't the problem.
You Hold the Keys
We manage the vault. You hold the only key. Why we built credential protection around mutual interest.
A Narrow Waist for AI Connectivity
Observable. Manageable. Auditable. Universal. The governance layer AI agents need.
Why a Platform, Not a Library
The world has too many platforms. You shouldn't build one just because you can.
Running a Compiler on a CDN
What happens when you run compiler infrastructure on a platform built for 50ms HTML rendering?
Why We Built Toolcog
The story behind Toolcog—and why it had to be a service, not a library.
Solving API Integration Forever
AI becomes the ad hoc integrator of everything. Every API with an OpenAPI spec is already integrated.
Scaling the Number of Tools
The tool-count vs. reliability tradeoff only applies to static registration. Dynamic discovery changes everything.
Making Tools Discoverable
AI for AI: using models to predict how other models will search.